text
stringlengths
4
948
title
stringlengths
0
370
embeddings
listlengths
768
768
Better insights through beautiful visualizations Carolina Bento https://towardsdatascience.com/customizing-plots-with-python-matplotlib-bcf02691931f
Customizing Plots with Python Matplotlib
[ -0.03661877661943436, -0.5593050718307495, 0.24262680113315582, 0.25377777218818665, 0.1079256683588028, 0.12948404252529144, -0.33121082186698914, -0.10437973588705063, -0.4503103494644165, 0.20851203799247742, -0.11947750300168991, 0.08638206869363785, -0.20659205317497253, -0.056881558150053024, 0.04786796495318413, 0.004437911324203014, 0.23676568269729614, 0.12277135998010635, -0.23621006309986115, -0.08147489279508591, -0.026780199259519577, -0.8170730471611023, 0.3037507236003876, 0.0833655297756195, -0.24059735238552094, -0.3082341253757477, 0.6671765446662903, 0.044870104640722275, -0.42690956592559814, 0.3092486560344696, 0.007011217065155506, 0.13861201703548431, 0.32042619585990906, -0.16066546738147736, -0.12451611459255219, -0.47877565026283264, -0.5240464210510254, -0.11760138720273972, -0.28415974974632263, -0.5568797588348389, -0.30066317319869995, 0.24898266792297363, -0.1510668843984604, 0.18088839948177338, 0.4845534861087799, -0.6040185689926147, -1.3320666551589966, 0.17203456163406372, -0.2179476022720337, -0.26461753249168396, -0.5143211483955383, 0.44795259833335876, -0.019365785643458366, 0.27683183550834656, -0.061431728303432465, 0.29728636145591736, -0.026416614651679993, -0.3842909634113312, 0.22583043575286865, 0.18258556723594666, -0.21894605457782745, 0.589259922504425, 0.17767967283725739, 0.3517081141471863, 0.2829452157020569, 0.403533935546875, -0.1079985573887825, -0.00236028921790421, -0.4273027181625366, -0.11674518138170242, 0.13189922273159027, 0.5042985081672668, -0.152723491191864, -0.24979408085346222, 0.010686693713068962, -0.00824529118835926, -0.09279165416955948, 0.3250860869884491, 0.8375128507614136, 0.33889779448509216, -0.09043486416339874, 0.30349040031433105, 0.1396111100912094, 0.17219044268131256, 0.5758428573608398, 0.18533524870872498, 0.03964351490139961, -0.15449802577495575, -0.2800312042236328, -0.15335936844348907, -0.6210188269615173, -0.3095611035823822, -0.03675299510359764, 0.00004840032852371223, 0.5983970165252686, 0.2783605456352234, 0.4371708035469055, 0.31618133187294006, -0.4131163954734802, 0.24958167970180511, -0.4629949927330017, 0.5475278496742249, -0.645743727684021, -0.5562008619308472, -0.7298291921615601, -0.09002476930618286, -0.7212409377098083, -0.14717726409435272, -0.39399734139442444, 0.5466416478157043, -0.4381224811077118, -0.17346510291099548, 0.4393649399280548, -0.23299875855445862, -0.17440758645534515, 0.6080198884010315, 0.3616069555282593, 0.269458144903183, -0.08147172629833221, 0.10473830997943878, -0.3776410222053528, 0.5631428360939026, 0.33701080083847046, 0.11345598101615906, 0.20535419881343842, 0.28738874197006226, -0.0774771049618721, 0.43824657797813416, 0.3312526047229767, 0.8094161152839661, 0.469679057598114, 0.38729965686798096, 0.09529571980237961, -0.18119032680988312, 0.36714211106300354, -0.875397264957428, -0.24851059913635254, 0.42273759841918945, 0.5616586208343506, 0.10039176046848297, -0.2730450928211212, 0.35025161504745483, -0.10400112718343735, 0.1674337238073349, -0.14034542441368103, 0.4555939733982086, -0.05150608345866203, 0.3549840748310089, -0.5321264266967773, 0.023628538474440575, -0.18791653215885162, 0.09708555042743683, -0.38366422057151794, -0.5387006998062134, -0.28733137249946594, 0.7260079383850098, 0.011052840389311314, -0.242539182305336, -0.04866953566670418, 0.4800449013710022, 0.16912461817264557, 0.359000563621521, 0.06726764142513275, -0.27653196454048157, 0.4803820550441742, -0.16239014267921448, 0.5727908611297607, 0.42491552233695984, 0.37885984778404236, 0.5671433806419373, -0.3033301830291748, 0.14036060869693756, 0.4519764184951782, -0.27848711609840393, -0.06499320268630981, 0.03009754791855812, 0.2896357476711273, -0.11953883618116379, -0.14181828498840332, 0.19793958961963654, -0.46522045135498047, 0.3937227725982666, 0.11616668850183487, -0.23874108493328094, 0.3928162157535553, -0.3450394868850708, 0.5241879820823669, -0.070563904941082, 0.43815475702285767, 0.08261137455701828, -0.4184317886829376, -0.028525568544864655, 0.5145060420036316, -0.16386020183563232, 0.7813615798950195, 0.2183246910572052, -0.48184704780578613, 0.8255301117897034, 0.33501389622688293, -0.10735142976045609, -0.23550009727478027, -0.035405345261096954, 0.23204471170902252, 0.19173629581928253, 0.024438008666038513, -0.19514109194278717, -0.050188712775707245, -0.2126227468252182, 0.0074150944128632545, 0.09274109452962875, -0.0650252029299736, 0.24992570281028748, 0.05248483642935753, -0.529691219329834, -0.4137151837348938, -0.35266441106796265, 0.42905193567276, -0.2594172954559326, 0.4548564553260803, 0.27249667048454285, 0.47480177879333496, -0.4420386254787445, -0.47662198543548584, 0.17404064536094666, 0.03142699971795082, 0.47017064690589905, 0.1517939418554306, -0.014883567579090595, 0.7359735369682312, 0.4892295300960541, -1.011116623878479, -0.05634666234254837, 0.0778973177075386, -0.25566110014915466, -0.35584601759910583, 0.28745320439338684, 0.024342302232980728, 0.06314869225025177, -0.09467750042676926, 0.2602088153362274, 0.14521537721157074, 0.6860781908035278, -0.334490567445755, 0.350296288728714, -0.2842779755592346, 0.08294708281755447, -0.4031464159488678, 0.24016998708248138, 0.0025087713729590178, 0.12070716172456741, 0.20503045618534088, 0.33377230167388916, -0.24363529682159424, -0.26279130578041077, -0.2619260847568512, 0.25002989172935486, -0.5598446130752563, -0.5319413542747498, -0.23461800813674927, 0.8271247148513794, -0.25603947043418884, 0.20888036489486694, -0.30246150493621826, 0.5875280499458313, 0.2962122857570648, -0.7086504101753235, -0.11370272189378738, -0.34644877910614014, 0.16583780944347382, 0.3108733594417572, 0.3810606896877289, -0.3945218324661255, -0.38579151034355164, -0.1190330982208252, 0.519397497177124, -0.45954835414886475, 0.1821528524160385, -0.20734025537967682, -0.43009790778160095, -0.75443035364151, -0.08571300655603409, 0.3223109245300293, 0.07342833280563354, -0.11004047840833664, -0.2629247307777405, 0.0045328931882977486, -0.011000902391970158, -0.09455839544534683, -0.006969320587813854, -0.1778356283903122, -0.350579172372818, 0.3108792006969452, -0.1560009866952896, -0.29498547315597534, -0.20180170238018036, 0.10073062777519226, -0.30438730120658875, -0.22862063348293304, 0.24786940217018127, -0.032361194491386414, -0.6728099584579468, 0.34555667638778687, 0.20268693566322327, -0.188276007771492, 0.47574174404144287, 0.3923763632774353, -0.3865194022655487, 0.13868233561515808, -6.1858625411987305, 0.3722161650657654, -0.7319774627685547, -0.3972507119178772, 0.1829194873571396, 0.09459902346134186, -0.2535672187805176, 0.01898937299847603, 0.11229068785905838, -0.3930341601371765, -0.5319234728813171, -0.1063869372010231, -0.34530141949653625, 0.6577816009521484, -0.0683673843741417, 0.5122539401054382, 0.38181671500205994, -0.05558982491493225, 0.48372289538383484, 0.5300518274307251, -0.24500638246536255, 0.11669883131980896, -0.37093496322631836, 0.0994325652718544, 0.6909047365188599, -0.2555321455001831, -0.8161587715148926, 0.1927662342786789, -0.6132235527038574, -0.27884259819984436, 0.49559253454208374, -0.16154129803180695, -0.7343378663063049, 0.418658047914505, -0.4060743451118469, 0.12967269122600555, -0.1882646083831787, 0.1552710235118866, 0.26329001784324646, -0.22656455636024475, 0.10659778118133545, -0.02399839088320732, -0.15575933456420898, 0.15330173075199127, 0.14335070550441742, -0.39511391520500183, -0.09865441173315048, 0.0818059965968132, 0.032389551401138306, 0.38585856556892395, 0.2111220359802246, -0.1251843422651291, 0.2208632230758667, -0.021561957895755768, -0.17076000571250916, -0.5549070835113525, 0.27816838026046753, 0.26548901200294495, -0.528699517250061, 0.25168752670288086, 0.2672206163406372, -0.5804668068885803, -0.10794694721698761, -0.8968100547790527, -0.23837780952453613, -0.31033197045326233, -0.6131381988525391, -0.5549548864364624, -0.013574146665632725, 0.1470208615064621, -0.8214888572692871, 0.12406337261199951, -0.3854377567768097, -0.7511674165725708, 0.8394232988357544, -0.37865784764289856, -0.6145527362823486, -0.41607147455215454, 0.20725955069065094, -0.5232437252998352, -0.43639129400253296, -0.478352814912796, -0.04902339354157448, 0.236918643116951, -0.15927650034427643, -0.028561092913150787, 0.22159287333488464, -0.14549864828586578, -0.1156550869345665, 0.32086771726608276, 0.4774760603904724, -0.5466496348381042, 0.3450668156147003, -0.028633158653974533, 0.3014827370643616, -0.3954106569290161, 0.22711323201656342, -0.08404707163572311, -0.31184670329093933, -0.5923487544059753, 0.3233315050601959, -0.507955014705658, -0.7578663229942322, -0.1956685483455658, -0.36358118057250977, 0.07218071073293686, -0.2335214912891388, -0.2574619948863983, 0.37123122811317444, 0.21931014955043793, -0.23125644028186798, 0.5948375463485718, -0.24021558463573456, -0.34226366877555847, 0.32295092940330505, 0.207801952958107, -0.27927860617637634, 0.005080659408122301, 0.2965918481349945, -0.1216636523604393, 0.04486255720257759, -0.16913101077079773, 0.32384273409843445, -0.07474247366189957, 0.9488622546195984, 0.16765081882476807, 0.4528091251850128, 0.017069611698389053, 0.37268730998039246, -0.25003018975257874, 0.009449038654565811, -0.11084271967411041, -0.08148784935474396, 0.08089382201433182, 0.02754702977836132, -0.20623864233493805, -0.016361182555556297, 0.2735304534435272, 0.365511029958725, -0.47459110617637634, 0.07656395435333252, 0.15229231119155884, -0.03210214525461197, 0.035009533166885376, 0.053872380405664444, -0.34272536635398865, 0.5656273365020752, 0.6693764328956604, -0.4854530096054077, 0.011144877411425114, 0.32714879512786865, -0.3725234568119049, 0.3068881034851074, -0.3686470091342926, -0.04043404012918472, 0.0031319865956902504, 0.3983052670955658, 0.5955507755279541, 0.7079818844795227, -0.5397504568099976, 0.00004163926496403292, -0.5685418844223022, -0.39693379402160645, 0.12334918975830078, -0.2762921154499054, 0.052013929933309555, -0.21068184077739716, -0.34115973114967346, -0.2693759500980377, 0.3025655150413513, 0.2582138478755951, -0.24834631383419037, -0.26387572288513184, 0.027694683521986008, 0.046332474797964096, -0.32720494270324707, 0.18884441256523132, -0.3217185437679291, -0.3726426064968109, 0.2667964696884155, -0.40547212958335876, -0.4823479950428009, 0.27060914039611816, 0.3209691643714905, 0.6349106431007385, -0.13310107588768005, -0.20219339430332184, 0.34456607699394226, 0.2416197955608368, -0.2357541173696518, 0.14497697353363037, 0.44269558787345886, 0.0011817171471193433, 0.09396304935216904, -0.5179447531700134, -0.00896193366497755, 0.3756651282310486, 0.4164794385433197, 0.08595007658004761, -0.19475631415843964, -0.42375415563583374, 0.39950332045555115, -0.30001556873321533, 0.6226916313171387, 0.4344060719013214, 0.11593526601791382, 0.39549100399017334, -0.040949106216430664, 0.3842030465602875, 0.00205022981390357, -0.059307947754859924, -0.5565763115882874, 0.398133248090744, 0.12692317366600037, -0.12446016818284988, 0.3969151973724365, -0.030597038567066193, -0.21497541666030884, -0.45228663086891174, 0.09325693547725677, -0.6076744198799133, -0.7092363834381104, -0.13964349031448364, -0.03430674597620964, -0.2239333540201187, 0.3414062261581421, 0.265193909406662, -0.5962582230567932, 0.4330795109272003, 0.01812354288995266, 0.69461590051651, -0.321304589509964, 0.1356802135705948, 0.3169822096824646, -0.23290763795375824, -0.28405648469924927, -0.5799890756607056, 0.807434618473053, -0.10454358905553818, -0.6510598063468933, -0.29401424527168274, -0.12239117175340652, -0.6063764691352844, -0.4467819035053253, -0.25605684518814087, 0.33620691299438477, -0.48026493191719055, -0.32580050826072693, -0.7427224516868591, 0.10707896947860718, 0.47616925835609436, -0.46855005621910095, -0.5624708533287048, -0.4111570119857788, 0.7716806530952454, 0.5517545938491821, 0.13027611374855042, 0.10946747660636902, 0.045608025044202805, 0.4125188887119293, 0.08090199530124664, 0.14263786375522614, -0.41955214738845825, 0.5639870166778564, -0.22538027167320251, 0.1380155086517334, 0.43050819635391235, -0.728874683380127, 0.16122470796108246, -0.396591454744339, -1.0401883125305176, -0.016602730378508568, 0.21433420479297638, 0.3858572244644165, -0.3027893900871277, -0.27285799384117126, 0.21316039562225342, -0.07142377644777298, -0.030350133776664734, -0.34960320591926575, -0.36271923780441284, 0.15051500499248505, 0.5267120599746704, -0.0227546114474535, -0.05023842304944992, 0.2620672285556793, 0.0756462886929512, 0.2926250100135803, -0.20335528254508972, 0.40502968430519104, -0.15182627737522125, 0.3171039819717407, -0.4025779962539673, -0.45731621980667114, -0.011084838770329952, 0.15769252181053162, 0.3916269540786743, -0.07517501711845398, 0.0019905201625078917, -0.2559075355529785, 0.09624608606100082, 0.6576959490776062, 1.0800212621688843, 0.2866894006729126, 0.27419331669807434, 0.4063316881656647, -0.13371217250823975, -0.2552383840084076, -0.07476028800010681, 0.455149382352829, -0.03429137170314789, 0.2595883011817932, 0.4249314069747925, 0.44337132573127747, -0.3209914565086365, -0.11985818296670914, -0.3657981753349304, 0.3364403247833252, 0.3704737722873688, 0.33529436588287354, 0.12971553206443787, -0.49039536714553833, -0.08533412963151932, -0.3655943274497986, -0.06203104928135872, 0.5319569706916809, -0.16778799891471863, 0.05365223437547684, 0.12888288497924805, 0.3643401563167572, 0.08131012320518494, 0.24512764811515808, 0.01508285477757454, -0.11972168833017349, -0.02125643938779831, -0.3057137429714203, 0.03881581500172615, 0.22455079853534698, 0.4054102599620819, -0.1712094098329544, -0.09085638076066971, -0.2773510813713074, -0.19275721907615662, 0.12278980761766434, 0.030093509703874588, 0.06669919192790985, -0.051337700337171555, 0.18470808863639832, -0.4467262625694275, 0.3835795223712921, 0.16697488725185394, 0.4171452522277832, 0.1474354863166809, -0.2538861930370331, -0.15673403441905975, -0.442025363445282, 0.9264709949493408, -0.10706212371587753, -0.12349200248718262, 0.2921830713748932, 0.1397712230682373, 0.49236488342285156, 0.26672008633613586, 0.22517238557338715, -0.06378060579299927, 0.1865268051624298, 0.7193778157234192, 0.4297438859939575, 0.26980453729629517, 0.5073938965797424, 0.43063706159591675, 0.010556814260780811, -0.06364365667104721, 0.32514142990112305, -0.04038219526410103, 0.04861237108707428, 0.15579834580421448, -0.11749991029500961, -0.07631074637174606, 0.45318707823753357, -0.1705329269170761, 0.347065269947052, -0.20469078421592712, 0.2091980278491974, -0.10151375830173492, -0.4791772663593292, 0.0850498378276825, 0.39013054966926575, -0.350032776594162, 0.20964518189430237, -0.07397344708442688, -0.26139798760414124, 0.12719161808490753, -0.19888168573379517, -0.3065667450428009, 0.1345859318971634, 0.04569424316287041, -0.015036899596452713, 0.44597578048706055, 0.07071946561336517, 0.06277952343225479, 0.41166454553604126, -0.02114279381930828, 0.31718868017196655, -0.06726191192865372, -0.15052179992198944, -0.38424670696258545, 0.21303464472293854, -0.10149536281824112, -0.2567755877971649, -0.0012918537249788642, 0.4151405692100525, -0.3351922631263733, 0.04709700495004654, 0.17904455959796906, 0.28484055399894714, 0.5049605965614319, -0.18587757647037506, -0.546375036239624, 0.009042028337717056, -0.1069047823548317, -0.6786720752716064, -0.24634961783885956, 0.26958730816841125, -0.06432078778743744, 0.07176525890827179, -0.02637026645243168, -0.07092300802469254, -0.24185681343078613, 0.05354459211230278, -0.30654463171958923, -0.576027512550354, -0.3262673020362854, 0.35339030623435974, -0.3781217336654663, -0.007069102488458157, -0.06226558983325958, 0.3504143953323364, -0.22250789403915405, -0.050812605768442154, -0.396062433719635, -0.41469573974609375, -0.1778714507818222, 0.4400475323200226, -0.14305146038532257, 0.19456341862678528, -0.5760256052017212, 0.4556739032268524, -0.6337120532989502, -0.12201149761676788, 0.1610623598098755, 0.6156699657440186, -0.560519278049469, -0.4605708420276642, -0.11764157563447952, 0.15567676723003387, -0.02613360434770584, -0.4944387376308441, -0.05566373094916344, 0.47890517115592957 ]
9 Steps to Building a Dave Smith https://towardsdatascience.com/cutting-edge-face-recognition-is-complicated-these-spreadsheets-make-it-easier-e7864dbf0e1a
Cutting-Edge Face Recognition is Complicated. These Spreadsheets Make it Easier.
[ -0.1057133823633194, 0.1987362504005432, 0.0733056291937828, 0.09820451587438583, 0.26497742533683777, 0.11016260832548141, -0.10460130125284195, 0.28180521726608276, 0.01026077102869749, -0.39919885993003845, -0.0865490511059761, 0.04074911028146744, -0.06552004814147949, -0.2004215121269226, 0.023327451199293137, 0.5329442620277405, -0.30342501401901245, -0.0030794914346188307, -0.2348988950252533, 0.05801146849989891, -0.3434908986091614, -0.6335321664810181, 0.847588062286377, -0.4929801821708679, 0.10690103471279144, 0.021710757166147232, 0.3150937557220459, 0.08439020067453384, -0.4942099452018738, 0.19692842662334442, -0.17804847657680511, 0.25947070121765137, 0.7359281778335571, -0.32458412647247314, -0.47879645228385925, -0.3996480107307434, -0.3726448714733124, 0.06478416174650192, -0.09602218121290207, -0.22550232708454132, -0.17774038016796112, 0.36291998624801636, -0.3720155358314514, 0.6603689193725586, 0.09507229179143906, -0.46913713216781616, -1.4318408966064453, 0.07858484238386154, -0.3237535059452057, 0.13484393060207367, -0.33442622423171997, 0.8229193687438965, 0.3574591875076294, 0.3830724358558655, -0.451680988073349, 0.17415857315063477, 0.1543021947145462, -0.10515575110912323, -0.14209845662117004, 0.2051558941602707, -0.1445884108543396, 0.2335653454065323, -0.04400750249624252, 0.17256242036819458, -0.08650156110525131, 0.35446569323539734, -0.10332278907299042, 0.3590962290763855, -0.5194252729415894, 0.21279287338256836, 0.2770928740501404, -0.03960020840167999, -0.06998303532600403, 0.3865368366241455, 0.030474869534373283, 0.2490472048521042, 0.07199546694755554, 0.07663097232580185, 0.3667641580104828, -0.35266271233558655, -0.17472216486930847, -0.1318579763174057, 0.17096619307994843, 0.4106370508670807, 0.1434946060180664, 0.07829468697309494, -0.2698323428630829, 0.2518894672393799, -0.39420297741889954, 0.12817858159542084, -0.5851837992668152, -0.7942614555358887, 0.0879555270075798, -0.29276400804519653, 0.3461025655269623, -0.10639200359582901, 0.3196379840373993, 0.09427645057439804, -0.025219719856977463, 0.40626260638237, -0.20849205553531647, -0.049542155116796494, -0.22987480461597443, -0.34499606490135193, -0.30623045563697815, 0.058952998369932175, -0.33286404609680176, 0.07704626023769379, -0.1983015388250351, 0.3099062740802765, -0.8439687490463257, 0.015813257545232773, -0.1935366541147232, 0.16387741267681122, -0.09951217472553253, 1.0365383625030518, 0.22662033140659332, -0.16533707082271576, -0.19840331375598907, -0.42419523000717163, -0.12706516683101654, 0.5766818523406982, 0.5577535629272461, 0.028569329530000687, 0.3244023025035858, 0.3181717097759247, 0.07087168097496033, 0.579581081867218, 0.3815688192844391, 0.6615251898765564, 0.34359410405158997, 0.07410147041082382, 0.3589564561843872, -0.5171216130256653, 0.0757494568824768, -1.0705569982528687, 0.18999932706356049, 0.03244638815522194, 0.06869084388017654, -0.07779511064291, 0.14860324561595917, 0.018856201320886612, -0.2992554306983948, -0.399093896150589, 0.35377517342567444, 0.14593222737312317, -0.13242721557617188, 0.3587639331817627, -0.5049865245819092, -0.008334397338330746, -0.18420444428920746, 0.0012498259311541915, -0.5806844830513, -0.34461653232574463, 0.04979773610830307, 0.497164785861969, -0.1419910043478012, -0.5800970792770386, 0.2187439203262329, 0.20282584428787231, 0.05365477502346039, 0.24745415151119232, -0.2289516031742096, -0.3349234461784363, 0.8814136385917664, 0.20267994701862335, 0.04350101947784424, 0.1623176634311676, -0.12272271513938904, 0.18752318620681763, -0.10776626318693161, 0.2862672209739685, 0.1459546834230423, -0.35483652353286743, 0.05148671194911003, 0.23190318048000336, 0.4173298478126526, 0.08546765148639679, 0.5495111346244812, -0.17829684913158417, -0.5936075448989868, -0.09541555494070053, 0.26045507192611694, 0.10401441901922226, -0.019945964217185974, -0.5004655718803406, 0.7542976140975952, 0.12181343883275986, 0.01694919727742672, 0.04510444402694702, -0.4297029972076416, -0.18991966545581818, 0.4352598190307617, -0.7877195477485657, 0.6778032183647156, 0.33118829131126404, -0.05026041716337204, 0.3970138430595398, 0.1910504251718521, 0.658013105392456, -0.19479243457317352, -0.19915831089019775, 0.20430058240890503, -0.3096265196800232, -0.1390998810529709, 0.08897081762552261, 0.07674597948789597, -0.2203797996044159, -0.03986818715929985, 0.339601069688797, 0.2218673676252365, -0.374803751707077, 0.1309013068675995, -0.3263586759567261, -0.08148185908794403, 0.10569684207439423, 0.4282587170600891, -0.12955746054649353, 0.13227729499340057, 0.28257256746292114, 0.7756860852241516, 0.25053322315216064, -0.000070783200499136, 0.36097049713134766, 0.17344099283218384, 0.6819928884506226, 0.31466230750083923, -0.06836868077516556, 0.2764415740966797, 0.020995348691940308, -0.6547536253929138, -0.21257996559143066, 0.8127759695053101, -0.4767669439315796, -0.19787412881851196, -0.23882514238357544, -0.30669310688972473, -0.366321861743927, 0.18096885085105896, -0.0777161568403244, 0.16464778780937195, -0.14253956079483032, 0.11500147730112076, 0.3114723563194275, -0.07470551133155823, -0.01149003580212593, -0.2561570405960083, -0.1074296236038208, -0.20951667428016663, 0.2114182710647583, 0.048335958272218704, 0.5846093893051147, -0.25333133339881897, -0.3143751323223114, -0.5722063779830933, 0.5238927602767944, 0.025509661063551903, -0.49799472093582153, -0.4085902273654938, 0.7873930931091309, -0.4290107190608978, 0.41503751277923584, -0.07242687791585922, 0.8416347503662109, -0.17262883484363556, -0.5614198446273804, -0.15121816098690033, -0.6931282877922058, 0.24551725387573242, 0.4724922478199005, 0.4665423035621643, 0.06944471597671509, -0.4854811728000641, -0.057975757867097855, 0.17134907841682434, -0.8610423803329468, 0.2633121609687805, 0.15019074082374573, -0.4920208156108856, -0.19097332656383514, 0.48837482929229736, 0.6985828876495361, 0.33987078070640564, -0.15846067667007446, -0.09253645688295364, -0.48267075419425964, 0.020010365173220634, -0.2413170486688614, -0.5429602265357971, -0.21169938147068024, -0.199884295463562, 0.38451921939849854, -0.3519582748413086, -0.6213445663452148, -0.06573233008384705, -0.2325008362531662, 0.31437867879867554, -0.6636502146720886, 0.18804346024990082, -0.16488732397556305, -0.5312303900718689, 0.7362661957740784, 0.512178897857666, -0.5876034498214722, -0.2546020448207855, -0.048104677349328995, -0.39225220680236816, -0.07828448712825775, -6.181454658508301, 0.08579409867525101, -0.5261308550834656, -0.4491889774799347, -0.23222433030605316, -0.32877445220947266, 0.36362066864967346, -0.14554493129253387, 0.1956970989704132, -0.5152880549430847, -0.26512113213539124, -0.23485594987869263, -0.21481090784072876, 0.23062266409397125, 0.04791843518614769, 0.5887330174446106, 0.605776846408844, 0.14777173101902008, 0.33742451667785645, 0.3313760459423065, -0.2211707979440689, -0.14310984313488007, 0.0007178644882515073, 0.28840088844299316, 0.39485448598861694, 0.4855457842350006, -0.8250668048858643, 0.3290935158729553, -0.2975335419178009, -0.05750013887882233, 0.7355818748474121, 0.06712231785058975, -0.9389662742614746, 0.1128036379814148, -0.636522650718689, -0.02680346369743347, 0.19053307175636292, 0.06982357800006866, 0.5074570775032043, -0.42808130383491516, 0.09480846673250198, 0.05423804000020027, 0.12514464557170868, -0.6360457539558411, 0.7768988609313965, -0.6566594243049622, -0.08205671608448029, -0.11767350137233734, 0.10921290516853333, 0.0194841381162405, 0.285318523645401, -0.16320127248764038, 0.3296527862548828, 0.21473196148872375, 0.05896217003464699, -0.8810246586799622, 0.45239537954330444, 0.772595226764679, -0.3531043529510498, 0.27452781796455383, 0.393926739692688, -0.263127863407135, -0.17812579870224, -0.9795325398445129, -0.39808622002601624, -0.1615939438343048, -0.2855401933193207, -0.3363417983055115, 0.06419481337070465, -0.11536633968353271, -0.6708554029464722, 0.39211350679397583, -0.4411724805831909, -0.6689279675483704, 0.6753177642822266, -0.07494071125984192, -0.21843968331813812, 0.004823312163352966, 0.3029985725879669, -0.4305747151374817, -0.39883533120155334, -0.8055636286735535, -0.06413090229034424, 0.32589590549468994, 0.13993225991725922, -0.4757932424545288, 0.03095903806388378, 0.12178808450698853, -0.02300143800675869, 0.5046728849411011, 0.35029876232147217, -0.2893434166908264, 0.5270726680755615, -0.25945597887039185, 0.4165659546852112, -0.2578708529472351, 0.6255823373794556, 0.26404473185539246, 0.09831275790929794, -0.3465951979160309, 0.7208923101425171, -0.2980872094631195, -0.6652137637138367, -0.5920750498771667, -0.3560398519039154, 0.2529526948928833, -0.29117435216903687, -0.35536453127861023, 0.7345555424690247, 0.005004008300602436, -0.17328092455863953, -0.01620958186686039, -0.7271410822868347, 0.16409189999103546, 0.04742101579904556, -0.11246445775032043, -0.441098690032959, -0.15204063057899475, 0.2445860356092453, 0.13280311226844788, -0.6222816705703735, 0.05151650309562683, 0.12825140357017517, 0.3750106394290924, 0.5043649077415466, -0.025769665837287903, 0.22003529965877533, 0.403084933757782, 0.5275033712387085, 0.06846248358488083, 0.3578929007053375, 0.2618071734905243, -0.17732585966587067, -0.14111462235450745, 0.3220379650592804, 0.20521122217178345, 0.48284146189689636, 0.24777673184871674, 0.10668791830539703, -0.5094417929649353, 0.2432982623577118, 0.09225071221590042, 0.05849200114607811, 0.06977653503417969, 0.5536735653877258, 0.18357785046100616, 0.09135908633470535, 0.5105096697807312, -0.03642362728714943, 0.4499426782131195, -0.21731171011924744, -0.28476622700691223, -0.003839992918074131, -0.09447427839040756, 0.22220398485660553, 0.25554224848747253, 0.028768328949809074, -0.044168274849653244, 0.005963771604001522, -0.3616762161254883, 0.00625950563699007, -0.628279447555542, -0.41035374999046326, 0.36195108294487, 0.3135221004486084, -0.18030783534049988, -0.4219551980495453, 0.15733802318572998, -0.14556936919689178, 0.29003283381462097, 0.34466829895973206, -0.14470939338207245, -0.4698971211910248, 0.019368354231119156, 0.29889199137687683, -0.3842765688896179, -0.081575907766819, 0.3440764546394348, -0.04558448866009712, 0.5320242047309875, -0.36551934480667114, -0.6406919360160828, 0.009638446383178234, 0.5917991399765015, 0.4803831875324249, -0.42718565464019775, -0.3025689423084259, 0.5289955139160156, 0.08016462624073029, -0.177066832780838, 0.4091711938381195, -0.05917033925652504, -0.1295023262500763, 0.1424957662820816, 0.15317852795124054, -0.6915789246559143, 0.536427915096283, 0.3960089683532715, 0.11425551027059555, -0.3187355399131775, 0.23723125457763672, -0.09974780678749084, -0.1731584519147873, 0.38803523778915405, 0.656403660774231, -0.2428891956806183, 0.3936830163002014, -0.14641660451889038, -0.10338466614484787, -0.32529953122138977, -0.20161955058574677, -0.5006198287010193, 0.044354427605867386, -0.15654222667217255, 0.043037693947553635, 0.10980889201164246, -0.2642902433872223, -0.21814903616905212, 0.29611459374427795, 0.2270921915769577, -0.4534922242164612, -0.2977403402328491, -0.14361001551151276, 0.21244396269321442, 0.05274917557835579, 0.3817024230957031, 0.5154988169670105, -0.5610267519950867, 0.2003701776266098, -0.3947664797306061, 0.6557496786117554, -0.311137855052948, 0.2659417688846588, 0.33911100029945374, 0.08760187029838562, 0.18934224545955658, -0.32263538241386414, 0.8100963830947876, -0.03130423277616501, -0.550879716873169, -0.7037200927734375, -0.05142683535814285, -0.3380553722381592, -0.09112256020307541, 0.2430092692375183, 0.38713786005973816, -0.2924506962299347, -0.4145466685295105, -0.41383275389671326, 0.36214956641197205, 0.16873686015605927, -0.18847350776195526, -0.1703709065914154, -0.13026709854602814, 0.5509921908378601, 0.11590393632650375, 0.017093222588300705, -0.28289106488227844, -0.08854318410158157, -0.18920110166072845, -0.03920064494013786, 0.058092448860406876, -0.13442367315292358, 0.39199984073638916, -0.14949756860733032, -0.030764415860176086, -0.38541534543037415, -0.3646070659160614, 0.35390880703926086, -0.30105990171432495, -1.0685176849365234, -0.21847741305828094, -0.3617970943450928, 0.4696274995803833, -0.6340807676315308, -0.3017400801181793, -0.08652016520500183, 0.2264346033334732, -0.7643078565597534, -0.16480548679828644, -0.34079450368881226, -0.07346154004335403, 0.5030673742294312, -0.06554348766803741, 0.1982007920742035, -0.015115045942366123, -0.2625998556613922, 0.33731257915496826, -0.18761226534843445, 0.2268998771905899, -0.45209625363349915, 0.5609562397003174, -0.5634274482727051, -0.27834847569465637, -0.2107715755701065, 0.1548192799091339, 0.37619462609291077, 0.13039077818393707, -0.3667142987251282, 0.013693434186279774, 0.553295373916626, 0.7220098972320557, 0.7814595103263855, 0.02676020935177803, 0.38811084628105164, 0.7708197236061096, -0.4049897789955139, -0.20003199577331543, 0.27731820940971375, 0.03480861708521843, 0.05317269638180733, 0.033269111067056656, 0.4403751790523529, 0.6563964486122131, -0.16476789116859436, -0.5054658055305481, -0.10593833774328232, 0.3410869836807251, -0.08176863193511963, 0.009399247355759144, -0.29029446840286255, -0.11020509153604507, 0.6690254211425781, 0.17953643202781677, -0.23588427901268005, 0.6249059438705444, 0.11447260528802872, -0.06262657046318054, -0.14079649746418, 0.7323732376098633, 0.14307639002799988, 0.5777835845947266, -0.09582705050706863, 0.12580786645412445, -0.026034153997898102, -0.5521609783172607, 0.2286832332611084, 0.18066686391830444, 0.22864454984664917, -0.2009369134902954, 0.14222583174705505, -0.14104536175727844, -0.06437654793262482, 0.1749543696641922, -0.4226692020893097, 0.1771869659423828, 0.2536732256412506, 0.4164128303527832, -0.14136041700839996, 0.49077388644218445, -0.1209210678935051, 0.3730400800704956, -0.0012722813989967108, 0.03842290863394737, -0.43366679549217224, -0.24087336659431458, 0.29824891686439514, -0.09320337325334549, -0.22892381250858307, 0.2887774109840393, 0.1901833713054657, 0.15332038700580597, 0.501726508140564, 0.0018657570471987128, -0.07709147036075592, 0.12833350896835327, -0.08117257803678513, -0.11586445569992065, 0.3135141134262085, 0.5499845743179321, -0.3713799715042114, 0.09883636236190796, -0.17716073989868164, 0.12384229898452759, -0.12073937058448792, -0.4585146903991699, 0.19103877246379852, 0.15739388763904572, -0.17267651855945587, 0.605574369430542, -0.1956472247838974, -0.07857723534107208, -0.513355553150177, -0.0700874850153923, 0.015913033857941628, 0.17318731546401978, -0.19347414374351501, 0.39019647240638733, 0.03506829962134361, -0.039627060294151306, 0.25092655420303345, -0.24889370799064636, -0.004591029603034258, 0.010187406092882156, -0.368495911359787, -0.35753437876701355, 0.21767091751098633, 0.13543805480003357, 0.5024083852767944, 0.3720629811286926, -0.17189516127109528, -0.32578545808792114, 0.11425954103469849, 0.2058190107345581, -0.027356959879398346, 0.2772716283798218, -0.07662341743707657, -0.10696359723806381, -0.4412824213504791, 0.12171359360218048, -0.1304137259721756, 0.3016045391559601, -0.38398149609565735, -0.11821270734071732, -0.4556746184825897, -0.11234269291162491, -0.31981030106544495, 0.06363820284605026, 0.04290401563048363, -0.2726590633392334, 0.14547984302043915, -0.4893278479576111, 0.09987134486436844, 0.28677329421043396, 0.03853999450802803, -0.09302692115306854, -0.6659256219863892, 0.23953257501125336, -0.07494086772203445, 0.2836419939994812, -0.10229629278182983, -0.26337379217147827, 0.01099257729947567, 0.22054347395896912, -0.4964565336704254, -0.2719855010509491, 0.09419174492359161, 0.09004975855350494, -0.09257421642541885, -0.227755606174469, -0.2979387938976288, -0.6774396896362305, -0.3474293351173401, 0.760283887386322, -0.4701254665851593, 0.1936524212360382, -0.07419568300247192, -0.05359373986721039, -0.6277077198028564, 0.5008533596992493, -0.04515528678894043, 0.16100774705410004, -0.15928371250629425, -0.06526944041252136, -0.15764281153678894, 0.13905899226665497, 0.10562702268362045, -0.4825098514556885, 0.13396917283535004, 0.07953043282032013 ]
Credits Manish Chablani https://towardsdatascience.com/cyclegans-and-pix2pix-5e6a5f0159c4
CycleGANS and Pix2Pix
[ -0.018047938123345375, 0.14431363344192505, 0.028456492349505424, 0.17706860601902008, 0.38654977083206177, 0.36312568187713623, -0.03808779641985893, 0.18094395101070404, -0.16512353718280792, -0.035844836384058, -0.34518247842788696, -0.11510677635669708, -0.05107685923576355, -0.22434164583683014, 0.10967481136322021, 0.031699102371931076, 0.03457243740558624, 0.19197268784046173, -0.38475683331489563, -0.35818779468536377, -0.12697207927703857, -0.31795936822891235, 1.276862382888794, -0.1463206559419632, -0.40901362895965576, 0.08544173836708069, 0.12624186277389526, -0.16942286491394043, -0.39625510573387146, 0.25360041856765747, -0.3916262686252594, 0.3104908764362335, 0.5101678967475891, -0.22244253754615784, -0.14682325720787048, -0.31789278984069824, -0.5511482357978821, -0.3161035478115082, -0.1787007600069046, -0.22579950094223022, 0.08461353182792664, -0.09308170527219772, -0.496975302696228, 0.2486405372619629, 0.001161425025202334, -0.28687766194343567, -1.4929759502410889, 0.21401213109493256, -0.32976317405700684, -0.28460749983787537, -0.15927085280418396, 0.593018651008606, 0.3416284918785095, 0.2933397591114044, -0.2163621485233307, 0.5950456261634827, 0.32586783170700073, -0.2123437225818634, 0.05994359776377678, 0.053373005241155624, 0.21245259046554565, 0.30603301525115967, -0.2746959924697876, 0.23997895419597626, 0.1794414222240448, -0.30241578817367554, 0.26552948355674744, 0.5661218166351318, 0.32042720913887024, -0.09172970801591873, 0.47822070121765137, 0.3538762927055359, 0.11697767674922943, 0.3733114004135132, -0.02987988293170929, -0.029505431652069092, 0.5634081363677979, 0.25705161690711975, 0.3377036452293396, -0.3148215115070343, -0.35175377130508423, 0.10710539668798447, 0.47300174832344055, 0.6681919097900391, -0.1493017077445984, -0.23198302090168, -0.032790426164865494, -0.3840121924877167, -0.2811838388442993, 0.24683399498462677, -0.7541307806968689, -0.5397762656211853, 0.4997425377368927, 0.27462640404701233, 0.21709823608398438, -0.05383702740073204, 0.10639779269695282, -0.27753007411956787, 0.31178706884384155, 0.11040674895048141, -0.3545466959476471, 0.12392843514680862, -0.2597349286079407, -0.22082751989364624, -0.02246975339949131, 0.07399775832891464, -0.33729928731918335, -0.34155192971229553, -0.11332488805055618, 0.07504362612962723, -0.35664546489715576, 0.19629161059856415, -0.1381729245185852, 0.40785953402519226, 0.3105461895465851, 0.34153464436531067, -0.4477192461490631, -0.30696791410446167, -0.5731991529464722, 0.11675494909286499, 0.15651407837867737, 0.529582142829895, 0.328940212726593, -0.06552769243717194, 0.1335948258638382, 0.2674363851547241, 0.0183709766715765, 0.20940305292606354, 0.2446044236421585, 0.5965877771377563, 0.26463475823402405, 0.20114022493362427, -0.4911130666732788, -0.3291497528553009, 0.27843719720840454, -1.142366886138916, -0.3026568293571472, 0.08125626295804977, 0.16752590239048004, -0.1207844689488411, 0.0713304728269577, 0.04726268723607063, -0.02542155049741268, -0.2017183154821396, 0.24967937171459198, 0.08745099604129791, -0.07199826836585999, 0.44975441694259644, -0.3363651931285858, -0.3639904260635376, -0.12432807683944702, -0.09901167452335358, -0.5317150354385376, -0.3463866114616394, -0.19399619102478027, 0.0907042995095253, -0.1593094766139984, -0.094464510679245, -0.150139719247818, 0.2743189036846161, 0.07959874719381332, 0.1065296158194542, -0.12884174287319183, -0.2649304270744324, 0.30597352981567383, 0.4956320524215698, 0.560653030872345, 0.10231475532054901, -0.052479926496744156, 0.054001037031412125, -0.18693357706069946, -0.08440326154232025, 0.06612168252468109, -0.541560173034668, -0.07388491183519363, 0.051720816642045975, -0.3139186203479767, 0.1802496463060379, -0.11010297387838364, -0.03529580309987068, -0.4826832115650177, 0.06219429895281792, 0.1842571645975113, 0.155527263879776, 0.022097542881965637, -0.42595991492271423, 0.20051433145999908, 0.12909764051437378, 0.7357391715049744, 0.1940610557794571, -0.3182280957698822, 0.22429797053337097, 0.6404555439949036, -0.8269048929214478, 0.6353347897529602, 0.3513449728488922, -0.23540976643562317, 0.2598634362220764, 0.4041590094566345, 0.20180802047252655, -0.3372281789779663, -0.07933669537305832, 0.4286634624004364, -0.5547866821289062, -0.37900999188423157, 0.09775099903345108, 0.24815988540649414, 0.16170786321163177, -0.056335411965847015, -0.389070063829422, 0.17992793023586273, 0.0002474110515322536, 0.1863640695810318, -0.32179194688796997, -0.34733232855796814, 0.32899296283721924, 0.36386916041374207, 0.1531086564064026, 0.2105107456445694, 0.19348081946372986, 0.5875353813171387, -0.23513582348823547, -0.11030291020870209, 0.20078308880329132, 0.010085200890898705, 1.0885405540466309, 0.48084959387779236, -0.3344278335571289, 0.481815904378891, 0.06719937175512314, -0.43640783429145813, -0.32964015007019043, 0.09952317923307419, 0.016621479764580727, -0.25814563035964966, 0.12566593289375305, -0.17653730511665344, -0.059851326048374176, 0.3770364224910736, 0.05127255991101265, -0.238328218460083, 0.29237693548202515, -0.2532855272293091, -0.06319479644298553, -0.11044076085090637, 0.004610651172697544, -0.7397100925445557, -0.0624869167804718, -0.22973228991031647, -0.07753730565309525, 0.500640869140625, 0.30437812209129333, -0.18053720891475677, -0.03966917842626572, -0.2816775143146515, 0.2697961628437042, -0.273771733045578, -0.3463478982448578, 0.20415465533733368, 0.5179954767227173, -0.24221257865428925, 0.13326875865459442, -0.2597039043903351, 0.5509177446365356, -0.017065787687897682, -0.5738170146942139, -0.23440834879875183, -0.21412226557731628, 0.1656448096036911, 0.38335955142974854, 0.2543828785419464, -0.16581302881240845, -0.37911561131477356, 0.22047655284404755, 0.4083942770957947, -0.4451654851436615, 0.549716055393219, -0.11765024811029434, -0.25292617082595825, -0.31967592239379883, -0.013052284717559814, 0.7346634864807129, -0.1425158679485321, -0.025199782103300095, -0.32875534892082214, -0.042197298258543015, -0.10672665387392044, 0.26378148794174194, -0.4861719012260437, -0.20060627162456512, -0.047476861625909805, 0.18042534589767456, 0.2960474193096161, -0.0778554156422615, 0.037711527198553085, -0.040627602487802505, -0.23583026230335236, 0.06769123673439026, 0.17181392014026642, -0.23619750142097473, -0.26801231503486633, 0.22497229278087616, 0.2908107340335846, -0.2672909200191498, 0.20177851617336273, 0.2859549820423126, -0.5288295745849609, -0.3078657388687134, -6.2704291343688965, -0.024900514632463455, -0.8763917088508606, -0.29419589042663574, -0.28468701243400574, -0.37482231855392456, 0.08584011346101761, 0.20562595129013062, 0.2545790672302246, 0.19225914776325226, -0.49853411316871643, -0.4173479676246643, -0.05030686780810356, 0.3023698627948761, -0.21009986102581024, 0.7107683420181274, 0.40786227583885193, -0.1229638010263443, 0.28146257996559143, 0.6224073767662048, -0.29932162165641785, 0.10345969349145889, -0.3087676465511322, 0.4772167205810547, 0.3632188141345978, -0.3141590356826782, -0.4946766197681427, 0.1884930431842804, -0.41965410113334656, -0.29972484707832336, 0.5872688293457031, -0.04833611845970154, -0.35831236839294434, 0.00839752797037363, -0.08064068108797073, -0.05546455457806587, 0.2809094786643982, 0.15533237159252167, 0.4406670331954956, -0.3486301600933075, 0.14601387083530426, 0.03749927505850792, 0.14307215809822083, -0.4229000210762024, 0.728438675403595, -0.22696314752101898, -0.28043100237846375, 0.1121813952922821, 0.07424123585224152, -0.2622738480567932, 0.44706547260284424, -0.010529283434152603, 0.07334519177675247, 0.19655439257621765, -0.23675096035003662, -0.4898082911968231, 0.11445405334234238, 0.0918346419930458, -0.47819939255714417, 0.3451838493347168, 0.2478189915418625, 0.11981847137212753, -0.10288181155920029, -0.5374553203582764, -0.43968650698661804, -0.03573194146156311, -0.4604146182537079, -0.5376603007316589, -0.31498202681541443, -0.08311767876148224, -0.8540188074111938, -0.006898635532706976, 0.0558454804122448, -0.6214309334754944, 0.5705207586288452, -0.20539331436157227, -0.25617125630378723, 0.7028906345367432, -0.30780819058418274, 0.005846729502081871, -0.46777790784835815, -0.6414768099784851, 0.021921757608652115, 0.09629817306995392, 0.3817123472690582, 0.019521117210388184, -0.19106881320476532, -0.15942314267158508, -0.0387873500585556, 0.7467137575149536, 1.0842516422271729, -0.22943942248821259, 0.4137865900993347, 0.03232293203473091, 0.3447968065738678, -0.18655376136302948, 0.2635871469974518, 0.674168050289154, -0.11277753859758377, -0.2286621332168579, 0.5624382495880127, -0.377841055393219, -0.1980665773153305, -0.9137910008430481, -0.36599963903427124, 0.16806398332118988, -0.0159344132989645, -0.5442274212837219, 0.45596423745155334, 0.0488106831908226, -0.2801855504512787, -0.10602270811796188, -0.878940224647522, 0.21584616601467133, 0.16413909196853638, -0.13712361454963684, -0.2942221164703369, 0.579923152923584, 0.4518035650253296, 0.3455298840999603, -0.14673371613025665, -0.1434963047504425, -0.24389241635799408, -0.2441195696592331, 0.19032202661037445, -0.2928234338760376, -0.10917247086763382, 0.25297120213508606, 0.8929965496063232, 0.3505372703075409, 0.18370908498764038, 0.06737265735864639, -0.1530640721321106, -0.12809298932552338, -0.0940256267786026, 0.21587194502353668, 0.018894461914896965, -0.2733036279678345, 0.04322405904531479, -0.580565869808197, 0.4621668756008148, 0.07287155836820602, 0.5389107465744019, -0.08284999430179596, 0.8556641936302185, -0.08451825380325317, -0.012192988768219948, 0.015963101759552956, -0.09660505503416061, 0.12491284310817719, -0.07822045683860779, -0.24881692230701447, -0.05559651181101799, -0.02296512946486473, -0.054766394197940826, 0.19606910645961761, -0.010976065881550312, -0.30885636806488037, 0.01331696379929781, -0.08405673503875732, 0.46502089500427246, -1.2897136211395264, -0.6024056673049927, 0.2722161114215851, -0.08564042299985886, 0.295771062374115, -0.46672746539115906, -0.4006030857563019, -0.16573317348957062, 0.36116984486579895, 0.27659764885902405, 0.35436081886291504, -0.4760768413543701, 0.05100737139582634, 0.09738421440124512, -0.522772490978241, 0.1788642853498459, -0.4453587234020233, -0.012081997469067574, 0.2777319550514221, -0.7069247961044312, -0.08977601677179337, 0.10627683252096176, 0.6026008129119873, 0.5570272207260132, -0.2752762734889984, -0.11649584025144577, 0.6916326880455017, -0.2340126484632492, -0.1786365956068039, 0.3933798372745514, -0.09687706083059311, -0.07307707518339157, -0.03872075304389, 0.23008111119270325, -0.5468432903289795, 0.23702198266983032, 0.4597160816192627, -0.20125849545001984, -0.47809967398643494, -0.3295041620731354, -0.15387721359729767, 0.01286663580685854, 0.29720404744148254, 0.45809638500213623, -0.021752186119556427, -0.40255576372146606, 0.29831281304359436, 0.09687992930412292, -0.13923852145671844, 0.02978387288749218, -0.06582269817590714, 0.42805007100105286, 0.14408119022846222, 0.29250437021255493, 0.443752646446228, -0.5341751575469971, -0.02525309845805168, -0.10667691379785538, -0.0010626306757330894, -0.2190600037574768, -0.21989117562770844, -0.1535777747631073, -0.380696177482605, 0.14278361201286316, -0.12114278972148895, 0.6606141328811646, -0.20262134075164795, -0.004997869487851858, 0.16406913101673126, 0.26486897468566895, -0.055504653602838516, 0.45486512780189514, 0.4430253505706787, 0.11520813405513763, 0.08190477639436722, -0.14425452053546906, 0.916347086429596, 0.2330397665500641, -0.45609545707702637, -0.7970418334007263, -0.45626282691955566, -0.17909805476665497, -0.4649343490600586, 0.16536781191825867, 0.2913161516189575, -0.06841219961643219, -0.0889880582690239, -0.3447990417480469, 0.27074211835861206, 0.4121491312980652, -0.1671794205904007, -0.5944929122924805, -0.010564986616373062, 0.6708486676216125, -0.03876708447933197, -0.000004944134616380325, -0.37583062052726746, 0.07629095017910004, 0.4840467870235443, 0.12393375486135483, 0.10101313143968582, -0.15039049088954926, 0.4343894422054291, -0.2840771973133087, 0.5485027432441711, -0.04120367765426636, -0.4551907479763031, 0.11795800924301147, -0.16990964114665985, -0.3573765456676483, 0.051957372575998306, -0.2130092829465866, 0.6198196411132812, -0.5885791778564453, 0.05634094029664993, -0.006867328193038702, 0.2424355149269104, -0.33049294352531433, -0.6537917852401733, -0.1288750022649765, 0.04025289788842201, -0.011486425064504147, -0.057353876531124115, -0.11663097888231277, -0.2656766176223755, 0.01415986567735672, 0.4367823600769043, -0.09851694852113724, 0.7348886728286743, -0.3483108878135681, 0.3991427421569824, -0.2499571591615677, 0.07067357748746872, -0.15028856694698334, 0.029803097248077393, 0.18963880836963654, -0.05909775570034981, -0.42741191387176514, -0.17645902931690216, 0.2788754999637604, -0.026366254314780235, 0.8643288016319275, 0.018462391570210457, -0.005453024059534073, 0.9420644640922546, -0.0338103286921978, -0.5940080881118774, -0.36380448937416077, -0.3342204689979553, 0.12417221814393997, -0.014256712049245834, 0.2821843922138214, 0.4973549246788025, -0.2890256941318512, -0.13822996616363525, 0.18249903619289398, 0.46132978796958923, -0.14537443220615387, 0.32322800159454346, 0.28602370619773865, 0.10634349286556244, 0.4842316508293152, -0.3970244228839874, 0.15836532413959503, 0.4500317871570587, -0.042352985590696335, -0.2937014400959015, 0.13406246900558472, 0.822808027267456, -0.18409107625484467, 0.10164587944746017, -0.25232651829719543, 0.4136331379413605, 0.481188029050827, -0.3986818492412567, -0.25011566281318665, 0.18327899277210236, 0.11304641515016556, -0.32621821761131287, 0.18432535231113434, 0.16936932504177094, 0.007581292185932398, -0.04362432658672333, 0.044983405619859695, 0.3688613772392273, 0.0711444616317749, 0.5184797644615173, -0.13445298373699188, 0.3170456290245056, -0.10431380569934845, 0.21052227914333344, 0.09612476080656052, -0.18906842172145844, -0.5495808124542236, -0.48406362533569336, 0.20697999000549316, 0.4640564024448395, 0.20755106210708618, 0.24438640475273132, 0.4098474681377411, 0.33004793524742126, 0.44437694549560547, -0.6289867162704468, 0.20714423060417175, -0.4796481430530548, 0.23453174531459808, 0.35396847128868103, -0.1447446197271347, 0.187368243932724, -0.5052605271339417, 0.29422593116760254, -0.3240419626235962, 0.10857854038476944, -0.12245424836874008, -0.2400674968957901, 0.08548027276992798, -0.20836299657821655, 0.011570358648896217, 0.5960305333137512, 0.10314001142978668, -0.05397336930036545, -0.6134729385375977, -0.2236831784248352, 0.010435272008180618, -0.16653093695640564, 0.13738895952701569, 0.4540479779243469, -0.57770174741745, -0.1480400115251541, 0.2565499544143677, 0.012601479887962341, -0.15621845424175262, 0.21952982246875763, -0.03583246096968651, -0.45131781697273254, -0.2510567903518677, 0.08810349553823471, 0.6716279983520508, 0.13657286763191223, 0.5108075737953186, -0.42885541915893555, 0.07161892205476761, 0.13404563069343567, -0.016268717125058174, -0.23602470755577087, -0.281022310256958, -0.46261152625083923, -0.11942785233259201, 0.0048216055147349834, 0.007542284205555916, 0.045375481247901917, -0.3194975256919861, 0.046211641281843185, 0.1637192964553833, 0.17584587633609772, 0.532732367515564, -0.13236434757709503, -0.09232547879219055, -0.2899807393550873, 0.44937047362327576, -0.21920683979988098, 0.2536582350730896, 0.36582785844802856, 0.0763065293431282, 0.04772387072443962, -0.700927734375, 0.2538430392742157, 0.2848113179206848, 0.37143242359161377, -0.14455340802669525, -0.33717963099479675, 0.1429450511932373, 0.42537081241607666, -0.1702839583158493, -0.30432116985321045, 0.13950756192207336, -0.1918039470911026, -0.36416175961494446, -0.3989028036594391, -0.6768417358398438, -0.45591941475868225, 0.21913698315620422, 0.5013094544410706, -0.539728581905365, 0.060739483684301376, -0.12378781288862228, 0.31813591718673706, -0.7295794486999512, 0.06321851164102554, -0.2055233120918274, 0.174062579870224, -0.011920883320271969, -0.1603403389453888, 0.17441941797733307, 0.36023426055908203, -0.3350789546966553, -0.5332248210906982, -0.39277416467666626, -0.2939181923866272 ]
Effective root cause analysis is the heart of any problem solving method such as Six Sigma, Lean, Root Cause Juran https://towardsdatascience.com/daily-root-cause-analysis-6662a1bbc81b
Daily Root Cause Analysis
[ 0.059388816356658936, 0.2704799175262451, -0.067919060587883, -0.086244136095047, 0.03204215317964554, 0.4233495593070984, 0.1690858006477356, -0.07048806548118591, -0.12521731853485107, -0.07462607324123383, 0.0061040595173835754, 0.11736638098955154, -0.08771032094955444, -0.13143910467624664, -0.34453630447387695, 0.012069685384631157, 0.3957228362560272, 0.23954327404499054, -0.18614350259304047, 0.035088568925857544, -0.37771663069725037, -0.42282745242118835, 0.8705764412879944, 0.11152378469705582, -0.06902998685836792, 0.1462060660123825, 0.461076021194458, 0.10508080571889877, -0.5514389872550964, 0.033956993371248245, -0.2617160677909851, 0.26274755597114563, 0.6346426606178284, -0.3799734115600586, -0.38144391775131226, -0.029740415513515472, -0.4176477789878845, -0.23065389692783356, -0.09941162914037704, -0.26492589712142944, -0.0706184059381485, -0.19996093213558197, -0.38630008697509766, 0.7230942845344543, -0.100258469581604, -0.2841382622718811, -1.5101886987686157, 0.38038507103919983, -0.4836656153202057, -0.008336064405739307, -0.26187407970428467, 0.409114807844162, 0.3426676094532013, -0.29305872321128845, -0.08864456415176392, 0.22064799070358276, -0.03698369115591049, -0.19712960720062256, 0.1580614298582077, -0.426934152841568, -0.49419155716896057, 0.10572659224271774, 0.10976379364728928, 0.40084102749824524, -0.09530394524335861, 0.05536322668194771, -0.025339603424072266, 0.24483656883239746, -0.5958633422851562, 0.2193671315908432, -0.08011294156312943, 0.0015782758127897978, -0.42348867654800415, 0.3701261878013611, -0.09230609983205795, -0.160365030169487, 0.3348333537578583, 0.2079552412033081, 0.5182466506958008, 0.19323869049549103, -0.10658203810453415, -0.05727100372314453, 0.15265372395515442, -0.08856110274791718, -0.17290623486042023, 0.2026008814573288, 0.3956742286682129, -0.4768591821193695, -0.23516041040420532, -0.005350822117179632, -0.4061627686023712, -0.141198068857193, 0.26162436604499817, -0.041414760053157806, 0.09168553352355957, -0.02782299555838108, 0.6357967257499695, 0.15521900355815887, 0.0004740605945698917, 0.11142955720424652, -0.33987608551979065, -0.22299569845199585, 0.14169716835021973, 0.07028377056121826, -0.33251118659973145, 0.021342875435948372, -0.13751903176307678, -0.5723404884338379, -0.4142383635044098, -0.03511068969964981, -0.23665164411067963, 0.4831181764602661, 0.023140983656048775, 0.003295319154858589, -0.2904421091079712, 0.5019949674606323, -0.17880627512931824, -0.08946160227060318, -0.3092135488986969, -0.2822119891643524, -0.4297349750995636, 0.8279731273651123, 0.2758392095565796, 0.3350072503089905, 0.07996813952922821, 0.21108710765838623, -0.12775346636772156, 0.2516845166683197, 0.09666876494884491, 0.258313924074173, 0.2331465482711792, 0.1151190847158432, 0.406645268201828, -0.46882176399230957, -0.09277316927909851, -0.7096639275550842, 0.16942760348320007, -0.09727564454078674, 0.6097189784049988, -0.10305782407522202, -0.34294572472572327, -0.33881333470344543, -0.13470764458179474, -0.3593202829360962, 0.3643817901611328, -0.09865117073059082, -0.14577114582061768, 0.29427891969680786, 0.07833736389875412, -0.32259082794189453, -0.05983099341392517, 0.015316545963287354, -0.6862612366676331, -0.10562830418348312, -0.20075111091136932, 0.710959255695343, -0.12944835424423218, -0.47870147228240967, 0.08186643570661545, 0.2745307683944702, -0.09276147186756134, 0.23628859221935272, 0.1134263202548027, -0.04459284618496895, 0.6212893128395081, 0.04193193465471268, 0.5613086819648743, 0.05443521961569786, -0.02740909531712532, -0.08396249264478683, -0.1803080141544342, -0.12333608418703079, 0.5286065340042114, -0.5061312913894653, 0.3648636043071747, -0.09367533028125763, 0.012023231945931911, -0.2598971724510193, 0.19049616158008575, 0.004935150966048241, -0.3323442041873932, 0.4094286262989044, 0.6270659565925598, -0.006762547418475151, 0.13697394728660583, -0.5080527067184448, 0.39576610922813416, 0.025057941675186157, 0.6635463237762451, 0.39868390560150146, -0.2620512545108795, -0.012407589703798294, 0.7001648545265198, -0.31215551495552063, 0.4298553168773651, 0.25063642859458923, -0.39587822556495667, 0.7816946506500244, -0.19903509318828583, -0.10347306728363037, 0.05295248329639435, -0.03778814896941185, 0.1012989804148674, -0.3371625542640686, -0.63381028175354, -0.07306268811225891, 0.09056318551301956, -0.2766846716403961, -0.11116530746221542, -0.09121864289045334, 0.02712468057870865, -0.0804823786020279, 0.03616851940751076, -0.5473350882530212, 0.1318141520023346, -0.09396768361330032, 0.006372271571308374, 0.11874772608280182, -0.03345905989408493, 0.24594920873641968, 0.5560935139656067, -0.6390007734298706, -0.16704273223876953, 0.41360217332839966, 0.09449471533298492, 0.5665741562843323, 0.2577348053455353, -0.13625052571296692, 0.63184654712677, 0.18718720972537994, 0.21109312772750854, 0.12689058482646942, -0.05097908526659012, -0.5576730370521545, -0.13472484052181244, 0.08546870201826096, -0.20061850547790527, -0.02204277366399765, 0.3525817394256592, -0.07588925957679749, -0.14936469495296478, 0.48323050141334534, -0.33438539505004883, -0.20023857057094574, -0.021788205951452255, -0.20770610868930817, -0.31494560837745667, -0.3468075394630432, -0.3153779208660126, 0.29450544714927673, -0.10012220591306686, 0.3827228546142578, 0.08077172935009003, -0.35974064469337463, -0.17324623465538025, 0.02828335575759411, -0.19957901537418365, -0.21848954260349274, -0.14625495672225952, 0.3241885006427765, -0.13275279104709625, 0.2748296558856964, -0.6101318597793579, -0.18528783321380615, 0.5936226844787598, -0.41487592458724976, -0.1256260722875595, -0.1037149503827095, 0.4617208242416382, 0.02575346827507019, 0.25215259194374084, -0.12486287206411362, -0.08605246990919113, 0.006721731275320053, 0.08581805229187012, -0.676171600818634, 0.15413898229599, 0.36399903893470764, -0.4680919051170349, -0.6778779625892639, 0.2392517328262329, 0.21675704419612885, 0.19074806571006775, -0.038308095186948776, -0.267071008682251, -0.01361263170838356, -0.016171617433428764, 0.15272846817970276, 0.13946345448493958, 0.2021251767873764, -0.20922225713729858, 0.11693188548088074, 0.2944369614124298, -0.12824831902980804, 0.34513750672340393, 0.019411321729421616, 0.04580053687095642, 0.021931525319814682, -0.2161235511302948, 0.11139845848083496, -0.04879226163029671, 0.011388953775167465, -0.11204088479280472, -0.3619411885738373, 0.04586661234498024, 0.21278885006904602, -0.2886224091053009, -0.09712094068527222, -6.502252101898193, -0.31385213136672974, -0.6800058484077454, -0.2790611982345581, 0.022668763995170593, 0.058358825743198395, -0.0011035754578188062, 0.37552571296691895, -0.008275211788713932, -0.03990902379155159, -0.3153022527694702, -0.41879528760910034, 0.0233297161757946, 0.06943611055612564, -0.440748393535614, 0.4401906430721283, 0.5356618165969849, -0.06372686475515366, 0.5926631093025208, 0.47495654225349426, 0.09701398015022278, 0.03360157459974289, -0.26822429895401, 0.4186306893825531, 0.1353493481874466, 0.14899170398712158, -0.5268412232398987, 0.5670244693756104, -0.39696067571640015, -0.0230898167937994, 0.2909928560256958, -0.2572683095932007, -0.6306142210960388, 0.21509864926338196, -0.20655156672000885, 0.12311889231204987, -0.36823776364326477, -0.09801719337701797, 0.33735719323158264, 0.07570905238389969, 0.01906709186732769, -0.14509747922420502, -0.12311990559101105, -0.4892275333404541, 0.2529572546482086, 0.256897509098053, -0.050215981900691986, -0.3278181254863739, -0.2896484136581421, 0.09145871549844742, 0.052955687046051025, -0.04032784327864647, 0.13097168505191803, 0.005792791489511728, 0.029127229005098343, -0.4644230008125305, -0.19058695435523987, -0.13980863988399506, 0.1106264516711235, 0.2478012591600418, 0.055302467197179794, -0.1125955656170845, 0.40145426988601685, -0.823631227016449, -0.1936325877904892, -0.2733493745326996, 0.009093827567994595, -0.49796339869499207, -0.12317328155040741, -0.082638218998909, -0.4886103868484497, 0.7768405675888062, -0.3095371127128601, -0.5113838315010071, -0.05446973070502281, -0.3043352961540222, 0.1557326763868332, 0.06326228380203247, -0.13999873399734497, 0.025923708453774452, -0.40549448132514954, -0.3740500807762146, -0.050288859754800797, 0.2078687995672226, -0.12587781250476837, 0.3732469379901886, 0.023815296590328217, 0.0036418356467038393, -0.43315720558166504, 0.7016798257827759, 0.5318983793258667, -0.14538908004760742, 0.32876092195510864, 0.14613179862499237, 0.7503373026847839, 0.29026103019714355, -0.09957136958837509, -0.07474884390830994, 0.03627726063132286, 0.0814744383096695, 0.3736274838447571, -0.0362318754196167, -0.3574008047580719, -0.43627485632896423, -0.11997256428003311, -0.11518558114767075, -0.3334619998931885, 0.17031604051589966, 0.6683699488639832, 0.1915038675069809, -0.10988126695156097, 0.0796729028224945, -0.2118552029132843, 0.01582377962768078, 0.2367628961801529, -0.040532372891902924, -0.047466255724430084, 0.20595762133598328, 0.17921686172485352, 0.04888426885008812, -0.36984139680862427, 0.178988978266716, 0.11369751393795013, -0.11126864701509476, 0.4288484752178192, -0.44655051827430725, -0.35008400678634644, 0.08965668082237244, 0.4466332793235779, 0.006274041719734669, 0.15287452936172485, 0.028315480798482895, -0.1425899714231491, 0.4620266854763031, -0.2585110068321228, -0.1039726659655571, 0.12116898596286774, 0.0568571500480175, -0.36624768376350403, -0.3733401596546173, -0.014109312556684017, 0.45484718680381775, -0.1668647974729538, -0.22584111988544464, 0.5889395475387573, -0.10671340674161911, -0.10375284403562546, 0.10628224909305573, 0.0866876170039177, 0.4673321843147278, 0.34312704205513, -0.37214401364326477, 0.28338366746902466, -0.18390056490898132, -0.10545829683542252, -0.04955079406499863, 0.08099809288978577, 0.18883509933948517, 0.2974601089954376, -0.10350698232650757, 0.05514030531048775, -0.6998563408851624, -0.17853696644306183, 0.1313267946243286, -0.3210223913192749, 0.18688100576400757, -0.14190243184566498, -0.35215988755226135, -0.4315507709980011, 0.07493778318166733, 0.14542032778263092, 0.3002009391784668, -0.4697643518447876, -0.2736579179763794, 0.04954234138131142, -0.37239012122154236, 0.36910638213157654, 0.06299572438001633, -0.01251649297773838, 0.2504849433898926, -0.2258969396352768, -0.10321740061044693, -0.4148935079574585, 0.42389899492263794, 0.7189274430274963, 0.13316470384597778, -0.14095482230186462, 0.05555201321840286, -0.0698234960436821, -0.13169117271900177, 0.476409912109375, -0.30407583713531494, 0.07454734295606613, -0.004451878368854523, 0.3028026223182678, -0.3155861794948578, 0.47007089853286743, 0.6405764818191528, -0.1584404855966568, -0.07194774597883224, 0.19682064652442932, 0.5461601614952087, -0.30650606751441956, 0.19564807415008545, 0.538273811340332, -0.260356068611145, 0.1722862273454666, -0.13151006400585175, -0.05931432545185089, -0.044747065752744675, 0.025858284905552864, -0.46144047379493713, -0.16655169427394867, -0.31765124201774597, 0.3535674512386322, -0.21516859531402588, 0.030287301167845726, -0.13975825905799866, -0.2703436613082886, -0.24710668623447418, 0.06382280588150024, -0.045204028487205505, 0.10001806914806366, 0.08298010379076004, 0.1852094680070877, 0.358163982629776, 0.33776959776878357, -0.05472743511199951, -0.07710661739110947, 0.30520251393318176, -0.04027480259537697, -0.07647638767957687, 0.27054619789123535, -0.08376506716012955, -0.1915120929479599, -0.281684011220932, -0.10613033175468445, 0.5412006378173828, -0.2941809594631195, -0.5747255682945251, -0.807823657989502, 0.3559398651123047, -0.15308542549610138, -0.3921861946582794, 0.22467729449272156, 0.18039092421531677, -0.27637216448783875, 0.01949579268693924, -0.5162352919578552, 0.2730640470981598, 0.5587543845176697, -0.17760919034481049, -0.4151213765144348, -0.24237237870693207, 0.21271248161792755, -0.02547965757548809, -0.11661539226770401, -0.15208324790000916, -0.22233405709266663, 0.3392890989780426, 0.08163876831531525, -0.1367122232913971, 0.006329666823148727, 0.2593494951725006, -0.29976004362106323, 0.04484773427248001, -0.2888694703578949, -0.6682419180870056, 0.18273049592971802, -0.7193235754966736, -0.4024769961833954, 0.10634443163871765, -0.1316290646791458, 0.7775288224220276, -0.27470824122428894, 0.07421426475048065, -0.05704864487051964, 0.3532598614692688, -0.42736536264419556, 0.028063522651791573, -0.05502792447805405, -0.07402624934911728, 0.048781704157590866, 0.20785896480083466, 0.21025963127613068, -0.5012102723121643, 0.1172502189874649, 0.6535258293151855, 0.036088984459638596, 0.3262353539466858, -0.6394146084785461, 0.41744670271873474, -0.06099068745970726, 0.16458334028720856, -0.4172970652580261, 0.3207460343837738, 0.5122987031936646, 0.12876029312610626, -0.14090660214424133, -0.13607792556285858, 0.07701439410448074, 0.5372718572616577, 0.8654400110244751, -0.14563898742198944, 0.0456320196390152, 0.4296417236328125, -0.09028816968202591, -0.1973240226507187, -0.123102106153965, -0.03908463940024376, 0.4187681972980499, 0.0742381140589714, 0.4722260534763336, 0.826163649559021, -0.49480780959129333, 0.34096845984458923, -0.39980095624923706, 0.5394850969314575, 0.09323011338710785, 0.006589703261852264, -0.21360456943511963, 0.34244704246520996, 0.06790254265069962, -0.5818239450454712, 0.3871738314628601, 0.598324179649353, -0.28446725010871887, 0.11539693921804428, 0.17367669939994812, 0.46052107214927673, 0.1623842865228653, 0.20673136413097382, -0.15703396499156952, 0.021590275689959526, 0.2659880816936493, -0.48430898785591125, -0.22985519468784332, -0.47490325570106506, -0.0338752456009388, -0.26048702001571655, 0.4724607765674591, -0.25513866543769836, 0.13341659307479858, -0.28852027654647827, -0.01447631511837244, 0.14305274188518524, 0.11213063448667526, 0.3516424894332886, 0.2780788540840149, 0.7388297915458679, -0.040087390691041946, 0.1104138046503067, -0.12905161082744598, 0.07856455445289612, -0.17056842148303986, -0.5804278254508972, 0.21344120800495148, 0.42286622524261475, 0.28510209918022156, 0.5973355770111084, 0.2686210870742798, 0.307572603225708, -0.09505056589841843, -0.39208173751831055, -0.2134031057357788, 0.16322603821754456, 0.9476670026779175, 0.18658608198165894, 0.16663488745689392, 0.5183935165405273, -0.10579758882522583, 0.22305572032928467, 0.021199360489845276, 0.3246707618236542, 0.3296719789505005, -0.6510882377624512, -0.08677791804075241, 0.1012272909283638, -0.06520777940750122, 0.3929053544998169, 0.41280505061149597, 0.2216685563325882, -0.3900083601474762, 0.07374577969312668, -0.5748939514160156, 0.20131266117095947, -0.3651576638221741, 0.24760229885578156, -0.05050479993224144, -0.16356004774570465, -0.20859909057617188, -0.36357763409614563, -0.3254506289958954, 0.019657693803310394, 0.1629253774881363, 0.1606929898262024, -0.09771890193223953, 0.4618910253047943, 0.3059253990650177, -0.07856530696153641, 0.1490011066198349, -0.1359093338251114, 0.3809158504009247, 0.10199688374996185, 0.36685147881507874, -0.15437716245651245, -0.3729240596294403, -0.19095061719417572, -0.17466917634010315, -0.010760285891592503, 0.004831600468605757, 0.06258925795555115, -0.4606495499610901, 0.6843676567077637, -0.16663450002670288, 0.22955679893493652, 0.5056862235069275, -0.07763484865427017, -0.4415159523487091, -0.4073389172554016, -0.029559604823589325, 0.06280374526977539, 0.10816384106874466, -0.1806129515171051, 0.046194739639759064, -0.1310046911239624, -0.2999712824821472, 0.016185244545340538, -0.5936117768287659, 0.357925146818161, -0.4477747678756714, -0.5350409150123596, -0.150076225399971, 0.2267816662788391, -0.5551789999008179, -0.08642546832561493, 0.4253598749637604, 0.15692901611328125, -0.044317007064819336, -0.34760284423828125, -0.33590689301490784, -0.3294607698917389, 0.03464418649673462, 0.24745234847068787, -0.15751992166042328, 0.18749843537807465, -0.3412725627422333, 0.09969605505466461, -0.40207749605178833, 0.25217631459236145, -0.1902889758348465, 0.35311970114707947, -0.19712963700294495, 0.05357621610164642, -0.00695146806538105, -0.004453235771507025, -0.4011150598526001, -0.024856461212038994, -0.09301920980215073, -0.03685818612575531 ]
In our last part we discussed the soft skills analysts needed to be a well rounded SeattleDataGuy https://towardsdatascience.com/data-analysis-for-everyone-part-2-cf1c79441940
Intro To Data Analysis For Everyone, Part 2
[ -0.05370255187153816, -0.2667962312698364, 0.3722081780433655, 0.2844545841217041, 0.14374524354934692, -0.28331995010375977, 0.0631013810634613, 0.30125802755355835, 0.08699726313352585, 0.07654188573360443, -0.19397547841072083, -0.07543747127056122, 0.05043945088982582, -0.4629729688167572, 0.09229639917612076, 0.023776721209287643, 0.15551023185253143, 0.14307279884815216, -0.2619903087615967, -0.02255874313414097, -0.12303121387958527, -0.45036986470222473, 0.6519482135772705, -0.06115159019827843, 0.32307419180870056, -0.2696633040904999, 0.6080139875411987, -0.01923161745071411, -0.3445891737937927, 0.3178304135799408, -0.24001091718673706, 0.408548504114151, 0.10801208019256592, -0.24524617195129395, -0.14921964704990387, 0.1017015129327774, -0.2797020375728607, -0.05667034909129143, -0.14083455502986908, -0.18918661773204803, -0.4799503982067108, 0.3405147194862366, -0.19239166378974915, 0.24526403844356537, 0.026407888159155846, -0.3204350471496582, -1.5313302278518677, 0.07782352715730667, -0.2819308936595917, -0.32961583137512207, -0.4512735903263092, 0.15208229422569275, 0.34631186723709106, 0.24746493995189667, -0.3175315260887146, -0.07078501582145691, 0.18785178661346436, -0.41651928424835205, -0.17481490969657898, -0.0967516154050827, 0.06937122344970703, 0.3107036054134369, -0.09408576041460037, -0.1638004630804062, 0.7253997325897217, 0.26022961735725403, -0.10441090166568756, 0.33035340905189514, -0.08599165081977844, 0.11215412616729736, 0.0770939365029335, 0.2084561586380005, -0.3321758210659027, 0.3548063039779663, -0.07663077116012573, 0.14400598406791687, 0.3007154166698456, -0.0280222799628973, 0.2012077420949936, 0.08977638930082321, -0.43692314624786377, 0.0824408307671547, 0.6156216263771057, 0.15015411376953125, 0.11412220448255539, -0.2298063188791275, 0.051669929176568985, -0.13554488122463226, -0.5738661289215088, 0.005357986781746149, -0.7404214143753052, -0.4232780635356903, 0.2647787630558014, -0.3727235794067383, 0.4825427532196045, 0.27485427260398865, 0.48143693804740906, 0.5770972967147827, -0.541101336479187, 0.202725350856781, -0.45490747690200806, -0.20081296563148499, 0.15608060359954834, -0.4266480505466461, -0.2377406507730484, 0.07186120748519897, -0.09766113758087158, -0.4061460793018341, 0.06523218005895615, 0.5141074061393738, -0.3531886637210846, 0.1312565952539444, -0.04699011519551277, 0.15060608088970184, -0.08324304968118668, 0.9674158692359924, 0.11597073078155518, 0.576021134853363, -0.04075049236416817, -0.34619030356407166, -0.35930171608924866, 0.7242975234985352, 0.1536872833967209, -0.3608253598213196, -0.12204748392105103, 0.26224419474601746, -0.05025371164083481, 0.3940483331680298, 0.3702380061149597, 0.3016825318336487, -0.21109230816364288, 0.24612438678741455, -0.217203289270401, -0.07451843470335007, 0.0876782014966011, -0.641612708568573, 0.018416697159409523, 0.005041001830250025, 0.12963154911994934, -0.06999865919351578, 0.3272169530391693, -0.10493849217891693, -0.4407004117965698, -0.49799850583076477, -0.1687084138393402, -0.08295367658138275, -0.4636273682117462, 0.4753537178039551, -0.12196793407201767, 0.1514006108045578, -0.020508112385869026, 0.3293045461177826, -0.7337129712104797, -0.28876835107803345, 0.33817848563194275, 0.06139768660068512, -0.5044904947280884, -0.06523378193378448, -0.07280562072992325, 0.39578941464424133, -0.04780561104416847, 0.12762042880058289, 0.02359633892774582, -0.4052260220050812, 0.7685407400131226, 0.12734220921993256, 0.35407117009162903, -0.13904304802417755, 0.21564358472824097, -0.27025461196899414, -0.0533144511282444, 0.05656098946928978, 0.11693774908781052, 0.28359687328338623, 0.2037520855665207, 0.22095339000225067, 0.553737998008728, 0.15410840511322021, -0.1916833519935608, -0.041888125240802765, -0.6271021366119385, -0.3116171956062317, -0.03032594732940197, -0.2797534465789795, 0.5935049057006836, -0.4667535722255707, 0.27414658665657043, 0.5346957445144653, 0.3429076671600342, 0.4259112477302551, -0.035724952816963196, -0.15638944506645203, 0.2357150912284851, -0.5315147638320923, 0.3754432797431946, -0.005776598583906889, -0.2265915721654892, 0.9331055283546448, 0.4696997106075287, 0.470439612865448, 0.20096759498119354, -0.0027905679307878017, 0.2794554531574249, 0.13335339725017548, -0.0005161368171684444, -0.060935162007808685, -0.026230283081531525, 0.018441718071699142, 0.23454542458057404, 0.12474548071622849, -0.29318350553512573, -0.009360646829009056, -0.060946859419345856, 0.05476636439561844, -0.23397043347358704, -0.31858283281326294, 0.6069554090499878, 0.2040364295244217, 0.20161724090576172, 0.12981465458869934, 0.8585674166679382, -0.15886858105659485, 0.2057829648256302, 0.052965231239795685, 0.004589691758155823, 0.6374565958976746, 0.6833771467208862, -0.1465844362974167, 0.8821016550064087, -0.05685921758413315, -0.13001035153865814, -0.0663006454706192, 0.29425281286239624, -0.5411455035209656, -0.12877893447875977, 0.576505184173584, -0.20229728519916534, -0.07715623080730438, 0.018962014466524124, -0.05671234801411629, -0.056054797023534775, 0.28225404024124146, -0.11622901260852814, 0.34138184785842896, 0.2230152040719986, 0.13604573905467987, 0.039826832711696625, -0.016784362494945526, -0.36462658643722534, 0.046207647770643234, 0.23454250395298004, 0.0625135749578476, 0.03554060682654381, -0.5237107872962952, -0.13060644268989563, 0.2906831204891205, -0.3169487416744232, -0.2562558054924011, 0.019929515197873116, 0.5243481993675232, -0.5527380108833313, 0.3176528215408325, -0.31514859199523926, 0.20077846944332123, 0.18464146554470062, -0.4934088885784149, -0.5950443148612976, -0.5850194692611694, 0.11157719790935516, 0.3976712226867676, 0.36569586396217346, 0.08969652652740479, -0.3336156904697418, 0.2021234631538391, -0.13524706661701202, -0.5778251886367798, 0.3863404095172882, 0.005782097578048706, -0.19365064799785614, -0.3258461058139801, 0.14646054804325104, 0.41918888688087463, -0.1143038272857666, -0.04464177414774895, -0.2097400724887848, -0.608731210231781, 0.10765605419874191, 0.12283928692340851, -0.5938064455986023, -0.17688322067260742, -0.04798823595046997, -0.12093199044466019, 0.22183355689048767, -0.34335047006607056, 0.3629299998283386, 0.14486917853355408, -0.05944763123989105, -0.4768209755420685, -0.029912782832980156, 0.015015396289527416, -0.8222057223320007, 0.39551374316215515, 0.23674528300762177, -0.27361059188842773, 0.09399872273206711, -0.3472309410572052, -0.5411022305488586, -0.1261916607618332, -6.3129472732543945, 0.007247584871947765, -0.7905738353729248, -0.31225723028182983, -0.7261961102485657, -0.3153669238090515, 0.2574595808982849, 0.19793738424777985, 0.188579261302948, 0.1086290031671524, -0.4562062621116638, -0.16108162701129913, -0.01891622319817543, -0.07117139548063278, 0.2258857935667038, 0.24414002895355225, 0.37291961908340454, -0.19294175505638123, 0.08953625708818436, 0.31796008348464966, -0.08017010986804962, 0.29374170303344727, 0.012337668798863888, 0.42699477076530457, 0.661098062992096, -0.17462722957134247, -0.42779341340065, 0.7051315903663635, -0.4077127277851105, -0.26102983951568604, 0.8766217231750488, 0.10390977561473846, -0.7200061678886414, 0.36452943086624146, -0.15669268369674683, 0.19242316484451294, -0.0893266499042511, 0.23512756824493408, -0.06010648235678673, -0.851658821105957, -0.12656843662261963, 0.19210949540138245, -0.046584561467170715, -0.6948835849761963, 0.5336668491363525, -0.31699371337890625, -0.28477996587753296, -0.2606281340122223, -0.1802186816930771, 0.17951062321662903, 0.1523364782333374, 0.04877139627933502, 0.5108433365821838, 0.4178468585014343, -0.43843477964401245, -0.5608484148979187, 0.5270171165466309, 0.5261520147323608, -0.1425822228193283, -0.08635985851287842, 0.549362301826477, -0.041871532797813416, -0.17654448747634888, -0.6233015060424805, -0.1895955204963684, -0.43755415081977844, -0.49904900789260864, -0.12238577753305435, -0.2415003627538681, 0.30616599321365356, -0.9749026894569397, 0.014845781959593296, -0.3095536530017853, -0.7229909896850586, 0.30182188749313354, 0.01665310375392437, -0.38840577006340027, 0.06443261355161667, 0.19168248772621155, -0.23145753145217896, -0.05595540627837181, -0.1533304899930954, -0.014837471768260002, 0.6951202750205994, 0.020796779543161392, -0.03197211027145386, 0.19793227314949036, 0.1226712167263031, -0.37760841846466064, 0.11440253257751465, 0.3851226270198822, -0.07719667255878448, 0.38269612193107605, 0.010063155554234982, 0.10808642208576202, -0.09315908700227737, -0.03289908170700073, -0.1679614931344986, 0.1971370130777359, -0.6109729409217834, 0.769690752029419, -0.38934126496315, -0.41395142674446106, -0.425523042678833, -0.33545950055122375, -0.118080735206604, -0.067625992000103, -0.16141781210899353, 0.5476589202880859, 0.04852092266082764, 0.19814731180667877, 0.3950214982032776, -0.7321432828903198, -0.29073530435562134, 0.16654632985591888, -0.11696897447109222, -0.5551209449768066, -0.1382606029510498, 0.45575377345085144, -0.1837005913257599, -0.5233006477355957, 0.3467974364757538, -0.03666970133781433, 0.8269035220146179, -0.04317639768123627, -0.22741226851940155, 0.12833172082901, 0.2877834141254425, 0.35948657989501953, 0.4370288550853729, 0.18660521507263184, 0.2994019687175751, -0.013466846197843552, 0.21893218159675598, 0.035653259605169296, -0.011365402489900589, 0.419545978307724, -0.1936650425195694, 0.10702868551015854, -0.32807329297065735, 0.524556040763855, 0.07003353536128998, 0.10226233303546906, -0.14884988963603973, 0.16492913663387299, 0.04894433543086052, -0.22193458676338196, 0.39846253395080566, -0.5594698190689087, 0.21438953280448914, 0.09345356374979019, -0.3021658957004547, -0.1651778370141983, 0.07523898780345917, -0.10582160204648972, 0.17014865577220917, 0.6913265585899353, 0.5123463273048401, 0.26056668162345886, -0.3365413248538971, 0.3064329922199249, -0.7511212825775146, -0.48066338896751404, 0.30934569239616394, 0.31866714358329773, 0.049361564218997955, -0.6491531729698181, -0.45948734879493713, 0.10211893171072006, -0.01561386976391077, 0.31527823209762573, -0.15647904574871063, -0.4543568193912506, 0.03645722568035126, 0.6512942314147949, -0.48641717433929443, -0.0784386396408081, -0.10450588166713715, -0.15495038032531738, 0.06533358991146088, -0.20241138339042664, -0.5999422669410706, -0.21801801025867462, 0.47708046436309814, 0.7634034156799316, 0.0806705579161644, -0.24386490881443024, 0.31826499104499817, 0.1336260288953781, -0.2739947736263275, 0.3221617043018341, -0.07305285334587097, -0.25865408778190613, 0.08136342465877533, 0.13357210159301758, -0.4845244288444519, 0.516486406326294, 0.49926725029945374, -0.3265109360218048, 0.03114192932844162, -0.1455669403076172, 0.21635319292545319, -0.3651692867279053, 0.4536688029766083, 0.5690910816192627, -0.2319469004869461, 0.7266448140144348, -0.1891302466392517, -0.030574414879083633, -0.24381141364574432, -0.18069639801979065, -0.16465909779071808, -0.16179482638835907, -0.21670319139957428, 0.25675857067108154, 0.026153557002544403, -0.21399633586406708, -0.4049548804759979, -0.07273782044649124, 0.061702534556388855, -0.08346477150917053, 0.0268398504704237, 0.17142201960086823, -0.2070351392030716, 0.15271244943141937, 0.46416348218917847, 0.46040526032447815, -0.37327060103416443, 0.031501758843660355, 0.15393370389938354, 0.06397008150815964, 0.008265157230198383, 0.061181142926216125, 0.36864179372787476, -0.04185745492577553, -0.1725086271762848, -0.6780267357826233, 0.6747287511825562, 0.1082160472869873, -0.2797173261642456, -0.5386853814125061, -0.28538307547569275, -0.13400231301784515, -0.41835036873817444, -0.26244544982910156, 0.10257547348737717, -0.48282337188720703, 0.2630440592765808, -0.44295820593833923, 0.1378585398197174, 0.5343583822250366, 0.03534476086497307, -0.3494839072227478, -0.3597407639026642, 0.836076557636261, -0.16701579093933105, 0.0738012045621872, -0.005885049235075712, -0.047374241054058075, -0.06955661624670029, 0.22759482264518738, -0.18959160149097443, -0.21488939225673676, 0.7242822647094727, 0.11937367171049118, 0.3500426709651947, 0.03444891795516014, -0.3911825120449066, 0.16457553207874298, -0.5468665957450867, -0.7578140497207642, 0.3558419942855835, -0.30475112795829773, -0.037849683314561844, -0.216125026345253, -0.020270325243473053, 0.07389012724161148, -0.003997553139925003, -0.4691866636276245, 0.10933362692594528, -0.014156113378703594, -0.10867340117692947, 0.3357650935649872, 0.053775809705257416, -0.2688445448875427, 0.09964904934167862, -0.19146481156349182, 0.4809545874595642, -0.32389459013938904, 0.36244556307792664, 0.00964590348303318, 0.14231634140014648, -0.2269611656665802, 0.0022195056080818176, -0.14428114891052246, 0.10895415395498276, 0.2654179632663727, -0.02921964041888714, -0.19572271406650543, -0.028876978904008865, -0.042971622198820114, 0.18022122979164124, 0.3021667003631592, 0.006542329676449299, -0.0037992459256201982, 0.6037147641181946, 0.06339823454618454, -0.12539228796958923, -0.21517333388328552, -0.20687279105186462, 0.5090002417564392, -0.09199611842632294, 0.6841413974761963, 1.004238486289978, -0.6468222737312317, 0.22114373743534088, 0.057472459971904755, 0.2433130294084549, -0.3594018518924713, 0.16948574781417847, -0.16881191730499268, -0.6952307224273682, 0.41932713985443115, -0.020618611946702003, 0.11274019628763199, 0.44327595829963684, 0.17095611989498138, 0.11685078591108322, 0.017982343211770058, 0.7861387133598328, -0.029545657336711884, 0.5650338530540466, -0.32772746682167053, 0.121207095682621, 0.027058182284235954, -0.20164300501346588, 0.3148936629295349, -0.03791133686900139, -0.016770150512456894, -0.17238742113113403, 0.22531217336654663, 0.21554690599441528, -0.06317155808210373, -0.3081796169281006, 0.05836972966790199, 0.03679122030735016, -0.10556643456220627, 0.16105884313583374, 0.2598171532154083, -0.15949927270412445, -0.1484879106283188, 0.3389013409614563, -0.004947079345583916, -0.4492635130882263, -0.11475156247615814, -0.17850898206233978, 0.35521048307418823, -0.5198672413825989, 0.10654401034116745, 0.37497439980506897, 0.47672826051712036, 0.5214876532554626, 0.2641499936580658, -0.28303447365760803, -0.16615375876426697, -0.2063412070274353, 0.3637203872203827, -0.026333484798669815, 0.16469688713550568, 0.8507043123245239, -0.10737346112728119, -0.062238436192274094, -0.10171978175640106, -0.3004186153411865, 0.11920025199651718, -0.12114030122756958, 0.2189922332763672, -0.1460520178079605, 0.3290706276893616, 0.34915754199028015, 0.05734522268176079, 0.5708367228507996, -0.5846279263496399, -0.25389882922172546, 0.012479143217206001, 0.23766197264194489, 0.338467001914978, 0.1337430775165558, -0.5333606004714966, -0.3254532217979431, 0.008471918292343616, -0.9292386770248413, -0.6866885423660278, -0.32769089937210083, 0.06197710707783699, -0.3960411548614502, 0.25660666823387146, 0.016548508778214455, 0.6487665772438049, 0.43009239435195923, 0.219082310795784, -0.5814206004142761, 0.0021978614386171103, 0.10000725090503693, 0.4339022636413574, 0.45040109753608704, -0.33496320247650146, -0.24687805771827698, -0.22188714146614075, 0.08847606182098389, 0.3620409071445465, 0.22522570192813873, -0.41142281889915466, 0.22632038593292236, 0.005948248319327831, -0.04012836143374443, -0.025660693645477295, -0.1999368518590927, -0.48988616466522217, -0.39909225702285767, 0.05498815327882767, -0.43529340624809265, 0.29573875665664673, -0.018196824938058853, -0.35115453600883484, -0.17603090405464172, -0.545666515827179, 0.0853886604309082, -0.16221415996551514, 0.38630688190460205, -0.14729206264019012, -0.7997040152549744, 0.1430247277021408, 0.621360182762146, -0.5369892120361328, -0.2588650584220886, -0.3042792081832886, 0.05344122275710106, 0.3869512379169464, 0.18569260835647583, -0.11189527809619904, -0.3556396961212158, 0.05803696811199188, 0.8715433478355408, -0.31094107031822205, 0.260254830121994, -0.40225914120674133, 0.3292525112628937, -0.7485591769218445, 0.2005028873682022, -0.31978750228881836, 0.17859944701194763, -0.8294565081596375, 0.21834400296211243, 0.1778581291437149, 0.15734431147575378, -0.32045382261276245, -0.3683653175830841, -0.22750402987003326, -0.023908596485853195 ]
A quick and simple explanation of a very important issue. Jesse Paquette https://towardsdatascience.com/data-analysis-has-a-serious-last-mile-problem-83892ea52a65
Data analysis has a serious Last Mile problem
[ -0.14177992939949036, -0.1728285849094391, 0.456696093082428, 0.5100184082984924, 0.44688159227371216, -0.06820578873157501, 0.025178212672472, 0.21386323869228363, -0.13057367503643036, -0.240006223320961, 0.113926962018013, 0.003930355422198772, -0.11252647638320923, -0.15962693095207214, -0.14590001106262207, 0.1555067002773285, 0.06485159695148468, 0.4081209599971771, 0.42275434732437134, -0.12874235212802887, -0.6047408580780029, -0.31133005023002625, 0.8084357976913452, -0.4192633330821991, -0.1721230298280716, 0.045063965022563934, 0.15939287841320038, 0.282179594039917, -0.6930940747261047, 0.12443093955516815, -0.28187295794487, 0.2611294388771057, 0.5433419942855835, 0.19953468441963196, 0.060710638761520386, -0.07100080698728561, -0.42992255091667175, -0.1793188899755478, -0.16760437190532684, -0.29301056265830994, -0.19792182743549347, 0.30154749751091003, -0.4785989224910736, -0.045530639588832855, -0.016697067767381668, -0.08276856690645218, -1.1229969263076782, -0.14375999569892883, -0.6275453567504883, -0.6200661659240723, -0.7677932381629944, 0.5848060846328735, 0.2526390552520752, 0.5949581861495972, -0.2652118504047394, -0.030691541731357574, -0.06085206940770149, -0.3501993417739868, 0.2860034108161926, -0.26017701625823975, 0.010056937113404274, -0.060187842696905136, -0.17731137573719025, -0.00002480754665157292, 0.23780402541160583, -0.1348070353269577, 0.1202092245221138, 0.24090628325939178, -0.051836322993040085, -0.07891066372394562, 0.41136670112609863, -0.23845726251602173, 0.06494344770908356, 0.35784661769866943, -0.1816215217113495, 0.12757238745689392, 0.36094963550567627, 0.35349833965301514, 0.23122093081474304, -0.1969267725944519, -0.36022713780403137, -0.17997096478939056, 0.12389545142650604, 0.15702208876609802, -0.05702797695994377, -0.016990095376968384, 0.03059416450560093, 0.2172943353652954, -0.38835465908050537, 0.4771662950515747, -0.46057647466659546, -0.6914310455322266, -0.038454435765743256, -0.39432594180107117, 0.24427342414855957, 0.012713390402495861, 0.6437035202980042, 0.004554363898932934, -0.07162397354841232, 0.0692240297794342, -0.4184078872203827, -0.3376631438732147, 0.16867327690124512, 0.3467410206794739, -0.03600253164768219, 0.09710843116044998, 0.014217954128980637, 0.25708264112472534, -0.11383689194917679, 0.1867249310016632, -0.29176491498947144, 0.20629677176475525, -0.217537522315979, 0.2199779599905014, -0.24298572540283203, 0.556485116481781, 0.010727198794484138, 0.07991690933704376, -0.27195820212364197, -0.31072282791137695, -0.01014501228928566, 0.38258349895477295, 0.39905059337615967, -0.30344903469085693, 0.3019895553588867, 0.47824472188949585, 0.03626561537384987, 0.40118974447250366, 0.3222884237766266, 0.7263028025627136, 0.22743622958660126, -0.025245150551199913, 0.06485596299171448, -0.24754279851913452, -0.03407543525099754, -0.6878928542137146, -0.053586263209581375, -0.09519559144973755, 0.523586094379425, -0.0009423922747373581, 0.3444631099700928, -0.0036945361644029617, -0.125281423330307, -0.07380489259958267, -0.08087293058633804, 0.1502019464969635, -0.14938326179981232, 0.5404861569404602, -0.30860084295272827, -0.07127171009778976, 0.03367335721850395, 0.08383341133594513, -0.4708300232887268, -0.26876816153526306, -0.03326933830976486, 0.2993929386138916, -0.1878349483013153, 0.03830261901021004, -0.11290799826383591, 0.5526317954063416, -0.0629347711801529, 0.33696258068084717, 0.14017286896705627, 0.09237370640039444, 0.8467867970466614, 0.006576216779649258, 0.4354310929775238, 0.0033329760190099478, -0.09669274836778641, -0.038237836211919785, 0.03523929789662361, -0.21587596833705902, 0.3066108226776123, -0.468276709318161, 0.04440714791417122, 0.3178986608982086, 0.40257728099823, -0.23724812269210815, 0.14372999966144562, 0.1740952879190445, -0.5195235013961792, 0.22755466401576996, 0.3995751440525055, 0.05814856290817261, 0.009943535551428795, -0.37737134099006653, 0.6013221144676208, 0.18009312450885773, 0.020658785477280617, -0.32966887950897217, -0.21654744446277618, -0.25359538197517395, 0.48595431447029114, -0.8636890649795532, 0.5543377995491028, 0.33763453364372253, 0.35072848200798035, 0.2213299423456192, 0.20107842981815338, 0.261447936296463, -0.13591234385967255, -0.1266642063856125, 0.594933807849884, 0.07282616198062897, -0.22928191721439362, 0.2547530233860016, 0.22974707186222076, 0.18697196245193481, -0.17183473706245422, 0.26251283288002014, 0.08264144510030746, -0.47286680340766907, -0.009621202014386654, -0.3903191387653351, -0.1730901002883911, -0.37302491068840027, 0.3902014195919037, -0.26657843589782715, 0.25161826610565186, 0.19365708529949188, 0.15160559117794037, -0.28484871983528137, -0.17824526131153107, 0.28440192341804504, 0.11732406169176102, 0.11919346451759338, 0.4878348112106323, 0.2016139179468155, 0.47023341059684753, -0.3593408763408661, -0.15328943729400635, -0.030403053387999535, 0.23754960298538208, -0.814794659614563, -0.07570278644561768, 0.18743355572223663, 0.06398728489875793, -0.11080151051282883, 0.14180269837379456, -0.08124978840351105, -0.6213335394859314, 0.16057351231575012, 0.05858330801129341, 0.23607327044010162, -0.019282275810837746, -0.17833015322685242, -0.06043808534741402, -0.083370640873909, -0.2049802839756012, -0.028013043105602264, 0.02124958299100399, 0.5154364109039307, -0.06282150745391846, -0.42100319266319275, 0.018422923982143402, 0.35495010018348694, 0.12329583615064621, -0.06957284361124039, 0.1453944891691208, 0.09445081651210785, -0.31861263513565063, 0.4833184778690338, -0.21401020884513855, 0.2259768694639206, 0.1047033965587616, -0.328313410282135, -0.5192264318466187, -0.5803600549697876, 0.2556726932525635, 0.33679577708244324, 0.2225959599018097, -0.2405857890844345, 0.022283991798758507, 0.09039855748414993, 0.3091874122619629, -0.17803341150283813, 0.7523274421691895, 0.18705253303050995, -0.4409964382648468, -0.25205639004707336, 0.47849342226982117, 0.7743314504623413, -0.10238087922334671, -0.30183038115501404, 0.05383799970149994, -0.6316260099411011, 0.17650584876537323, 0.26835036277770996, -0.42261770367622375, -0.10016099363565445, -0.43509387969970703, -0.3097408413887024, -0.2728385031223297, -0.11271737515926361, 0.16843195259571075, -0.02867491915822029, 0.23128001391887665, -0.4397634267807007, 0.01707364246249199, -0.0553971566259861, -0.35784587264060974, 0.4198622703552246, 0.05899161845445633, -0.5321464538574219, -0.02025502547621727, -0.02797752432525158, -0.805799126625061, -0.14284569025039673, -6.467863082885742, 0.33981388807296753, -0.8274815082550049, -0.6276546716690063, -0.4505002796649933, -0.22564494609832764, 0.011305789463222027, 0.5578358173370361, 0.011007457040250301, -0.16614530980587006, -0.2529260814189911, -0.41743749380111694, 0.02255917899310589, 0.19251461327075958, 0.3575184643268585, 0.1616106927394867, 0.7105547785758972, -0.12192206084728241, 0.3026353418827057, 0.3284876346588135, -0.2075645625591278, 0.2056780457496643, -0.011655337177217007, 0.18452516198158264, 0.2969004809856415, 0.03350089117884636, -0.6417782306671143, 0.5754572749137878, -0.5157881379127502, 0.007756826002150774, 0.46366846561431885, -0.05187632516026497, -0.8930754065513611, -0.2700926661491394, -0.22887647151947021, -0.3204861283302307, -0.3294745683670044, -0.061705123633146286, -0.10089448094367981, -0.36058568954467773, -0.24258950352668762, 0.1857391893863678, -0.17904365062713623, 0.04190833121538162, 0.45601052045822144, -0.039642494171857834, -0.08087178319692612, -0.37856605648994446, 0.12433740496635437, 0.38424792885780334, 0.4017719626426697, -0.2203853726387024, 0.14269325137138367, -0.042113445699214935, 0.2591797709465027, -0.5693451166152954, 0.23757699131965637, -0.050988126546144485, -0.33278894424438477, 0.31490159034729004, -0.09096665680408478, -0.40233415365219116, 0.05438804626464844, -0.6196099519729614, -0.2635926604270935, 0.005069831386208534, -0.44423019886016846, -0.35305333137512207, -0.15056270360946655, 0.012816607020795345, -0.5422554612159729, 0.32345280051231384, -0.439024955034256, -0.6318454146385193, 0.1241515651345253, -0.05517222732305527, 0.28562453389167786, 0.23613303899765015, 0.042103007435798645, -0.16648004949092865, -0.4005318880081177, -0.5045503973960876, 0.405946284532547, 0.22014132142066956, 0.12790904939174652, -0.2997478246688843, -0.06470426172018051, 0.14023606479167938, -0.05641302466392517, 0.36654460430145264, 0.9362744092941284, 0.17461241781711578, 0.615976095199585, -0.40644845366477966, 0.3520842492580414, 0.07687989622354507, 0.1988096982240677, 0.07882750779390335, -0.22080746293067932, -0.40118643641471863, 0.7434565424919128, 0.005642556119710207, -0.3271874487400055, -0.32063785195350647, -0.2662826478481293, -0.042289648205041885, -0.4509476125240326, 0.044189173728227615, 0.22061702609062195, 0.10079770535230637, 0.014741548337042332, 0.10166754573583603, -0.3718073070049286, -0.3737264573574066, 0.09978626668453217, -0.0018473404925316572, -0.2431131899356842, 0.1704787164926529, 0.25181666016578674, -0.21154186129570007, 0.021188734099268913, 0.10183940827846527, 0.29430055618286133, 0.012571643106639385, -0.007299470715224743, 0.16020429134368896, -0.06211823597550392, 0.5315670967102051, 0.42406830191612244, 0.2514113783836365, 0.15195339918136597, 0.3178110122680664, -0.017502373084425926, 0.19992904365062714, 0.3862895369529724, -0.2065318077802658, 0.14761242270469666, 0.12851804494857788, 0.10091148316860199, -0.40077459812164307, 0.5955503582954407, 0.031048227101564407, -0.13417834043502808, -0.15798377990722656, 0.6319721341133118, 0.13297241926193237, 0.18304266035556793, 0.37429818511009216, -0.0803786888718605, 0.37689799070358276, 0.09348868578672409, -0.6326101422309875, -0.23392748832702637, -0.1277218461036682, 0.10539954900741577, 0.31413185596466064, 0.4678735136985779, -0.2818041145801544, 0.26641589403152466, -0.18800164759159088, 0.1321992129087448, -0.292947918176651, -0.6855097413063049, 0.2216787487268448, -0.02335997298359871, 0.06146011874079704, -0.10446103662252426, -0.24500630795955658, -0.03452461212873459, -0.009585347026586533, 0.21715597808361053, -0.44916507601737976, -0.4199472665786743, 0.16204595565795898, 0.23917461931705475, -0.3833811581134796, -0.23819339275360107, 0.19767466187477112, 0.03387502208352089, 0.15490195155143738, -0.3822961151599884, -0.08765795826911926, -0.15990020334720612, 0.3379388451576233, 0.3202431797981262, -0.14847058057785034, 0.37238866090774536, 0.573918342590332, 0.0500815212726593, -0.28353944420814514, 0.25640952587127686, 0.04922575503587723, -0.22279709577560425, 0.3317273259162903, 0.08625337481498718, -0.5276009440422058, 0.32370293140411377, 0.7194428443908691, -0.30160191655158997, 0.05435824766755104, 0.3208431899547577, 0.1576327681541443, 0.004683219362050295, 0.47057345509529114, 0.2951284348964691, -0.23738808929920197, 0.6012008190155029, 0.036192502826452255, -0.35717228055000305, 0.05624666437506676, -0.43211105465888977, -0.4669143259525299, 0.13222412765026093, 0.10274308919906616, 0.15058957040309906, -0.0332888588309288, -0.2107558697462082, 0.007187520619481802, 0.08563131093978882, 0.017059167847037315, -0.23744560778141022, 0.11924317479133606, -0.26049116253852844, -0.5681414604187012, 0.3412068784236908, 0.5107549428939819, 0.5665180683135986, -0.46959421038627625, 0.07020045071840286, 0.15263928472995758, -0.3580720126628876, -0.46152207255363464, 0.4557105600833893, 0.2923913896083832, -0.003641231684014201, 0.0011720637558028102, -0.15347889065742493, 0.6087047457695007, 0.19342531263828278, -0.39955365657806396, -0.6323155760765076, -0.09753471612930298, -0.15139520168304443, -0.5385063290596008, 0.04268776252865791, 0.6254782676696777, -0.1974131166934967, -0.50798499584198, -0.47940292954444885, 0.5726934671401978, 0.12658926844596863, 0.11783134937286377, -0.5305507183074951, -0.03712739795446396, 0.8449780941009521, -0.05677402764558792, -0.07765120267868042, -0.13391433656215668, -0.0004374306881800294, 0.21006707847118378, -0.018117574974894524, -0.38523009419441223, -0.15199920535087585, 0.3772276043891907, -0.10076611489057541, 0.14577390253543854, -0.1797047257423401, -0.37274861335754395, 0.15216664969921112, -0.6896403431892395, -0.2859882712364197, -0.07889588922262192, 0.04770265892148018, 0.15350916981697083, -0.47871261835098267, -0.027354076504707336, -0.025253375992178917, -0.1539585441350937, -0.6336750984191895, 0.07916893810033798, -0.6418190598487854, -0.0966271311044693, 0.07557899504899979, 0.2884737253189087, 0.18209044635295868, 0.3940083980560303, -0.050638798624277115, 0.5780589580535889, -0.1159818023443222, 0.2666439712047577, -0.38887661695480347, 0.2599785029888153, -0.6210469007492065, -0.15002718567848206, -0.1701163649559021, -0.07864394783973694, 0.3129643201828003, 0.3373185694217682, -0.2032737284898758, -0.1873554140329361, 0.14238108694553375, 0.45129236578941345, 0.5985750555992126, -0.5633388161659241, 0.2054484784603119, 0.2340678721666336, -0.37666961550712585, -0.19811446964740753, 0.23323997855186462, -0.08263923227787018, 0.41333475708961487, 0.05142749473452568, 0.41317930817604065, 0.7281613349914551, 0.30749350786209106, -0.17264078557491302, -0.5618290901184082, 0.4565996825695038, -0.1058286726474762, 0.23638390004634857, -0.25157979130744934, -0.26298248767852783, 0.4354025423526764, -0.2347499579191208, -0.1255013644695282, 0.5077802538871765, -0.06251321732997894, 0.18201078474521637, 0.09875479340553284, 0.7657131552696228, -0.1275307983160019, -0.012100933119654655, -0.19013828039169312, 0.19852732121944427, 0.07095427811145782, 0.06338883191347122, -0.030369464308023453, -0.5271235704421997, 0.04061787575483322, -0.34284910559654236, -0.18039526045322418, -0.3018987476825714, 0.2738517224788666, 0.24953590333461761, -0.3540647029876709, 0.15661177039146423, 0.20966477692127228, -0.11659224331378937, 0.317031592130661, -0.11953283846378326, 0.07364442199468613, 0.32230305671691895, 0.159119114279747, -0.3301962614059448, -0.2822975218296051, -0.25489217042922974, 0.5794939398765564, 0.0005292068235576153, -0.21331416070461273, 0.6628607511520386, 0.08751342445611954, 0.09769736975431442, 0.07970599830150604, -0.10397246479988098, 0.15076392889022827, -0.003561188466846943, 0.40239107608795166, -0.28609269857406616, 0.4218178391456604, 0.2551844120025635, -0.2167215496301651, 0.4478047490119934, -0.162281334400177, 0.32791781425476074, 0.11299927532672882, -0.359939843416214, -0.1791895478963852, -0.03134077787399292, 0.1476476490497589, 0.34185177087783813, 0.024903958663344383, 0.4572599530220032, -0.2928122282028198, 0.08730726689100266, -0.26817864179611206, -0.028059324249625206, 0.4050818085670471, -0.04959411546587944, 0.02188839390873909, -0.23558326065540314, -0.005204310640692711, -0.4221190810203552, -0.5187199115753174, -0.058559998869895935, -0.027397610247135162, -0.25046616792678833, 0.0971105769276619, 0.2711310386657715, 0.3774687945842743, 0.357853502035141, 0.3448077142238617, -0.5234535932540894, 0.12013505399227142, 0.29074713587760925, -0.18406520783901215, 0.2149890661239624, 0.15564598143100739, 0.2764175832271576, -0.2803646922111511, 0.1365882158279419, -0.019372452050447464, 0.3497965931892395, -0.3226332366466522, 0.2874874472618103, -0.07862889766693115, -0.17156918346881866, 0.03395780920982361, -0.1705915927886963, -0.39471369981765747, -0.4552537202835083, 0.02616104856133461, -0.3721102476119995, -0.03755098581314087, 0.04710323363542557, 0.1760149449110031, -0.42787596583366394, -0.8431481719017029, 0.01722913421690464, -0.23952628672122955, 0.2159687578678131, -0.4068697392940521, -0.4269828200340271, -0.31785857677459717, 0.43062901496887207, -0.34720608592033386, -0.1846788376569748, -0.0021630977280437946, -0.08292189240455627, -0.025122106075286865, -0.12563180923461914, -0.058375999331474304, -0.5155418515205383, -0.34384968876838684, 0.5966736674308777, 0.12152377516031265, 0.1136745810508728, -0.2954447567462921, 0.08791443705558777, -0.48652383685112, 0.4109765291213989, -0.04865166172385216, 0.3450777232646942, -0.34680622816085815, -0.11516665667295456, 0.1058826744556427, -0.21315351128578186, -0.07901783287525177, -0.3209344148635864, -0.3212072551250458, 0.29750171303749084 ]
In this article, we Tirthajyoti Sarkar https://towardsdatascience.com/data-analytics-with-python-by-web-scraping-illustration-with-cia-world-factbook-abbdaa687a84
Data Analytics with Python by Web scraping: Illustration with CIA World Factbook
[ -0.21276280283927917, 0.044707465916872025, -0.3112216293811798, 0.16527296602725983, 0.04440321400761604, 0.03219161555171013, -0.2711811363697052, 0.1393062025308609, -0.4458956718444824, 0.3148539364337921, -0.37775611877441406, 0.19237437844276428, -0.17324665188789368, -0.18003492057323456, 0.12704122066497803, 0.14187631011009216, 0.10691196471452713, 0.22098712623119354, 0.028171012178063393, -0.03405117616057396, 0.20879539847373962, -0.41144752502441406, 0.3430754542350769, -0.3534899652004242, 0.05403539165854454, 0.16438886523246765, 0.5952419638633728, -0.03966517001390457, -0.5654249787330627, 0.3998468816280365, -0.23096485435962677, -0.03838397562503815, 0.3319249451160431, -0.1526748687028885, -0.17997339367866516, -0.24286167323589325, -0.492325097322464, 0.18240851163864136, -0.044552579522132874, -0.04654176905751228, 0.07966334372758865, 0.3473809063434601, -0.12700505554676056, 0.7394600510597229, -0.0815982073545456, -0.6452344059944153, -1.1584134101867676, 0.42281362414360046, -0.4197322428226471, 0.2982434928417206, -0.024091942235827446, 0.35569697618484497, 0.4926486015319824, -0.016058119013905525, -0.2947349548339844, 0.6063821315765381, 0.16506098210811615, 0.1264619678258896, -0.18217478692531586, -0.43642517924308777, -0.02878122217953205, 0.30565136671066284, 0.18986250460147858, 0.08554232120513916, 0.32048436999320984, 0.2579192519187927, 0.24004168808460236, 0.06302908062934875, -0.11171349138021469, 0.497198224067688, 0.18611566722393036, 0.45680272579193115, -0.6870713829994202, 0.5368444919586182, -0.026570118963718414, -0.07575937360525131, 0.2735273540019989, 0.38914191722869873, 0.2326916605234146, 0.013075421564280987, 0.4084111750125885, -0.19914239645004272, 0.2769545018672943, 0.055534087121486664, 0.10493505746126175, 0.22708836197853088, -0.1472623497247696, 0.04913988709449768, -0.37169045209884644, -0.2538796067237854, -0.43841642141342163, -0.32528939843177795, -0.10199564695358276, 0.3700486719608307, 0.44284379482269287, 0.37282615900039673, 0.47550681233406067, 0.18730928003787994, -0.2591404914855957, 0.2468349188566208, -0.5540591478347778, -0.053898610174655914, -0.12710103392601013, -0.289214551448822, -0.5080060362815857, 0.2931472659111023, -0.5170741677284241, -0.1960608959197998, -0.2090245634317398, 0.4660065472126007, -0.18632972240447998, 0.39155417680740356, -0.25309550762176514, -0.2872833013534546, -0.5457132458686829, 0.5387011170387268, 0.07284422218799591, 0.09710511565208435, -0.5819951295852661, 0.05758582055568695, 0.06498515605926514, 1.188228964805603, 0.4620736539363861, 0.301067590713501, 0.600557267665863, 0.3146868348121643, 0.03252428025007248, 0.17230452597141266, 0.4919649362564087, 0.9086151719093323, 0.30233973264694214, 0.209646075963974, 0.16255927085876465, -0.28238165378570557, -0.2236001342535019, -0.7989170551300049, 0.034952156245708466, 0.0903509110212326, 0.623735785484314, 0.3519473373889923, -0.10371536016464233, 0.15515919029712677, -0.45973262190818787, 0.0775119960308075, 0.06824764609336853, 0.18655958771705627, -0.3068717420101166, 0.3424491584300995, -0.25244608521461487, -0.054137591272592545, -0.0034460017923265696, -0.1408204734325409, -0.6978734135627747, -0.1331023871898651, -0.032431043684482574, 0.4647175669670105, -0.14266034960746765, -0.2759764790534973, 0.1867789328098297, 0.30259981751441956, 0.29588109254837036, 0.11830081790685654, -0.4198972284793854, -0.13869859278202057, 0.36709287762641907, 0.09331794828176498, 0.07554017752408981, -0.09103649854660034, 0.05456358566880226, 0.08970106393098831, -0.01272638514637947, -0.16530108451843262, 0.15915833413600922, -0.11538030952215195, -0.16549566388130188, -0.08680359274148941, 0.08957170695066452, -0.04323054850101471, 0.1767973154783249, 0.13183140754699707, -0.5239289402961731, -0.06270378082990646, -0.17945776879787445, -0.3927479684352875, 0.1028451919555664, -0.3230004906654358, 0.4697277843952179, -0.061398524791002274, 0.06791994720697403, 0.059781674295663834, -0.5392438769340515, -0.22372543811798096, 0.5278722643852234, -0.8440445065498352, 0.7868736386299133, -0.11687544733285904, -0.2240155041217804, 0.8011922240257263, 0.2088349461555481, 0.13970403373241425, -0.17902527749538422, -0.17958150804042816, 0.2282782793045044, -0.23175500333309174, 0.038225799798965454, -0.07411333918571472, -0.09521421045064926, -0.1502337008714676, 0.37304532527923584, 0.25072023272514343, -0.02299460396170616, 0.40195170044898987, 0.03865386173129082, -0.4076259434223175, -0.3261236250400543, -0.009382586926221848, -0.15817588567733765, 0.045888520777225494, 0.449150413274765, 0.5392628312110901, 0.7652357816696167, -0.2782619893550873, 0.017745964229106903, 0.01482793316245079, 0.1683708280324936, 0.7366891503334045, 0.30381128191947937, 0.18968166410923004, 0.37712693214416504, -0.1294582039117813, -0.09474188089370728, -0.2815232574939728, 0.36878982186317444, -0.509120523929596, -0.35780686140060425, 0.07677015662193298, -0.23505888879299164, 0.17251980304718018, 0.3852577805519104, 0.20673128962516785, 0.24673707783222198, 0.143382728099823, -0.10161696374416351, 0.31254202127456665, -0.05343391001224518, -0.10399539023637772, 0.010197174735367298, -0.11495926976203918, -0.09025014936923981, 0.0863838791847229, -0.10499203205108643, 0.4675530791282654, 0.15514525771141052, -0.38940519094467163, -0.4305042326450348, 0.5648186206817627, -0.6741352677345276, -0.37179452180862427, 0.213137686252594, 0.7441793084144592, -0.45907655358314514, 0.17240914702415466, -0.4066181182861328, 0.6534754037857056, 0.3754684031009674, -0.5005285739898682, 0.14198245108127594, -0.6393254995346069, 0.4604513645172119, 0.33348920941352844, 0.5050462484359741, -0.47007161378860474, -0.23315224051475525, 0.2852252125740051, 0.6996880769729614, -0.6960631012916565, 0.10423867404460907, 0.22415532171726227, -0.6553237438201904, -0.6385719180107117, 0.2380855679512024, 0.2268925905227661, 0.002154816407710314, 0.14744921028614044, -0.3650912940502167, -0.20781028270721436, -0.09094344824552536, -0.25325801968574524, -0.20664668083190918, -0.26629385352134705, -0.16902996599674225, 0.44570454955101013, -0.0021622967906296253, -0.6040728092193604, -0.37088462710380554, -0.052137210965156555, 0.009106106124818325, -0.28459036350250244, -0.1881672888994217, -0.4129026234149933, -0.675469160079956, 0.452720582485199, 0.21922700107097626, -0.22685320675373077, 0.4077756404876709, 0.31266555190086365, -0.15936462581157684, -0.3198659121990204, -6.238405704498291, -0.03316528722643852, -0.6553462147712708, -0.4573773741722107, 0.004661922808736563, -0.007176917977631092, 0.36119669675827026, -0.1720011681318283, -0.0662924200296402, -0.08216161280870438, -0.5093036890029907, -0.08345871418714523, 0.25375497341156006, 0.6778510212898254, -0.19100017845630646, 0.4738585948944092, 0.6315178871154785, 0.07436615973711014, 0.5420714616775513, 0.7312264442443848, -0.17536263167858124, 0.12713834643363953, -0.18156521022319794, 0.336965411901474, 0.8807451128959656, 0.12382519245147705, -0.8441426157951355, 0.3636344075202942, -0.017691941931843758, -0.09746281057596207, 0.5675728917121887, -0.24212083220481873, -0.4809642434120178, 0.13837799429893494, -0.686418354511261, -0.04314783215522766, 0.14998015761375427, 0.010643436573445797, 0.3443596363067627, -0.40758341550827026, 0.027230892330408096, -0.05658967047929764, 0.13611939549446106, -0.30176761746406555, 0.732271134853363, -0.40770840644836426, -0.2537451386451721, -0.5558854937553406, 0.09440495818853378, 0.05250944942235947, -0.16747067868709564, -0.2825496792793274, 0.2500283718109131, -0.038378868252038956, -0.33665281534194946, -0.7670511603355408, 0.42338165640830994, 0.4950348138809204, -0.03234861046075821, 0.053340502083301544, 0.5923029780387878, -0.2944527864456177, -0.21790623664855957, -1.011718988418579, -0.7901500463485718, -0.099092036485672, -0.28923341631889343, -0.7936204671859741, -0.058117035776376724, 0.009275896474719048, -1.0877110958099365, -0.013346581719815731, -0.4218294322490692, -0.5630179047584534, 0.6743861436843872, -0.5350264310836792, -0.3060186803340912, -0.07601029425859451, 0.1370752602815628, 0.20365814864635468, -0.3813615143299103, -0.8593228459358215, 0.05363602936267853, 0.20910115540027618, -0.17818155884742737, -0.0021735066547989845, 0.12374553829431534, 0.04831189662218094, -0.25093600153923035, 0.35407406091690063, 1.0295597314834595, -0.5048685073852539, 0.3983386754989624, 0.557407557964325, 0.44517889618873596, -0.1992657482624054, 0.4087139368057251, 0.09506039321422577, 0.006616448052227497, -0.18624909222126007, -0.009543362073600292, -0.22404392063617706, -0.5855758786201477, -0.5130882859230042, -0.4045576751232147, -0.4541528820991516, 0.09053009748458862, -0.3745402991771698, 0.4537007808685303, -0.10963309556245804, 0.0470348484814167, 0.1800295114517212, -0.32111385464668274, 0.14806731045246124, 0.47007879614830017, 0.1639547348022461, 0.03780979663133621, -0.0998346358537674, 0.2943769097328186, -0.17229439318180084, -0.2835400402545929, -0.5089412331581116, -0.38092008233070374, 0.3348415195941925, 0.012335920706391335, -0.48898959159851074, -0.08376222103834152, 0.0884215235710144, 0.10405425727367401, -0.345022588968277, 0.15109658241271973, 0.017673606052994728, 0.12235011160373688, 0.1435733288526535, 0.4001798629760742, -0.09116985648870468, 0.09144182503223419, -0.1637772172689438, 1.0041295289993286, -0.4844911992549896, 0.053589124232530594, 0.16994836926460266, 0.0011188664939254522, 0.03836483508348465, -0.011941710487008095, -0.05558276176452637, 0.260661780834198, 0.352257639169693, 0.1561039686203003, 0.05962799862027168, -0.18032221496105194, -0.13186322152614594, 0.2709464728832245, 0.3300425708293915, 0.00830758735537529, -0.3452504277229309, 0.5076594948768616, 0.23714885115623474, 0.10658419132232666, -0.18264658749103546, 0.12798082828521729, -0.7346498370170593, -0.5475415587425232, 0.2469961941242218, 0.13969692587852478, -0.29909664392471313, -0.2550458014011383, -0.37661370635032654, 0.05245963856577873, 0.1473664790391922, 0.10804598033428192, -0.20045891404151917, 0.2259759157896042, 0.16353565454483032, -0.0969136655330658, -0.23113913834095, 0.5101228952407837, -0.21900534629821777, -0.38334253430366516, 0.47193801403045654, -0.004117532167583704, -0.41452258825302124, -0.042196132242679596, 0.6069098711013794, 0.4743953347206116, 0.18697229027748108, -0.4020007848739624, 0.19704383611679077, 0.1581357717514038, -0.38755717873573303, 0.4838268756866455, 0.08299756050109863, 0.17807860672473907, 0.05673881247639656, -0.17406296730041504, -0.3918159008026123, 0.25624680519104004, 0.25845903158187866, 0.004640499595552683, -0.32877713441848755, -0.21520090103149414, 0.30650806427001953, 0.10117706656455994, 0.3174104392528534, -0.19684644043445587, -0.3081873953342438, 0.2588892877101898, 0.2891741991043091, 0.047440946102142334, -0.22594217956066132, -0.02421622909605503, -0.1274704784154892, 0.14886508882045746, 0.0112341633066535, 0.3838692605495453, 0.39503714442253113, -0.12597514688968658, -0.12644825875759125, -0.1462089717388153, 0.04385000094771385, -0.39893993735313416, -0.004438182804733515, -0.1058279499411583, -0.14635035395622253, 0.17201973497867584, 0.24168188869953156, 0.673233151435852, -0.21721163392066956, 0.008717058226466179, -0.21100832521915436, 0.21529273688793182, 0.1291443109512329, 0.3822667896747589, 0.3195253312587738, 0.009408267214894295, 0.1388930082321167, -0.12339689582586288, 0.6993239521980286, 0.4003461003303528, -0.7796752452850342, -0.749812662601471, -0.24989336729049683, -0.16281506419181824, -0.31656086444854736, -0.01673709973692894, 0.16513024270534515, -0.2654494643211365, -0.12808658182621002, -0.5495081543922424, 0.037179943174123764, 0.006480247713625431, -0.338497519493103, -0.3063124418258667, -0.3711107671260834, 0.541921079158783, 0.37301966547966003, -0.27743223309516907, 0.07489099353551865, -0.39623022079467773, 0.05174997076392174, 0.03867027536034584, -0.09013862907886505, -0.651025116443634, 0.4756997525691986, -0.3912605047225952, 0.11409271508455276, -0.07675828784704208, -0.6880858540534973, 0.4198634624481201, -0.8279201984405518, -0.8793407678604126, 0.23888052999973297, -0.392875611782074, 0.47758305072784424, 0.027721010148525238, -0.3845183849334717, 0.09103904664516449, 0.27456003427505493, -0.5424075722694397, -0.4390583038330078, -0.2884815037250519, -0.032092709094285965, 0.14879728853702545, -0.1888706386089325, -0.21051551401615143, -0.1826658695936203, 0.25462087988853455, 0.2404899001121521, -0.16348537802696228, 0.13217008113861084, -0.46660712361335754, 0.6597825884819031, -0.09600270539522171, -0.33715102076530457, -0.3691261410713196, 0.28359827399253845, 0.4028979539871216, 0.15331603586673737, -0.22754928469657898, -0.2559099495410919, 0.340914249420166, -0.12396380305290222, 0.6637284755706787, 0.08534634858369827, -0.030290504917502403, 0.5428867340087891, -0.1621667742729187, 0.13799582421779633, -0.12265802919864655, 0.20623812079429626, 0.2072204351425171, 0.11172458529472351, 0.5901455283164978, 0.2796383202075958, -0.668731153011322, -0.15964341163635254, 0.000013897988537792116, 0.08103947341442108, 0.33691373467445374, -0.16331788897514343, 0.07583508640527725, -0.6947853565216064, 0.24057011306285858, -0.2616040110588074, -0.3474216163158417, 0.39733582735061646, -0.20559869706630707, 0.5872350335121155, -0.19900041818618774, -0.11088690906763077, -0.020000554621219635, 0.4751444160938263, -0.2387549877166748, -0.13182206451892853, -0.3358127772808075, -0.2889745831489563, 0.1388148069381714, 0.08822595328092575, 0.3335244953632355, -0.04176286980509758, 0.14079870283603668, -0.1002272292971611, -0.06336630880832672, -0.12787406146526337, -0.43752604722976685, 0.14265839755535126, -0.05388256907463074, 0.34388113021850586, -0.3151061534881592, 0.6232510805130005, -0.2657201588153839, 0.7634803056716919, -0.2731122076511383, -0.28975698351860046, 0.11949170380830765, -0.33152368664741516, 0.6999832987785339, -0.02046879194676876, -0.09728462249040604, 0.23767176270484924, 0.1555146872997284, 0.9052736759185791, 0.21561479568481445, 0.4570733904838562, -0.22261422872543335, 0.16180871427059174, 0.2800319790840149, 0.2847508490085602, 0.43366891145706177, 0.5050301551818848, -0.22761858999729156, -0.3091387450695038, -0.7301160097122192, -0.043311625719070435, 0.1119765192270279, 0.025120513513684273, 0.0703839361667633, 0.11303319036960602, 0.06471142917871475, 0.395969033241272, -0.2253398597240448, 0.3921523988246918, -0.45731809735298157, 0.030876467004418373, 0.1556534320116043, 0.2937885820865631, -0.16786140203475952, 0.6392056345939636, -0.08481696248054504, 0.0373820923268795, 0.27770760655403137, -0.28487393260002136, 0.1683429777622223, 0.22461852431297302, -0.3440920114517212, 0.17099319398403168, 0.28189754486083984, 0.16581317782402039, 0.46889230608940125, -0.21805346012115479, -0.006497481372207403, 0.266379177570343, -0.19789521396160126, 0.2597804367542267, 0.33502504229545593, 0.10048189759254456, -0.5637938380241394, -0.192893847823143, -0.17914339900016785, -0.5552135705947876, -0.24185237288475037, -0.09396693855524063, -0.3681969940662384, 0.0022173775359988213, -0.027616403996944427, -0.06743065267801285, 0.10685541480779648, -0.02006736397743225, -0.3757387101650238, 0.1242026761174202, -0.15654166042804718, -0.3425474464893341, -0.08966434746980667, 0.2733258605003357, 0.1450846791267395, 0.32985347509384155, -0.3139927387237549, 0.10396415740251541, -0.43014416098594666, -0.07018943130970001, 0.10730578005313873, -0.7926880717277527, -0.13504114747047424, 0.36953258514404297, -0.35028406977653503, -0.10726884007453918, -0.11902347952127457, 0.22039808332920074, 0.14809778332710266, -0.48585113883018494, -0.6330438256263733, 0.05732930824160576, 0.2687508761882782, 0.06573957204818726, 0.009751077741384506, 0.17046459019184113, -0.4698387682437897, -0.07324042171239853, -0.3771350383758545, 0.7355557084083557, -0.03270545229315758, 0.5274691581726074, -0.5207536220550537, -0.2027498036623001, -0.2410343885421753, -0.13835524022579193, 0.1960160881280899, -0.2769816815853119, 0.3001575469970703, -0.025211112573742867 ]
Experimenting with simple data augmentation parameters to get the best results Amrit Virdee https://towardsdatascience.com/data-augmentation-experimentation-3e274504f04b
Data Augmentation Experimentation
[ 0.5373415946960449, -0.1332687884569168, -0.5213920474052429, -0.10287883132696152, 0.5403037667274475, -0.10648899525403976, 0.2784986197948456, -0.38424840569496155, 0.1467074751853943, 0.28349068760871887, 0.11618225276470184, -0.0006859886343590915, -0.10848423093557358, -0.10957092046737671, -0.37573960423469543, 0.32356205582618713, 0.5946890711784363, -0.3987778127193451, 0.0800822302699089, -0.0646839365363121, -0.21870151162147522, -0.4489865005016327, 0.4531387686729431, -0.025452246889472008, -0.16421255469322205, -0.3712894022464752, 0.7455949783325195, -0.2961031496524811, -0.5294110178947449, -0.08160851150751114, -0.24205057322978973, 0.7127347588539124, 0.2884840965270996, -0.08814163506031036, -0.4005272388458252, -0.14390014111995697, -0.3456619381904602, 0.0020881323143839836, -0.46188774704933167, -0.7226355671882629, -0.1636986881494522, -0.18200065195560455, -0.20320287346839905, 0.11622782796621323, -0.07649333029985428, -0.7946089506149292, -1.5125523805618286, 0.24222274124622345, -0.23768329620361328, 0.5479315519332886, -0.09650316834449768, 0.3490106165409088, 0.21135981380939484, -0.009068327024579048, -0.05721670016646385, 0.3076024055480957, 0.08073650300502777, -0.21061913669109344, 0.2645018994808197, -0.29323649406433105, 0.12294016033411026, 0.6103801131248474, -0.0038040904328227043, 0.1407424658536911, 0.32384705543518066, 0.37063464522361755, -0.0025775530375540257, 0.04836393892765045, 0.29136577248573303, -0.17835122346878052, -0.14435140788555145, 0.20229823887348175, -0.04412291944026947, 0.39604130387306213, 0.40793654322624207, -0.4042876958847046, 0.3819255530834198, 0.02613021805882454, 0.447136789560318, -0.15807725489139557, 0.08151384443044662, -0.20635172724723816, -0.19738775491714478, 0.014732067473232746, 0.06747476011514664, -0.3892001807689667, 0.015631258487701416, -0.14066582918167114, -0.8776811957359314, 0.023769332095980644, -0.2234308421611786, -0.6704737544059753, 0.009955358691513538, 0.18595057725906372, 0.2824822664260864, 0.47387197613716125, 0.3871883153915405, -0.14677925407886505, -0.3611967861652374, 0.18096928298473358, -0.2880842089653015, 0.23834720253944397, -0.3408094644546509, -0.21693164110183716, -0.08610469102859497, 0.10262385755777359, -0.2972879111766815, -0.46146342158317566, -0.7628005743026733, 0.10125450044870377, -0.711927056312561, 0.3371739387512207, 0.13752280175685883, 0.16861802339553833, -0.6710643172264099, 0.6049771308898926, 0.36541807651519775, -0.05305539444088936, -0.7781582474708557, 0.0993519201874733, -0.1299058496952057, 0.8102642297744751, 0.17566362023353577, 0.10304185748100281, -0.24118056893348694, 0.10565648227930069, 0.20920464396476746, 0.2698790729045868, 0.2828419804573059, 0.6472529172897339, 0.48224738240242004, 0.12344931066036224, -0.01805737055838108, -0.46949777007102966, -0.11089988797903061, -0.36367979645729065, 0.27530813217163086, -0.48041945695877075, 0.014114569872617722, 0.5093812942504883, 0.10911272466182709, -0.03641742840409279, -0.10168776661157608, 0.20372653007507324, -0.12308382987976074, 0.3146200180053711, -0.21264387667179108, 0.9132731556892395, -0.6247162818908691, 0.08646846562623978, -0.06603727489709854, 0.30367305874824524, -0.7609490752220154, -0.3252589702606201, 0.3214726746082306, 0.5008750557899475, -0.4861643612384796, 0.032104723155498505, 0.19895482063293457, 0.2861689031124115, -0.010052580386400223, 0.0867314413189888, -0.07194997370243073, -0.367800235748291, 0.6806619763374329, 0.10745441168546677, 0.32902026176452637, 0.15447428822517395, -0.3983350098133087, -0.06446058303117752, -0.07683482021093369, -0.24164655804634094, -0.1523294597864151, -0.5093041062355042, -0.0070884982123970985, -0.041285596787929535, 0.013412732630968094, -0.10656385868787766, 0.07896408438682556, 0.5248926877975464, -0.541059136390686, 0.057852525264024734, 0.07643329352140427, 0.2282140552997589, 0.2188127040863037, -0.4146427810192108, 0.2577004134654999, 0.29776760935783386, -0.08602526783943176, 0.2557876408100128, -0.23336513340473175, 0.027917005121707916, 0.3627417981624603, -0.6257516741752625, 0.6119354963302612, 0.24828878045082092, -0.1202639639377594, 0.5977592468261719, 0.31888940930366516, 0.06736333668231964, -0.04533772170543671, 0.007027058396488428, 0.20873486995697021, 0.30522602796554565, -0.18565498292446136, 0.015473081730306149, 0.3175305426120758, -0.6107875108718872, 0.2438356727361679, 0.4451211988925934, 0.39800941944122314, 0.3706461489200592, 0.2536309063434601, -0.516156017780304, -0.40896356105804443, 0.09175996482372284, 0.29846280813217163, 0.1565861701965332, -0.09818732738494873, 0.32577961683273315, 0.3564367890357971, -0.3155187666416168, -0.1573897898197174, 0.4824731945991516, 0.26129359006881714, 0.7850501537322998, 0.47242051362991333, 0.09662051498889923, 0.21928970515727997, -0.05773366242647171, -0.4703752398490906, -0.3275681138038635, 0.41932907700538635, -0.08100108057260513, -0.1347392052412033, 0.27763137221336365, -0.1775350123643875, 0.3894248604774475, 0.25053825974464417, 0.005549346096813679, -0.05410986766219139, 0.6486675143241882, -0.45636025071144104, 0.5586754679679871, -0.03133023530244827, 0.3542430102825165, -0.4456499516963959, 0.5175176858901978, -0.6613127589225769, -0.1364196091890335, 0.2900213599205017, 0.5103656053543091, 0.11420071125030518, -0.34105098247528076, -0.02926965244114399, 0.14537231624126434, -0.5807278156280518, -0.359906941652298, 0.002898021135479212, 0.574087381362915, -0.35082030296325684, 0.2179383635520935, 0.24146021902561188, 0.0536259226500988, 0.01490862388163805, -0.45750632882118225, -0.08678802847862244, -0.7717358469963074, 0.1705976277589798, 0.42294517159461975, 0.048619307577610016, 0.1560809463262558, -0.24332468211650848, 0.21233539283275604, -0.17215153574943542, -0.5910649299621582, 0.04531652107834816, 0.17894074320793152, -0.17018480598926544, -0.10502707958221436, 0.40789276361465454, 0.3365248739719391, -0.07974979281425476, 0.16687269508838654, -0.15504972636699677, -0.3268168568611145, -0.29435107111930847, 0.04911242052912712, -0.048108600080013275, -0.1708880066871643, 0.17652413249015808, 0.6836780905723572, -0.013117865659296513, -0.3045293390750885, -0.4642607569694519, -0.20320367813110352, 0.08764873445034027, -0.16008156538009644, 0.06515789031982422, 0.029295798391103745, -0.37901410460472107, 0.1991351991891861, 0.37403765320777893, -0.2500973045825958, 0.043939605355262756, 0.012071758508682251, 0.02221832051873207, -0.3187369704246521, -6.200953960418701, 0.0645073875784874, -0.47393813729286194, 0.10215048491954803, -0.48870348930358887, 0.04435933008790016, 0.34302207827568054, 0.06343059241771698, 0.1157994270324707, -0.25003746151924133, -0.7443485260009766, -0.23770484328269958, 0.3273879289627075, 0.5229269862174988, -0.027558371424674988, 0.19470399618148804, 0.3209339380264282, 0.18581025302410126, 0.46964892745018005, 0.8464157581329346, -0.12386482954025269, 0.2229599505662918, -0.3265378475189209, 0.5186951160430908, 0.6881318688392639, -0.8526961207389832, -0.6564162373542786, 0.5933313965797424, -0.40055209398269653, -0.011242582462728024, 0.31523701548576355, -0.18120411038398743, -0.6262975931167603, -0.15050587058067322, -0.36964917182922363, 0.6800441741943359, -0.06705254316329956, 0.19645479321479797, 0.814081072807312, -0.28726059198379517, 0.1437094658613205, -0.4710083305835724, 0.031036222353577614, -0.2483285516500473, -0.01558770053088665, -0.17295651137828827, 0.03327004611492157, 0.5622400045394897, 0.25858476758003235, -0.09427124261856079, 0.2653728723526001, 0.021621044725179672, 0.46928825974464417, -0.12040161341428757, -0.10275323688983917, -0.903501570224762, -0.009084051474928856, 0.2337343841791153, -0.32348135113716125, 0.057222846895456314, 0.09040484577417374, -0.5917381048202515, -0.4077458083629608, -0.8083170652389526, -0.5346349477767944, -0.1589154452085495, 0.009904162026941776, -0.6207824945449829, 0.05249374359846115, 0.3443097472190857, -0.7369094491004944, 0.5016136765480042, 0.019949551671743393, -0.765189528465271, 0.21679870784282684, -0.40507689118385315, -0.3938744068145752, 0.06398101896047592, -0.11141672730445862, 0.03096468560397625, -0.8171228170394897, -0.48262619972229004, -0.2931381165981293, 0.6997057795524597, 0.291683554649353, 0.0691220685839653, -0.15953202545642853, 0.23209218680858612, -0.5718828439712524, 0.2561589479446411, 0.2552109956741333, -0.09288404881954193, 0.054888539016246796, -0.1421482264995575, 0.2704845666885376, -0.14089708030223846, 0.20928306877613068, 0.5255391597747803, -0.06251100450754166, -0.4624382555484772, 0.49968183040618896, -0.06053488329052925, -0.33261844515800476, -0.5043196082115173, -0.6487136483192444, -0.1371184140443802, -0.4125467538833618, -0.36988312005996704, 0.4933156371116638, -0.13015803694725037, -0.009376873262226582, 0.18176257610321045, -0.48692208528518677, 0.13990607857704163, 0.20370177924633026, -0.007963399402797222, -0.49297723174095154, 0.12190517038106918, 0.6977394223213196, 0.03630737587809563, 0.018834684044122696, -0.40745460987091064, -0.5095584392547607, 0.2203512191772461, 0.5355678796768188, -0.09517963230609894, 0.1423490047454834, 0.2047768533229828, 0.1856064796447754, 0.02595420368015766, 0.28182220458984375, 0.07506084442138672, -0.5809985995292664, 0.11067797243595123, -0.0575207956135273, 0.17921938002109528, -0.220698282122612, 0.2878212332725525, 0.3977357745170593, -0.44883590936660767, 0.034513719379901886, -0.2129489928483963, 0.734259307384491, 0.23551423847675323, 0.20350931584835052, 0.24106168746948242, 0.40859705209732056, -0.03320212662220001, -0.03968321159482002, 0.26118239760398865, 0.33969026803970337, 0.02249927632510662, -0.09840691089630127, -0.08980441838502884, -0.08485278487205505, 0.08801620453596115, 0.2666599154472351, -0.36717066168785095, 0.5223390460014343, 0.22222982347011566, -0.29910627007484436, -0.6191521286964417, -0.3942449390888214, -0.15426795184612274, 0.13174256682395935, 0.6002781391143799, -0.5029798150062561, -0.3182850480079651, -0.23423703014850616, 0.11965993046760559, -0.19192057847976685, -0.37983933091163635, 0.098004050552845, -0.2115674614906311, 0.25437965989112854, -0.07077863067388535, 0.3035276532173157, 0.010387575253844261, -0.2519198954105377, 0.6083027720451355, 0.023141182959079742, -0.6414018869400024, -0.14245642721652985, 0.7699329257011414, 0.6114804148674011, -0.14729759097099304, -0.004058118909597397, -0.02344033122062683, -0.2749923765659332, 0.08623703569173813, 0.1402977555990219, 0.48511865735054016, 0.4374370276927948, 0.10913612693548203, -0.09478525072336197, -0.5248270034790039, -0.2851925790309906, 0.4242395758628845, -0.12317594885826111, -0.5118573307991028, 0.2238248735666275, -0.06015058606863022, 0.21583859622478485, 0.44446924328804016, 0.4485286772251129, 0.053260140120983124, -0.33635562658309937, -0.05050494149327278, -0.07758662849664688, 0.0728580504655838, -0.1969505250453949, -0.8362013101577759, 0.2844352424144745, 0.004071355797350407, 0.22887159883975983, 0.2957531809806824, -0.4286418557167053, -0.31281402707099915, -0.2004382312297821, 0.3099863529205322, 0.1731458455324173, -0.08262097090482712, -0.18889713287353516, -0.5186082720756531, -0.025146376341581345, -0.41350501775741577, 0.549249529838562, -0.363191157579422, -0.17862434685230255, 0.2037489414215088, -0.09381194412708282, -0.0020516901277005672, 0.299911767244339, 0.054719820618629456, -0.631892740726471, -0.3858100175857544, 0.07724294811487198, 0.9274096488952637, -0.04028645157814026, -0.9119768738746643, -0.29707038402557373, -0.3439705967903137, -0.10608933866024017, -0.3741051256656647, -0.3652801215648651, 0.18178753554821014, -0.06818558275699615, -0.08577045053243637, -0.40338966250419617, 0.5241334438323975, 0.014489132910966873, 0.0482461117208004, -0.5954623818397522, 0.024653220549225807, 0.9497851133346558, 0.009562714956700802, 0.008602214977145195, -0.0005428887088783085, -0.2136789858341217, 0.07220950722694397, 0.5383833646774292, -0.0892137885093689, -0.66273432970047, 0.3563396632671356, -0.28513801097869873, -0.08587583899497986, 0.14826850593090057, -0.336445152759552, 0.4723926782608032, -0.5969864130020142, -0.5740489363670349, -0.4744408428668976, -0.26504167914390564, 0.5177151560783386, -0.2404995858669281, -0.1804240345954895, 0.04562060534954071, 0.027437107637524605, -0.17971043288707733, -0.5511776804924011, 0.17300096154212952, 0.17007707059383392, 0.5377554893493652, -0.06665507704019547, -0.11150416731834412, -0.1885676085948944, -0.13267868757247925, -0.15791429579257965, -0.32978907227516174, -0.0298224575817585, -0.15761984884738922, -0.18364502489566803, -0.23108060657978058, -0.025899657979607582, 0.14261920750141144, 0.38459551334381104, 0.33776095509529114, 0.1352090835571289, -0.5388194918632507, -0.47701799869537354, 0.1529935598373413, 0.6216152310371399, 1.104048252105713, -0.473733514547348, -0.2655293345451355, 0.7777730226516724, 0.4060399532318115, 0.029123060405254364, -0.19987384974956512, 0.030450332909822464, 0.4890829622745514, 0.12810923159122467, 0.4966975748538971, 0.4419430196285248, -0.5354673862457275, -0.183399498462677, -0.47518593072891235, 0.4111235439777374, 0.006173858884721994, 0.34392398595809937, 0.19851261377334595, -0.6478291749954224, 0.5272178649902344, -0.5561683177947998, -0.1444375365972519, 0.4041856527328491, 0.13347695767879486, -0.30955180525779724, 0.07329196482896805, 0.8674373626708984, -0.10542566329240799, 0.207628533244133, 0.10157731920480728, 0.3453926742076874, -0.26685264706611633, 0.14259286224842072, -0.2880854904651642, 0.28980398178100586, 0.15851671993732452, -0.08975271135568619, 0.2009304016828537, 0.09651824086904526, 0.029171960428357124, 0.10943642258644104, 0.009229701943695545, 0.210832878947258, 0.3518333435058594, 0.5448075532913208, -0.05653221160173416, 0.45620009303092957, 0.1135028749704361, -0.07239516824483871, 0.41343486309051514, -0.48287954926490784, -0.1311645358800888, -0.3374713659286499, 0.5930648446083069, -0.12553516030311584, 0.18623611330986023, 0.23023511469364166, 0.37858515977859497, 0.1851826310157776, 0.07553587853908539, 0.07535194605588913, 0.8336300849914551, -0.16063444316387177, 0.48627665638923645, -0.04879326373338699, 0.4056169092655182, 0.4661758244037628, 0.2607106566429138, -0.48582354187965393, -0.036957357078790665, 0.14504040777683258, 0.17576588690280914, -0.3277134299278259, 0.2556037902832031, -0.5006495714187622, -0.06144075095653534, 0.28468555212020874, -0.11570393294095993, -0.03830224648118019, -0.488259494304657, 0.025080859661102295, -0.1546926647424698, 0.1652042418718338, -0.05017049238085747, 0.6382124423980713, -0.5859159827232361, -0.06985890120267868, -0.06143003702163696, -0.10934491455554962, 0.31317493319511414, 0.1443302035331726, -0.35539042949676514, -0.19914011657238007, 0.2357134222984314, -0.12459367513656616, 0.6980642080307007, 0.05516999214887619, 0.015826743096113205, 0.02619551122188568, 0.089632049202919, -0.42994144558906555, -0.09927625209093094, 0.3553745448589325, -0.47246053814888, -0.14413034915924072, -0.2491682767868042, 0.21380111575126648, 0.030910830944776535, 0.14733649790287018, -0.23093856871128082, 0.06788885593414307, -0.15973715484142303, 0.23841062188148499, 0.06790941953659058, -0.34426751732826233, -0.40985584259033203, -0.27961885929107666, 0.07108437269926071, 0.06606262922286987, -0.1827576458454132, 0.2264581322669983, -0.6226333975791931, -0.07420516759157181, -0.37586498260498047, 0.1847841590642929, -0.2442755252122879, 0.3600856363773346, -0.06242670118808746, -0.2724231481552124, -0.08685384690761566, 0.2049257755279541, -0.34444087743759155, -0.5569591522216797, -0.04163651913404465, -0.016771908849477768, -0.05732112377882004, 0.2514919340610504, -0.4751843512058258, 0.06629779934883118, 0.026432182639837265, 0.646497905254364, -0.39610081911087036, 0.01924867369234562, 0.0028925943188369274, 0.06685689836740494, -0.46704575419425964, 0.28468647599220276, 0.020305072888731956, 0.735892653465271, -0.10269289463758469, -0.35128578543663025, -0.08988787233829498, 0.20279327034950256, 0.2511632442474365, -0.5045813322067261, -0.1321263611316681, -0.3075563311576843 ]
Lets talk about tables, trees and graphs Maxim Zaks https://towardsdatascience.com/data-comes-in-different-shapes-and-sizes-ac5b411456c4
Data comes in different shapes and sizes
[ -0.21348905563354492, -0.062075309455394745, 0.23424535989761353, 0.42667123675346375, 0.25221386551856995, 0.2963635325431824, -0.3707689046859741, -0.014237994328141212, -0.30086296796798706, -0.20960044860839844, -0.2648145854473114, -0.22351951897144318, -0.08943957090377808, 0.3323711156845093, 0.07052142173051834, 0.19187778234481812, -0.07399612665176392, 0.2777092456817627, -0.17902648448944092, 0.23838432133197784, -0.060032907873392105, -0.5982509851455688, 0.8920713663101196, -0.4657612442970276, -0.15371860563755035, -0.054981380701065063, 0.3301028609275818, 0.03685544431209564, -0.32259267568588257, 0.2915900647640228, -0.3267297148704529, 0.41791263222694397, 0.06153254583477974, -0.06187942996621132, -0.3216210901737213, -0.5099849700927734, -0.504011869430542, -0.13711464405059814, -0.5208480358123779, -0.46383941173553467, -0.23517613112926483, 0.2649542987346649, -0.10259474068880081, 0.4811909794807434, 0.11149682849645615, -0.5603495240211487, -1.378114104270935, -0.08390311151742935, -0.6813249588012695, -0.17313839495182037, -0.23676474392414093, 0.09268982708454132, 0.25404077768325806, 0.27905115485191345, -0.2571796774864197, -0.12603405117988586, 0.05826302990317345, -0.048556022346019745, 0.09799153357744217, 0.19859081506729126, -0.007337985560297966, 0.09413924068212509, 0.0925164446234703, 0.05133511871099472, 0.6078607439994812, 0.2432582974433899, 0.2451791614294052, -0.07763279229402542, -0.14827027916908264, 0.2766178846359253, -0.013052909635007381, -0.062223758548498154, -0.25177374482154846, 0.32324135303497314, -0.0785975307226181, 0.2023821473121643, 0.009347048588097095, 0.28900983929634094, 0.36530670523643494, -0.1005486473441124, -0.12489691376686096, -0.15087607502937317, 0.2672223448753357, 0.20438356697559357, -0.04151323437690735, 0.0480131171643734, -0.010364475660026073, -0.20059283077716827, -0.49096035957336426, 0.3560711443424225, -0.1669943779706955, -0.22577424347400665, 0.4934924840927124, 0.14735671877861023, 0.21307022869586945, -0.23209165036678314, -0.0676216185092926, 0.14867724478244781, -0.2532026469707489, 0.5272064208984375, -0.3965097963809967, 0.21475602686405182, -0.06948370486497879, -0.35389718413352966, 0.11551468819379807, 0.07497400790452957, -0.5815848112106323, -0.08984222263097763, -0.0035690718796104193, 0.4801320433616638, -0.5430141091346741, 0.07616095244884491, 0.18983961641788483, 0.10725536197423935, -0.3413598835468292, 0.4470398426055908, 0.707694947719574, 0.18975357711315155, -0.05700584501028061, -0.09620795398950577, 0.05504398047924042, 0.7982208728790283, 0.5427268743515015, -0.3268182575702667, 0.3488287925720215, 0.0005238059093244374, 0.24706023931503296, 0.3475404381752014, 0.4329753816127777, 0.657341480255127, 0.04701720550656319, 0.17030543088912964, 0.14774689078330994, -0.20689740777015686, 0.1800813525915146, -0.6325572729110718, -0.3367363214492798, -0.13238969445228577, 0.3759886622428894, -0.11287418752908707, 0.19302327930927277, 0.14806164801120758, -0.2148260474205017, 0.07837606966495514, 0.31491702795028687, -0.01984049752354622, -0.09269006550312042, 0.1555091142654419, -0.26198309659957886, 0.12035713344812393, 0.03961722180247307, 0.2844262421131134, -0.44598323106765747, -0.07875204086303711, -0.02508801780641079, 0.24324114620685577, -0.2066778540611267, -0.0863618478178978, 0.08731374144554138, 0.3606824278831482, 0.1442500799894333, 0.40353915095329285, -0.12350453436374664, -0.4654921591281891, 0.44769927859306335, -0.4359377324581146, 0.2192104607820511, 0.35670438408851624, -0.22907136380672455, 0.3261789381504059, -0.09859365224838257, 0.15838837623596191, 0.24171224236488342, -0.0549214668571949, 0.09320193529129028, -0.0015578826423734426, 0.08213131874799728, -0.12003812193870544, 0.29047250747680664, -0.14356237649917603, -0.37907302379608154, 0.06849264353513718, 0.3165828287601471, -0.046546872705221176, 0.4052732288837433, -0.09758716821670532, 0.46758419275283813, 0.3525316119194031, 0.531842052936554, -0.10442506521940231, -0.19588789343833923, -0.14079353213310242, 0.2141779214143753, -0.5601562857627869, 0.17131349444389343, 0.08407778292894363, -0.31021344661712646, 0.2666574716567993, 0.1070229560136795, 0.02174273692071438, -0.23966792225837708, -0.17201553285121918, 0.13352273404598236, 0.059182021766901016, -0.16833914816379547, -0.22218255698680878, 0.06425336748361588, -0.05979794263839722, 0.1902541071176529, 0.17797918617725372, 0.15828803181648254, -0.058901071548461914, 0.26133304834365845, -0.76658695936203, -0.05447980761528015, -0.29992908239364624, 0.05834164842963219, 0.1743064671754837, 0.04010536149144173, 0.6025390028953552, 0.8212804794311523, -0.18834595382213593, -0.022099066525697708, 0.289335697889328, -0.021858684718608856, 0.3765077292919159, 0.4985988438129425, 0.1283872276544571, 0.41819238662719727, -0.10205040127038956, -0.1796109974384308, -0.3318731486797333, 0.3179228603839874, -0.6541215777397156, -0.034614767879247665, 0.002459523268043995, -0.10651835799217224, 0.15971426665782928, 0.4513311982154846, -0.08363897353410721, 0.10951589792966843, 0.17558620870113373, 0.17049981653690338, 0.11808731406927109, 0.22375404834747314, -0.05076158419251442, -0.1796981394290924, -0.20536939799785614, -0.2925941050052643, 0.02089570090174675, 0.044544633477926254, 0.30308404564857483, -0.019674522802233696, -0.06737719476222992, -0.23234784603118896, 0.4064505994319916, -0.15298892557621002, -0.5693820714950562, -0.10823974013328552, 0.7565221786499023, -0.33645689487457275, 0.21869437396526337, -0.29852551221847534, 0.15674711763858795, 0.10826153308153152, -0.5691227912902832, -0.16428276896476746, -0.4626239538192749, 0.1924183964729309, 0.06235295161604881, 0.5851192474365234, -0.00398621428757906, -0.2061462700366974, -0.023403210565447807, 0.4674999713897705, -0.9138487577438354, 0.3806019425392151, -0.016375696286559105, -0.40500232577323914, -0.4913730025291443, 0.25264501571655273, 0.5899199843406677, 0.4286707937717438, 0.09133675694465637, -0.29294878244400024, -0.44327905774116516, -0.014839227311313152, 0.232804536819458, 0.08854441344738007, -0.12808245420455933, -0.15301091969013214, 0.2741360068321228, -0.36800581216812134, -0.37036535143852234, 0.03950173407793045, 0.36016157269477844, -0.19492536783218384, -0.46314316987991333, -0.2676386833190918, -0.17859093844890594, -0.5407975316047668, 0.21237319707870483, 0.1970038115978241, -0.3698175251483917, -0.1872735172510147, 0.1375579684972763, -0.3074570596218109, 0.002307167975232005, -6.404664039611816, 0.004776162561029196, -0.8133107423782349, -0.33941730856895447, -0.4427022337913513, -0.4630380868911743, 0.518348753452301, 0.03467440605163574, -0.22294215857982635, -0.2298966497182846, -0.5516172647476196, -0.18807227909564972, -0.050022758543491364, 0.6376283764839172, 0.3763824701309204, 0.7944151759147644, 0.3999471664428711, 0.024710331112146378, 0.5041829943656921, 0.7017227411270142, -0.15907493233680725, -0.26414382457733154, -0.12036814540624619, 0.17851899564266205, 0.5124127864837646, -0.356683611869812, -0.32193416357040405, 0.44740092754364014, -0.5999583601951599, -0.32492634654045105, 0.17630831897258759, -0.07228966802358627, -0.880730152130127, 0.09509224444627762, -0.14409439265727997, -0.0830855518579483, -0.16299141943454742, 0.22542308270931244, 0.24665549397468567, -0.3111957609653473, 0.4051409661769867, 0.43829384446144104, 0.1769515573978424, -0.20013652741909027, 0.5817397236824036, -0.17103876173496246, -0.09570420533418655, 0.3462231755256653, -0.21122068166732788, 0.22783614695072174, 0.42592790722846985, -0.09095241129398346, 0.43397170305252075, -0.09479962289333344, -0.17978617548942566, -0.4947885274887085, 0.7408651113510132, 0.3913929760456085, -0.28633153438568115, 0.4967544972896576, 0.2484663426876068, -0.0898790955543518, 0.32768136262893677, -0.6810754537582397, -0.20454563200473785, -0.18206381797790527, -0.688835620880127, -0.33026960492134094, -0.19412748515605927, 0.3805541694164276, -0.755515456199646, -0.08077610284090042, -0.5332276821136475, -0.6525207757949829, 0.5541213750839233, -0.2084735780954361, 0.20205141603946686, -0.18820945918560028, 0.24645687639713287, 0.098652683198452, -0.4847182035446167, -0.9189565777778625, -0.02193710207939148, 0.513666570186615, -0.04672756791114807, -0.31008481979370117, -0.026755450293421745, 0.13758419454097748, -0.33905407786369324, 0.06435379385948181, 0.39004945755004883, -0.34366825222969055, 0.6052888035774231, -0.05201033130288124, 0.4585907757282257, -0.49251431226730347, 0.3520750105381012, 0.1034780964255333, 0.003831194480881095, -0.1978529393672943, 0.10909318178892136, -0.3091816306114197, -0.7305415272712708, -0.6286726593971252, 0.0012451125076040626, 0.1679127812385559, -0.10118800401687622, 0.013837195932865143, 0.6729529500007629, 0.04149193689227104, -0.0803995355963707, 0.24059215188026428, -0.5691272616386414, -0.3008618652820587, 0.2882831394672394, 0.017388993874192238, -0.287431001663208, 0.08113287389278412, 0.2953405976295471, 0.013821146450936794, -0.4277532994747162, 0.014516950584948063, -0.22601763904094696, 0.2308856099843979, 0.3286866545677185, -0.5365018248558044, 0.14502719044685364, 0.08994247764348984, 0.14182911813259125, -0.029702739790081978, 0.3279007077217102, 0.290353924036026, 0.0312790609896183, -0.2629864811897278, 0.260378897190094, 0.19740910828113556, 0.282631516456604, 0.007002778351306915, 0.31060346961021423, -0.8848618865013123, 0.3208017945289612, 0.2618837356567383, 0.31078216433525085, 0.16663385927677155, 0.4271652102470398, 0.060158006846904755, 0.33479270339012146, 0.6243448257446289, -0.31183651089668274, 0.08740168809890747, -0.08863448351621628, -0.3950203061103821, 0.3316818177700043, 0.3328516483306885, -0.04094646871089935, -0.1219206154346466, 0.19854134321212769, 0.06923940777778625, 0.25974181294441223, -0.4003050923347473, 0.17394095659255981, -0.4202515780925751, -0.6730459332466125, -0.03578846529126167, 0.21066933870315552, -0.12547153234481812, -0.23699940741062164, 0.10061632096767426, 0.2477596551179886, 0.3252836763858795, 0.22705163061618805, -0.05300779640674591, -0.4717805087566376, -0.1900445967912674, -0.18139900267124176, -0.24559858441352844, 0.5583967566490173, -0.321393758058548, -0.35284972190856934, 0.21305038034915924, -0.07380042970180511, -0.07571874558925629, -0.17704734206199646, 0.5487244129180908, 0.40338701009750366, 0.2799651026725769, -0.333362340927124, 0.5330689549446106, -0.029078008607029915, -0.4637637138366699, 0.0033929389901459217, -0.06212867051362991, -0.05532693490386009, -0.15141011774539948, -0.09642931818962097, -0.43249595165252686, 0.658596932888031, 0.17430073022842407, -0.4371213912963867, -0.39890602231025696, -0.21859270334243774, 0.10865996032953262, -0.18127579987049103, 0.42485928535461426, 0.08624035120010376, -0.16951973736286163, 0.5310928821563721, 0.17733217775821686, -0.09649951010942459, -0.1948992758989334, -0.16052819788455963, -0.16650664806365967, -0.3447553217411041, -0.025088714435696602, 0.07930612564086914, 0.28147274255752563, 0.008889579214155674, -0.0751982107758522, -0.17991024255752563, -0.25740668177604675, -0.025155484676361084, -0.43573611974716187, 0.07644352316856384, -0.08346002548933029, 0.06129077821969986, 0.15916505455970764, 0.7836146950721741, -0.08521006256341934, 0.286103218793869, 0.041134849190711975, 0.19553379714488983, -0.21732774376869202, 0.07468018680810928, 0.13208843767642975, -0.07584251463413239, 0.06040497496724129, -0.5302447080612183, 0.6492307782173157, -0.2858283817768097, -0.3593232035636902, -0.9620503187179565, -0.03269924968481064, -0.3358854055404663, -0.03374485671520233, 0.20519638061523438, 0.17704230546951294, -0.4933023750782013, 0.11534857749938965, -0.4799235165119171, 0.06501046568155289, -0.03791461139917374, -0.316040962934494, -0.528011679649353, 0.11852379143238068, 0.7500012516975403, 0.513987123966217, -0.1790531426668167, -0.2033720314502716, -0.06665819138288498, 0.5039570331573486, -0.225677952170372, -0.04615691676735878, -0.09501494467258453, 0.7530725002288818, -0.18443705141544342, 0.36467036604881287, -0.2051604688167572, -0.36535850167274475, 0.07671364396810532, -0.5516474843025208, -0.7787572145462036, 0.07455030828714371, -0.1163003072142601, 0.6443548202514648, -0.37477588653564453, -0.2793874740600586, 0.06560610979795456, 0.14063282310962677, -0.39405155181884766, -0.41781535744667053, -0.5776165127754211, -0.20993968844413757, 0.5579429864883423, 0.07614143192768097, -0.1573336273431778, 0.0780462846159935, -0.18083418905735016, 0.3108316957950592, -0.22030822932720184, 0.32981234788894653, -0.46758878231048584, 0.43457990884780884, -0.41302695870399475, -0.15327699482440948, -0.15498387813568115, 0.03523143008351326, 0.6478989124298096, -0.09086854010820389, 0.028978606685996056, 0.03418195620179176, 0.24838683009147644, 0.5121785998344421, 1.1117788553237915, 0.03109787590801716, 0.23125605285167694, 0.7275425791740417, -0.19244439899921417, -0.04176562279462814, 0.04931746423244476, -0.08986353129148483, -0.06852851063013077, 0.06410828232765198, 0.5321212410926819, 0.5978846549987793, -0.4278506338596344, -0.23543499410152435, 0.17239315807819366, 0.3710560202598572, 0.37125861644744873, -0.033147092908620834, -0.07831965386867523, -0.29265791177749634, 0.264372855424881, -0.4126642942428589, -0.4281921684741974, 0.6125608682632446, -0.02103579416871071, 0.02578677423298359, -0.14402498304843903, 0.46729326248168945, 0.2015019953250885, 0.6047345995903015, -0.5262793898582458, 0.1526901125907898, -0.12226992100477219, -0.22883383929729462, -0.3672661781311035, 0.02594911865890026, 0.13827380537986755, -0.07912155985832214, 0.3371421694755554, 0.04057339206337929, 0.02365437150001526, 0.17467612028121948, -0.36136114597320557, 0.0965881273150444, -0.194844588637352, 0.4743461310863495, -0.2810046672821045, 0.45665597915649414, -0.18095746636390686, 0.26898056268692017, 0.3040316104888916, -0.607323944568634, -0.5947923064231873, -0.21239300072193146, 0.42199328541755676, -0.046266134828329086, 0.007488926872611046, 0.06371869146823883, 0.055123165249824524, 0.4050728380680084, 0.21022973954677582, -0.09093430638313293, -0.34612420201301575, 0.0924464762210846, 0.4382480978965759, 0.08436376601457596, 0.15980124473571777, 0.2085343897342682, -0.10055848211050034, 0.2790719270706177, -0.3493811786174774, 0.3003728687763214, -0.2371681183576584, 0.05297911539673805, -0.0049467976205050945, -0.2422686666250229, -0.022789297625422478, 0.32973262667655945, 0.06620270013809204, 0.29127606749534607, -0.6103225350379944, 0.06298340857028961, -0.025255972519516945, -0.2627871334552765, 0.02974472939968109, 0.5830081105232239, -0.1417965143918991, -0.0738714337348938, -0.09118155390024185, -0.04045991227030754, 0.19994251430034637, -0.006873582024127245, -0.18534865975379944, -0.11132016777992249, -0.3418186902999878, 0.32671037316322327, 0.4035165309906006, -0.0704413428902626, 0.007353275083005428, -0.08812271058559418, -0.051494963467121124, 0.3003249168395996, 0.25955456495285034, 0.10583273321390152, -0.16661274433135986, -0.20863907039165497, -0.40234822034835815, 0.19929951429367065, 0.20044749975204468, -0.3800797164440155, -0.2691628038883209, 0.16792434453964233, -0.08504793792963028, 0.010508698411285877, 0.2593926191329956, 0.19127345085144043, -0.4625045657157898, -0.2519245147705078, 0.11117929965257645, -0.7816367745399475, 0.12555909156799316, 0.04556283354759216, 0.2907419204711914, 0.33107054233551025, -0.14583982527256012, 0.06436807662248611, -0.3629119098186493, 0.04294329136610031, 0.09386040270328522, -0.37075603008270264, -0.11201675981283188, 0.5421618223190308, -0.570158839225769, 0.20566722750663757, 0.14678940176963806, 0.10723721235990524, 0.01847979985177517, -0.05676194280385971, -0.45648545026779175, -0.3908415138721466, -0.18020200729370117, 0.272071897983551, -0.11546729505062103, 0.45008644461631775, -0.6290698647499084, -0.028267374262213707, -0.8788250088691711, 0.5649906992912292, 0.0019986031111329794, 0.11749719083309174, -0.38422441482543945, -0.19491952657699585, -0.3313986659049988, 0.18733273446559906, 0.008134356699883938, -0.5466148853302002, 0.07421392947435379, 0.06058308482170105 ]
Wield Data Correlation properly to Soham Chatterjee https://towardsdatascience.com/data-correlation-can-make-or-break-your-machine-learning-project-82ee11039cc9
Data Correlation can make or break your Machine Learning Project
[ 0.37567493319511414, -0.2497675120830536, -0.18654073774814606, 0.3317961096763611, 0.48616161942481995, -0.2003311961889267, -0.1400279849767685, 0.06625884771347046, 0.07433004677295685, 0.45728620886802673, -0.05663299188017845, -0.1432795375585556, -0.10273639112710953, -0.25553879141807556, -0.18641717731952667, 0.11614423245191574, -0.015553752891719341, -0.3085600435733795, 0.04375085234642029, 0.036061085760593414, -0.24990423023700714, -0.3918003737926483, 0.44676831364631653, 0.048038285225629807, 0.08096210658550262, -0.1767512410879135, 0.33380329608917236, -0.17748384177684784, -0.2822571396827698, 0.0442582406103611, 0.18417014181613922, 0.48944494128227234, 0.3898654282093048, 0.05023017153143883, -0.48731085658073425, -0.026096513494849205, -0.43425416946411133, 0.07550135254859924, 0.05324777960777283, -0.22169511020183563, -0.14088690280914307, -0.06410470604896545, -0.480538010597229, 0.12186349183320999, 0.03537554666399956, -0.42523205280303955, -1.3495694398880005, 0.47282809019088745, -0.44956421852111816, 0.17166617512702942, -0.3583396375179291, 0.5249710083007812, 0.4615296423435211, 0.1849168837070465, -0.17583005130290985, 0.1365736424922943, 0.03917909786105156, -0.42280876636505127, -0.09155046939849854, -0.07985672354698181, 0.27592459321022034, 0.36928150057792664, -0.06381171941757202, -0.13423427939414978, 0.43606388568878174, 0.04685482382774353, 0.2457570731639862, 0.3420836627483368, -0.16974440217018127, 0.32626521587371826, -0.32645145058631897, 0.2738831639289856, -0.019365236163139343, 0.20908991992473602, 0.20700545608997345, -0.22858580946922302, 0.5564472675323486, 0.11909299343824387, 0.7600660920143127, 0.023393617942929268, -0.09559278935194016, -0.24835465848445892, 0.25156843662261963, 0.19060589373111725, 0.21866931021213531, -0.0420478917658329, -0.33859673142433167, 0.022578546777367592, -0.6226369142532349, -0.18275898694992065, -0.6956761479377747, -0.3223181664943695, 0.034113943576812744, 0.18565982580184937, 0.3941959738731384, 0.5131915807723999, 0.5877347588539124, 0.17729681730270386, -0.2934420704841614, 0.3091147243976593, -0.07225611060857773, 0.043845873326063156, -0.12616431713104248, -0.03343098238110542, -0.11907350271940231, 0.22859826683998108, -0.13477440178394318, -0.0107386140152812, -0.5319163203239441, 0.3712315261363983, -0.1642339825630188, 0.32626771926879883, 0.041682012379169464, 0.23135653138160706, -0.22420011460781097, 0.4628352224826813, 0.34911301732063293, 0.30038511753082275, -0.4950215518474579, 0.16303442418575287, -0.4070760905742645, 1.1112864017486572, 0.30006444454193115, 0.06034017726778984, 0.46325403451919556, 0.23894734680652618, -0.4271738827228546, 0.20333904027938843, -0.1569773554801941, 0.6902956366539001, 0.2337518334388733, 0.1144159808754921, -0.02134651131927967, -0.6098015308380127, -0.12311021238565445, -0.506150484085083, -0.025364955887198448, 0.1455087512731552, 0.0820770412683487, 0.17675204575061798, 0.11149764806032181, 0.006916526705026627, -0.2907928228378296, 0.2688497304916382, 0.5361087322235107, 0.4715321660041809, -0.3755139112472534, 0.783471405506134, -0.26738640666007996, -0.20999523997306824, -0.21059851348400116, 0.20786423981189728, -0.5324470400810242, -0.5002833008766174, 0.09209013730287552, 0.8308165073394775, -0.3559711277484894, -0.1939149647951126, 0.15088240802288055, 0.31287679076194763, -0.13807880878448486, -0.17710867524147034, -0.0401526540517807, -0.2721226215362549, 0.4496225118637085, -0.12507636845111847, 0.35776638984680176, 0.18387959897518158, -0.33987903594970703, -0.31115469336509705, 0.038825005292892456, -0.260994553565979, 0.16245365142822266, -0.5197516083717346, -0.1563113033771515, 0.22475722432136536, -0.1660834550857544, -0.3305341303348541, 0.09056542813777924, 0.20705704391002655, -0.5819255113601685, 0.38022691011428833, -0.0008362271473743021, 0.219440758228302, -0.12630696594715118, -0.4840380549430847, 0.3076460659503937, -0.0076500969007611275, 0.11641018092632294, 0.14691366255283356, -0.11702467501163483, 0.017110304906964302, 0.6999608874320984, -0.3625403940677643, 0.7050647139549255, 0.17110766470432281, 0.06549884378910065, 0.7605906128883362, 0.5246740579605103, 0.3072986602783203, -0.0283200703561306, -0.10953190922737122, 0.14945966005325317, -0.34887564182281494, 0.18135519325733185, 0.20164673030376434, 0.22339589893817902, 0.1572551131248474, -0.07256225496530533, 0.000527715019416064, 0.13756874203681946, 0.1568882167339325, 0.5823509097099304, -0.5362929701805115, -0.29350048303604126, -0.0534682422876358, 0.3843660056591034, -0.010427715256810188, -0.015095056034624577, 0.3751351535320282, 0.34560638666152954, 0.02098158188164234, -0.032004017382860184, 0.406938374042511, 0.05582243204116821, 1.3335537910461426, 0.07961371541023254, 0.380117267370224, -0.01723487302660942, 0.16675607860088348, -0.9014976620674133, -0.23279376327991486, 0.38540762662887573, 0.0326935276389122, -0.03277080878615379, -0.03951779007911682, -0.27258431911468506, -0.06818198412656784, -0.08678708970546722, -0.1469675451517105, 0.06946930289268494, 0.28357869386672974, 0.05996236205101013, 0.4238436222076416, -0.2999495565891266, 0.0009282846003770828, -0.40191182494163513, -0.21573753654956818, -0.16183915734291077, 0.3230544626712799, 0.40395188331604004, 0.18889324367046356, -0.009894924238324165, -0.2626390755176544, -0.28674086928367615, 0.0023318270687013865, -0.12024445086717606, -0.33630838990211487, -0.25690266489982605, 0.14699658751487732, -0.24077679216861725, 0.09085055440664291, -0.15348365902900696, 0.10896726697683334, -0.30919039249420166, -0.9715391397476196, 0.2472684681415558, -0.15168829262256622, 0.2034013718366623, 0.14541542530059814, 0.1663573980331421, -0.1906549334526062, 0.057161685079336166, 0.20702946186065674, 0.17295241355895996, -0.6090428829193115, 0.15324831008911133, -0.08407940715551376, -0.3520715832710266, -0.3472431004047394, 0.4527558386325836, 0.2960544228553772, -0.12257745116949081, -0.2327175885438919, -0.09680256992578506, -0.2892710566520691, -0.6162698268890381, 0.13675135374069214, -0.011337830685079098, -0.29322120547294617, -0.3359570801258087, 0.4430617392063141, 0.30521342158317566, -0.6060604453086853, 0.06176883354783058, 0.06807232648134232, -0.0831301212310791, -0.40729668736457825, -0.21009017527103424, -0.0757879987359047, -0.708377480506897, 0.8869417309761047, 0.42130231857299805, -0.3914685547351837, 0.1708584874868393, 0.4615839123725891, -0.34410637617111206, -0.3043934106826782, -6.2855610847473145, 0.32913652062416077, -0.4603636860847473, -0.3334270119667053, -0.23200160264968872, -0.48239564895629883, 0.15575677156448364, 0.04648549482226372, 0.4132536053657532, -0.04489530250430107, -0.6137824654579163, 0.21453043818473816, -0.21562746167182922, 0.23047120869159698, 0.18122133612632751, 0.757668673992157, 0.640411376953125, -0.2874639332294464, 0.34515830874443054, 0.912678062915802, -0.48586973547935486, 0.7408700585365295, -0.08248845487833023, 0.4001758098602295, 0.32039129734039307, -0.13658355176448822, -0.4192854166030884, 0.31904712319374084, -0.5388148427009583, -0.1091158464550972, 0.24903683364391327, -0.15501751005649567, -0.6381253600120544, 0.04049638286232948, -0.490166038274765, 0.2746697664260864, 0.0914965495467186, 0.22002120316028595, 0.08891069144010544, -0.14550267159938812, -0.12519583106040955, -0.207101508975029, 0.0706053078174591, -0.5959487557411194, 0.35419800877571106, -0.22749775648117065, -0.1797885000705719, 0.06168843433260918, -0.09452413022518158, -0.10817745327949524, 0.25153571367263794, -0.2790859639644623, 0.41632071137428284, -0.15053899586200714, -0.15879738330841064, -0.6133859157562256, 0.7567461133003235, 0.1910872459411621, -0.2968919575214386, 0.0010966493282467127, 0.20590008795261383, -0.17206522822380066, 0.07462276518344879, -0.7856040596961975, -0.5753656029701233, -0.024510271847248077, -0.13495498895645142, -0.7296830415725708, 0.19198742508888245, 0.21124356985092163, -0.8893402218818665, 0.4572635889053345, -0.18155167996883392, -0.4359551966190338, 0.16791895031929016, -0.12299907207489014, -0.5564665198326111, 0.36290112137794495, 0.04481969028711319, 0.14511297643184662, -0.7224124073982239, -0.5814646482467651, 0.12082760781049728, 0.2253236025571823, 0.47784098982810974, 0.2432389110326767, 0.004647252149879932, -0.2660045921802521, 0.28630784153938293, 0.41331103444099426, 0.34317466616630554, -0.10319975018501282, 0.32107022404670715, 0.5214438438415527, 0.2844212055206299, -0.15822434425354004, 0.39904922246932983, 0.5786953568458557, -0.10330168902873993, -0.31755301356315613, 0.5919756293296814, -0.33852243423461914, -0.5787042379379272, -0.8266245126724243, -0.2751047611236572, 0.03644001856446266, -0.43294110894203186, -0.14238210022449493, 0.02701800875365734, -0.11825025081634521, 0.33512184023857117, 0.04648812487721443, -0.6593615412712097, 0.26459696888923645, 0.385091632604599, -0.24362577497959137, 0.05493371933698654, 0.6596484780311584, 0.028288813307881355, -0.3034350872039795, -0.4398881494998932, -0.23334558308124542, -0.21662576496601105, 0.16389334201812744, 0.06866394728422165, 0.009673467837274075, -0.3381691575050354, 0.031618744134902954, 0.12939614057540894, 0.12207359075546265, -0.0012959479354321957, 0.11968854814767838, 0.44165706634521484, 0.23583021759986877, -0.033134814351797104, -0.06868096441030502, -0.1809113621711731, 0.1312713623046875, 0.10103710740804672, -0.6571528911590576, 0.3505716025829315, 0.011737703345716, 0.28129586577415466, 0.15798494219779968, 0.5975748896598816, -0.21696113049983978, -0.15337815880775452, 0.22027401626110077, -0.16145072877407074, 0.22780662775039673, 0.013017766177654266, -0.6143594980239868, -0.16510821878910065, -0.07967434078454971, -0.2258961945772171, 0.18101635575294495, 0.24909280240535736, -0.1839551329612732, 0.6124512553215027, -0.13331444561481476, -0.06574460864067078, -0.6427167057991028, -0.33986446261405945, 0.34074148535728455, 0.10547779500484467, 0.058965444564819336, -0.2709813416004181, 0.07111921906471252, -0.07869985699653625, -0.15578727424144745, 0.23656898736953735, -0.27032607793807983, -0.37444809079170227, 0.012588255107402802, 0.3502803146839142, -0.05696544423699379, 0.017457202076911926, -0.09067831188440323, 0.04371678829193115, 0.40228545665740967, -0.22876223921775818, -0.4771367609500885, -0.253030002117157, 0.6444259285926819, 0.3709864914417267, -0.026272963732481003, 0.001759080565534532, -0.059789035469293594, -0.18390953540802002, -0.19159351289272308, 0.4121894836425781, 0.09150578081607819, 0.07749845087528229, 0.19877834618091583, 0.42430004477500916, -0.36128807067871094, 0.6495279669761658, 0.12082032114267349, -0.043803900480270386, -0.26202261447906494, 0.10703729093074799, 0.26331567764282227, 0.5121679306030273, 0.6039921045303345, 0.6516005992889404, -0.18830715119838715, -0.04961555078625679, 0.283404678106308, -0.26395827531814575, 0.025389723479747772, -0.23754803836345673, -0.3533168435096741, 0.3273438513278961, -0.05335184559226036, 0.19323457777500153, -0.19202888011932373, -0.008746780455112457, -0.3627355694770813, -0.05581480264663696, 0.2712962329387665, -0.5652446150779724, -0.11859661340713501, 0.01328589953482151, -0.7144514322280884, 0.07187587767839432, -0.1175607219338417, 0.7632770538330078, -0.4732627272605896, 0.27335402369499207, -0.1657017022371292, 0.3048686683177948, -0.5794088840484619, 0.2955223023891449, 0.9399275183677673, -0.36249589920043945, -0.22410382330417633, -0.045583244413137436, 0.9424744248390198, -0.03439858928322792, -0.8393721580505371, -0.11752183735370636, -0.4154978096485138, -0.22421656548976898, -0.35728490352630615, -0.37726932764053345, 0.14276009798049927, -0.2907678186893463, 0.15208537876605988, -0.3460921049118042, 0.18866926431655884, -0.10181807726621628, 0.05296318978071213, -0.5162939429283142, -0.14443504810333252, 0.49132755398750305, -0.30737534165382385, -0.03885805234313011, -0.3986368179321289, 0.0767604187130928, 0.05756191164255142, 0.00039471345371566713, -0.10796435922384262, -0.039434775710105896, 0.16691946983337402, -0.2954200208187103, 0.21924430131912231, 0.24063779413700104, -0.585759699344635, 0.5700861215591431, -0.3193463385105133, -0.6005383133888245, -0.49098896980285645, -0.430978000164032, 0.3286910653114319, -0.4864404499530792, -0.25704699754714966, 0.08307231217622757, 0.36993685364723206, -0.40903180837631226, -0.5661191940307617, -0.08028669655323029, -0.041673220694065094, 0.23884929716587067, -0.5162438750267029, -0.06525292247533798, 0.16769276559352875, 0.232939213514328, 0.14280065894126892, 0.3864399194717407, 0.019695578143000603, -0.4741992652416229, 0.5748454928398132, -0.07246211171150208, -0.031166082248091698, -0.30897969007492065, 0.03891516476869583, 0.2211557775735855, 0.12654711306095123, -0.42671850323677063, -0.262104868888855, 0.1303800493478775, 0.30981430411338806, 0.6018178462982178, -0.3140716552734375, -0.25814276933670044, 0.7283490300178528, 0.002075028605759144, -0.024703454226255417, -0.004888683557510376, 0.41876083612442017, 0.09868218749761581, 0.2880626320838928, 0.26780965924263, 0.6371920108795166, -0.5053415894508362, -0.47045251727104187, -0.13571853935718536, 0.7689856886863708, 0.35663479566574097, 0.09196283668279648, -0.05446219816803932, -0.6321302056312561, 0.637188196182251, -0.39623767137527466, -0.09454596787691116, 0.36410531401634216, 0.3453904688358307, -0.1249486654996872, -0.458573579788208, 0.7177941203117371, 0.12785016000270844, 0.10814846307039261, -0.12476029247045517, 0.4730491042137146, 0.33110782504081726, -0.2907334268093109, -0.07205583900213242, 0.44461676478385925, 0.2308913767337799, -0.2834908664226532, -0.07210320234298706, -0.028939807787537575, 0.06169019639492035, 0.20261134207248688, -0.02813226729631424, 0.05364839360117912, 0.13874362409114838, 0.5405913591384888, -0.4160212278366089, 0.3326529264450073, 0.2280515879392624, 0.39634665846824646, 0.11812420189380646, -0.7067976593971252, -0.19357159733772278, -0.43662625551223755, 0.5884644389152527, 0.053575947880744934, -0.24769510328769684, 0.11347860097885132, 0.09066212922334671, 0.23756089806556702, 0.08554632216691971, 0.3323356807231903, 0.3773236870765686, -0.308468759059906, 0.5012801289558411, -0.010920967906713486, 0.031185314059257507, 0.34492990374565125, -0.2469133585691452, -0.5232751965522766, -0.44392460584640503, 0.2782721519470215, -0.053307343274354935, -0.5641305446624756, -0.14665831625461578, -0.29935935139656067, 0.36481454968452454, 0.2995240092277527, 0.10965240746736526, -0.08010358363389969, -0.2255597859621048, 0.12827938795089722, 0.028347376734018326, -0.29080963134765625, -0.016402313485741615, 0.6038680672645569, -0.2926828861236572, -0.18530215322971344, 0.15917383134365082, -0.48421064019203186, -0.5383470058441162, 0.5092392563819885, -0.6840169429779053, -0.3827570974826813, -0.022829588502645493, -0.07386577874422073, 0.2917192578315735, 0.02516825497150421, 0.31312260031700134, -0.37267181277275085, -0.035543572157621384, 0.11672424525022507, 0.18824739754199982, -0.03265264257788658, -0.42149239778518677, -0.008904701098799706, -0.42934027314186096, -0.11814454197883606, -0.4109450578689575, 0.16799640655517578, -0.6317779421806335, 0.10295180976390839, -0.4016646146774292, 0.496078759431839, -0.03781432658433914, -0.06630875915288925, -0.2953283190727234, -0.28308290243148804, 0.3752594292163849, 0.08063589036464691, -0.10756691545248032, 0.18388786911964417, -0.0026823740918189287, 0.61384516954422, -0.4093230664730072, -0.05522041395306587, -0.21648305654525757, -0.015116693452000618, -0.22518591582775116, -0.13775712251663208, 0.31071895360946655, 0.009547811932861805, -0.1805845946073532, -0.5404653549194336, 0.18194930255413055, -0.10114645957946777, -0.2759554982185364, -0.359475314617157, -0.2802306115627289, 0.07713183760643005, -0.178815096616745, 0.30246827006340027, -0.1653192639350891, 0.20756599307060242, -0.17080213129520416, 0.07214191555976868, -0.21631234884262085, 0.6459180116653442, 0.21143655478954315, 0.17497269809246063, 0.0010370390955358744, -0.5303232669830322, 0.0031028392259031534, 0.2515422999858856, -0.09369511902332306, -0.2126988023519516, 0.045815806835889816, -0.38569310307502747 ]
Welcome to my weekly roundup of data-driven things I noticed on the web last week. This is week 22 (last weeks post is here). Benjamin Cooley https://towardsdatascience.com/data-curious-02-10-2017-a-roundup-of-data-stories-datasets-and-visualizations-from-last-week-237f117107c0
Data Curious 02.10.2017: A roundup of data stories, datasets and visualizations from last week
[ 0.2569987177848816, 0.28516003489494324, 0.33750489354133606, 0.24599860608577728, 0.09366227686405182, -0.3565395772457123, -0.2883704900741577, 0.19918851554393768, -0.3810396194458008, -0.02615485154092312, -0.21815799176692963, -0.3401922583580017, 0.010459410026669502, -0.15339295566082, -0.006890467368066311, 0.3355882167816162, 0.06455643475055695, -0.04670187458395958, -0.1444585770368576, -0.12647520005702972, -0.33586227893829346, -0.6740416884422302, 0.8202959299087524, -0.021477296948432922, -0.27587687969207764, 0.06343099474906921, 0.35270169377326965, -0.006233532913029194, -0.5194194316864014, -0.04171875864267349, -0.3210972845554352, 0.342345654964447, 0.2515276372432709, 0.6237995624542236, -0.5804381966590881, 0.05718686059117317, -0.6246649622917175, -0.29936790466308594, -0.1084497794508934, -0.3336077332496643, -0.3176029324531555, -0.21609200537204742, -0.4717368483543396, 0.3494289219379425, -0.2148849070072174, -0.717355489730835, -1.5140328407287598, 0.12964984774589539, -0.40628504753112793, -0.16523316502571106, -0.3954937160015106, 0.5751192569732666, 0.028369221836328506, -0.17935462296009064, -0.6967775225639343, 0.1520153433084488, 0.2088761031627655, -0.5424759387969971, -0.2529294192790985, -0.2559465169906616, 0.3313453793525696, 0.08961192518472672, 0.04580138623714447, 0.03194408491253853, 1.169954776763916, -0.1936064064502716, 0.26658472418785095, 0.6650155186653137, 0.05427755042910576, 0.2847696542739868, -0.14507442712783813, 0.5992855429649353, -0.011377928778529167, 0.049651939421892166, 0.18028543889522552, 0.5845400094985962, 0.34569406509399414, -0.06873898953199387, 0.4988763630390167, 0.26778796315193176, -0.3367910385131836, -0.15287937223911285, 0.1520754098892212, 0.09820669889450073, 0.04910736531019211, -0.07704628258943558, -0.4217787981033325, -0.2666930854320526, -0.28246572613716125, 0.2539477050304413, -0.3646075129508972, -0.4486254155635834, 0.5702371597290039, 0.21118435263633728, 0.17943088710308075, 0.2836449146270752, 0.45802420377731323, -0.103604756295681, -0.49072542786598206, 0.06351739913225174, -0.29964327812194824, -0.10620655119419098, 0.10658583045005798, -0.2619190812110901, 0.08062585443258286, 0.036795612424612045, -0.17493051290512085, -0.6858607530593872, -0.25790995359420776, 0.050083860754966736, -0.45708605647087097, 0.2999197542667389, 0.08938200026750565, 0.5518836379051208, 0.01104307733476162, 0.8449679017066956, 0.2980758249759674, -0.2354794144630432, -0.5306887626647949, -0.38962507247924805, -0.542746901512146, 0.4283301830291748, -0.06688260287046432, -0.2561416029930115, 0.19106155633926392, 0.23745226860046387, -0.023823879659175873, 0.09098194539546967, 0.5739946961402893, 0.5198997855186462, 0.2709260880947113, 0.06835301220417023, -0.12138966470956802, -0.22316458821296692, 0.19276216626167297, -0.6318809986114502, -0.6279028058052063, -0.23881930112838745, 0.2902210056781769, 0.16208967566490173, 0.19232088327407837, -0.12243960052728653, -0.2342423051595688, -0.31378769874572754, -0.02532128058373928, -0.06504425406455994, -0.2883616089820862, 0.29200974106788635, -0.29117169976234436, 0.057968445122241974, -0.22393372654914856, 0.03658359497785568, -0.7468920350074768, -0.08038602024316788, -0.1946665346622467, -0.4105703830718994, -0.19063596427440643, -0.39442843198776245, 0.07674037665128708, 0.04543355852365494, 0.1618470549583435, 0.1685863882303238, 0.007405426353216171, -0.45958399772644043, 0.801071047782898, 0.31488025188446045, 0.757377564907074, 0.02306191623210907, 0.06922941654920578, -0.13918477296829224, -0.033922065049409866, -0.04599035158753395, 0.35198602080345154, -0.2706057131290436, -0.1330738663673401, 0.099591925740242, 0.2512875497341156, -0.11725489795207977, 0.11850929260253906, 0.16755938529968262, -0.3988051116466522, -0.15088890492916107, 0.21678613126277924, 0.10360847413539886, 0.10058129578828812, -0.3503824472427368, 0.046387944370508194, 0.1984391063451767, 0.2261788249015808, 0.26877278089523315, -0.06189952790737152, -0.21819093823432922, 0.48435908555984497, -0.7214145660400391, 0.6552842855453491, -0.1851295679807663, 0.473610520362854, 0.8975487947463989, 0.27314138412475586, -0.09283878654241562, -0.14557133615016937, 0.14728645980358124, 0.6013391613960266, 0.08768622577190399, -0.19101865589618683, 0.10863729566335678, 0.08484489470720291, 0.32275697588920593, -0.08159854263067245, 0.3443264961242676, -0.0760762169957161, 0.046766091138124466, 0.41965436935424805, -0.13992208242416382, -0.20511913299560547, -0.11747288703918457, 0.2804667055606842, -0.056419868022203445, -0.19073815643787384, 0.31805330514907837, 0.6338697671890259, -0.09390142560005188, 0.029107466340065002, 0.36565065383911133, 0.3113115429878235, 0.5460944175720215, 0.535778284072876, -0.37400954961776733, 0.545218288898468, -0.17381033301353455, -0.3274582028388977, -0.3681700527667999, 0.35092779994010925, -0.49309635162353516, -0.5435435175895691, 0.25945746898651123, -0.3742120862007141, -0.4039060175418854, 0.11420276761054993, -0.06676728278398514, 0.2142019420862198, 0.2631760537624359, 0.09033825248479843, 0.3271971344947815, 0.28116390109062195, 0.26829060912132263, 0.06052757427096367, 0.12788492441177368, -0.08016911149024963, 0.029810942709445953, 0.5521657466888428, 0.6485288739204407, 0.010283670388162136, -0.2757371664047241, 0.2896408140659332, 0.2559879422187805, -0.1620897501707077, -0.48255041241645813, 0.24825911223888397, 0.6393861174583435, -0.2376285195350647, -0.16153548657894135, -0.07226410508155823, 0.07784628868103027, 0.15822358429431915, -0.5241782665252686, 0.06585333496332169, -0.6443993449211121, 0.04751719906926155, 0.3340831398963928, 0.6714141368865967, 0.12078423798084259, -0.11732196062803268, 0.524673581123352, 0.22935451567173004, -0.8128957748413086, 0.5442032814025879, -0.14273929595947266, -0.4177974760532379, -0.5407304763793945, 0.28744545578956604, 0.7329279184341431, 0.11595895886421204, 0.31925472617149353, -0.0974474847316742, -1.0101133584976196, 0.06642026454210281, 0.2788596749305725, -0.1012793779373169, -0.3367624282836914, -0.06086624041199684, 0.01722244918346405, 0.30077457427978516, -0.20978233218193054, 0.1552523374557495, 0.10828737914562225, 0.13822555541992188, -0.30249539017677307, -0.39423972368240356, -0.11157944798469543, -0.47291815280914307, 0.6567179560661316, 0.3960023820400238, -0.5186024308204651, 0.26785966753959656, -0.2270268201828003, -0.42708539962768555, 0.2007291316986084, -6.096100330352783, 0.2616710662841797, -0.7256174087524414, -0.6334089040756226, -0.4559384286403656, -0.18972247838974, 0.13441202044487, 0.2326938807964325, 0.13124090433120728, 0.022113477811217308, -0.5116574764251709, -0.4348341226577759, -0.10546381026506424, 0.5158628821372986, 0.12801703810691833, 0.44266173243522644, 0.31761521100997925, -0.061387624591588974, 0.32210755348205566, 0.5457894206047058, -0.37985101342201233, 0.2101888358592987, -0.20052117109298706, 0.5040323138237, 0.6655097007751465, -0.020904136821627617, -0.5065180659294128, 0.6549649834632874, -0.2686375379562378, 0.23205524682998657, 0.8765435218811035, -0.39061644673347473, -0.5948936343193054, 0.33487775921821594, -0.25486332178115845, 0.08208925276994705, -0.2311408966779709, -0.08967985212802887, 0.39890480041503906, -0.4074826240539551, -0.04581040143966675, 0.1928623467683792, -0.6079819202423096, -0.7386994361877441, 0.3239334225654602, -0.3723350465297699, -0.3793580234050751, 0.2077915519475937, -0.11802631616592407, -0.06926598399877548, 0.5568230748176575, -0.0020656620617955923, 0.11379770189523697, -0.18535883724689484, -0.0042387861758470535, -0.5290005207061768, 0.21556571125984192, 0.13371609151363373, -0.6494767069816589, 0.058113038539886475, 0.4526180624961853, -0.16625015437602997, -0.08170219510793686, -0.24523650109767914, -0.5425857305526733, -0.1574164479970932, -0.7636745572090149, -0.5959364771842957, 0.0689438059926033, -0.084130197763443, -0.8552903532981873, 0.15013611316680908, -0.07021685689687729, -0.8393166065216064, 0.3862523138523102, -0.1640009582042694, -0.14973649382591248, 0.5571755170822144, -0.012147968634963036, -0.00002274695179949049, -0.6206262111663818, -0.48317065834999084, -0.08783191442489624, 0.6116403341293335, 0.11382228136062622, -0.36768609285354614, 0.15593045949935913, -0.10235485434532166, -0.30175602436065674, -0.16267377138137817, 0.9150635600090027, -0.5819056034088135, 0.7780587077140808, 0.20465539395809174, -0.08052720874547958, 0.177989199757576, 0.18603913486003876, 0.34925177693367004, -0.07626279443502426, -0.20006904006004333, 0.838473916053772, -0.0447223000228405, -0.659116804599762, -0.7837053537368774, -0.2224777191877365, -0.027165492996573448, 0.07136885076761246, -0.13925676047801971, 0.3011898696422577, 0.08414659649133682, 0.2792981266975403, 0.29423660039901733, -0.9138326644897461, -0.2738747298717499, 0.33217188715934753, -0.12415637820959091, -0.2438317835330963, 0.2672058641910553, 0.40254467725753784, 0.11679022759199142, -0.024536466225981712, -0.3188086152076721, -0.36717745661735535, 0.1601739227771759, 0.1816171109676361, -0.39130112528800964, -0.502989649772644, -0.14072932302951813, 0.3622545301914215, 0.07768955826759338, 0.615949809551239, 0.33628007769584656, 0.03946730121970177, 0.3889372646808624, 0.42234840989112854, 0.2232074737548828, 0.2515068054199219, -0.2841169536113739, -0.14846552908420563, -0.49385231733322144, 0.44812387228012085, 0.16003531217575073, -0.05968228355050087, 0.11220533400774002, 0.38017308712005615, 0.12669312953948975, -0.15736687183380127, 0.7075409293174744, -0.6538417339324951, 0.25399652123451233, 0.12280908226966858, -0.27869993448257446, -0.32044482231140137, 0.09937198460102081, -0.34743642807006836, 0.6709979772567749, 0.6828246712684631, 0.05190018191933632, 0.25323110818862915, -0.40557536482810974, -0.19224125146865845, -0.6770452857017517, -0.2585923671722412, 0.00486164353787899, 0.05972803756594658, -0.03433768451213837, -0.7636132836341858, 0.13768668472766876, -0.02492431551218033, 0.07402992993593216, -0.03582888841629028, -0.02438163384795189, -0.27583077549934387, 0.051227618008852005, 0.1510869711637497, -0.20623953640460968, -0.11402418464422226, -0.05707019940018654, -0.15213358402252197, 0.42094966769218445, -0.47991812229156494, -0.1735474318265915, -0.340059369802475, 0.7475466728210449, 0.7598644495010376, 0.5681867599487305, 0.16196390986442566, 0.4206073582172394, -0.25339949131011963, -0.06276345252990723, 0.5425649881362915, -0.11104223132133484, 0.06789419800043106, 0.31235960125923157, 0.1875516027212143, -0.6544643044471741, 0.6779394149780273, -0.10296367853879929, -0.22242780029773712, -0.11618684232234955, 0.06447768211364746, -0.017751038074493408, -0.11401397734880447, 0.6064325571060181, 0.3005971908569336, -0.15025268495082855, 0.3925793766975403, -0.15815801918506622, -0.1898096799850464, -0.11396178603172302, -0.07038051635026932, -0.2256389707326889, 0.13369783759117126, -0.05483601614832878, 0.15348461270332336, 0.003626574296504259, -0.3828405439853668, -0.42793792486190796, 0.1631634533405304, 0.15692684054374695, -0.3831714987754822, 0.02671883814036846, 0.02312937192618847, -0.4703208804130554, 0.3977870047092438, -0.001467547263018787, 0.3823457658290863, -0.3586350977420807, -0.034592896699905396, 0.12184321880340576, 0.1277114748954773, -0.2940661907196045, 0.6758700013160706, 0.6674830317497253, -0.5338563323020935, 0.11792140454053879, -0.6521046757698059, 0.5752718448638916, -0.12438617646694183, -0.04627802222967148, -0.538398802280426, -0.2609098553657532, -0.016793524846434593, -0.6267683506011963, -0.4161110818386078, 0.6034271121025085, -0.0066785928793251514, 0.23010781407356262, -0.1551012098789215, 0.1635957509279251, 0.6296634078025818, -0.1100417748093605, -0.5646141171455383, 0.09073151648044586, 0.5744327902793884, -0.04229043424129486, 0.13483589887619019, -0.16800656914710999, -0.2780574560165405, -0.11261659860610962, 0.41201356053352356, 0.003920705057680607, -0.164454385638237, 0.7704232931137085, 0.023943182080984116, 0.3632606863975525, -0.21725015342235565, -0.38113006949424744, 0.46305614709854126, 0.1312296986579895, -1.082918643951416, 0.3316026031970978, -0.3092215061187744, 0.20895126461982727, -0.43015816807746887, -0.0842316597700119, -0.24339555203914642, 0.22691024839878082, -0.9407849907875061, -0.22797437012195587, -0.26754236221313477, 0.09378059208393097, 0.000004482203621591907, 0.1454135924577713, -0.21894143521785736, -0.12194441258907318, -0.03957006707787514, 0.3728941082954407, -0.20599403977394104, 0.7088898420333862, 0.00695304200053215, 0.406415730714798, -0.6945481300354004, -0.4778314530849457, 0.07227113097906113, 0.1780664175748825, 0.36442187428474426, 0.397413969039917, -0.1961051970720291, 0.1890064775943756, 0.10188227146863937, 0.3120522201061249, 0.7668728232383728, -0.261526882648468, 0.03953612595796585, 0.6464939713478088, -0.17573757469654083, -0.09952334314584732, -0.0510081872344017, -0.06229230388998985, 0.24899861216545105, 0.1711297631263733, 0.49227768182754517, 0.6315367817878723, -0.3386393189430237, -0.18461468815803528, -0.2004738599061966, 0.306002676486969, -0.1940986067056656, 0.26970791816711426, -0.1709567755460739, -0.11154544353485107, 0.31130650639533997, -0.4704955816268921, -0.2662895619869232, 0.5274717807769775, 0.062627874314785, 0.4674476087093353, -0.07158095389604568, 0.6621217131614685, 0.05646207183599472, 0.39975693821907043, 0.16025511920452118, 0.36545291543006897, -0.25191521644592285, -0.235544353723526, 0.05161556228995323, -0.14095206558704376, 0.22803017497062683, -0.09490200132131577, 0.3193107843399048, 0.05291692912578583, 0.05073041096329689, -0.20861777663230896, -0.06722425669431686, 0.44592785835266113, -0.36583101749420166, 0.11203909665346146, 0.4645223915576935, 0.34563174843788147, -0.07537535578012466, 0.4027615487575531, 0.1116611436009407, -0.8354084491729736, -0.4461906850337982, -0.751839280128479, 0.4793003797531128, -0.11080585420131683, -0.2687573730945587, 0.29749563336372375, 0.2807362377643585, 0.4650031328201294, 0.4152791500091553, -0.10752518475055695, 0.0723806694149971, 0.08519434928894043, 0.6868652105331421, 0.26336848735809326, 0.2890491187572479, 0.37767133116722107, -0.4172082245349884, -0.1700737029314041, -0.31945741176605225, -0.27247270941734314, -0.1491711139678955, -0.008879908360540867, 0.13034750521183014, 0.051461104303598404, 0.06811586767435074, 0.9813933968544006, 0.3323054611682892, 0.40885213017463684, -0.9663202166557312, 0.08349171280860901, -0.1109873503446579, 0.08980153501033783, -0.22124524414539337, 0.32327499985694885, -0.15401379764080048, -0.14970870316028595, 0.14085906744003296, -0.8262049555778503, -0.024979840964078903, -0.06676559150218964, -0.0199337899684906, -0.5535401105880737, 0.29188859462738037, 0.5382964015007019, 0.5047076940536499, 0.20913323760032654, 0.006751884240657091, -0.7189429998397827, 0.0819842517375946, 0.09657104313373566, 0.19350096583366394, -0.09425850212574005, 0.08765890449285507, 0.011216403916478157, 0.1660652756690979, 0.0952298566699028, 0.0019521942595019937, 0.3276801109313965, -0.5075527429580688, 0.22018440067768097, -0.11998222768306732, 0.018359510228037834, 0.12038346379995346, -0.15759330987930298, -0.20430630445480347, -0.3762289881706238, -0.08605923503637314, -0.42782217264175415, -0.03969922661781311, 0.339007169008255, -0.2992740571498871, 0.2078566998243332, -0.7616928219795227, -0.11662108451128006, -0.28179606795310974, -0.06209462136030197, -0.14065811038017273, -0.7487573027610779, -0.058176930993795395, 0.10101020336151123, -0.49987807869911194, -0.17657995223999023, 0.30599460005760193, -0.32032322883605957, -0.25839948654174805, 0.030216066166758537, -0.15220369398593903, -0.5126822590827942, -0.1689877212047577, 0.1725274622440338, 0.019757987931370735, 0.6168407201766968, -0.383674293756485, 0.04654606059193611, -1.148783802986145, 0.36309030652046204, -0.12519286572933197, 0.4817618727684021, 0.05300959572196007, -0.049646083265542984, -0.09552543610334396, -0.07323398441076279, -0.33456140756607056, -0.26604002714157104, -0.09513086825609207, -0.48199689388275146 ]
Welcome to my weekly roundup of data-driven things I noticed on the web last week. This is week 16 (last weeks post is here). Benjamin Cooley https://towardsdatascience.com/data-curious-07-08-2017-a-roundup-of-data-stories-datasets-and-visualizations-from-last-week-a43b875e1bc3
Data Curious 07.08.2017: A roundup of data stories, datasets and visualizations from last week
[ 0.19033275544643402, 0.32442715764045715, 0.3304254710674286, 0.15569457411766052, 0.12679371237754822, -0.29292377829551697, -0.3673761487007141, 0.21157220005989075, -0.3676757216453552, 0.019705891609191895, -0.25449252128601074, -0.31837695837020874, -0.04579797387123108, -0.12636008858680725, -0.0011008752044290304, 0.3906858265399933, 0.11417246609926224, -0.06716310232877731, -0.1572331041097641, -0.10995887219905853, -0.31642231345176697, -0.6250151991844177, 0.957893431186676, -0.140292689204216, -0.15392999351024628, 0.04972122982144356, 0.355806440114975, 0.1098884791135788, -0.4941761791706085, -0.0980229452252388, -0.31111714243888855, 0.349200576543808, 0.26733914017677307, 0.6157345175743103, -0.6001569032669067, 0.03297943249344826, -0.6238560080528259, -0.3251200318336487, -0.1329984962940216, -0.3754436671733856, -0.22587381303310394, -0.20060372352600098, -0.45149967074394226, 0.4286596477031708, -0.19822129607200623, -0.6551690697669983, -1.5906883478164673, 0.1749969869852066, -0.46393656730651855, -0.2576073110103607, -0.4289691150188446, 0.5202717781066895, 0.06845312565565109, -0.12825828790664673, -0.6560695171356201, 0.14164625108242035, 0.17157186567783356, -0.7354671955108643, -0.23164278268814087, -0.2230634242296219, 0.3158070147037506, 0.17576034367084503, 0.08995414525270462, -0.009896641597151756, 1.056477665901184, -0.21380667388439178, 0.17974160611629486, 0.5166523456573486, 0.10220643132925034, 0.36161425709724426, -0.08871932327747345, 0.6159558296203613, -0.027507448568940163, -0.01615828275680542, 0.04488622024655342, 0.5763099193572998, 0.42530137300491333, 0.020461179316043854, 0.46974048018455505, 0.1367875337600708, -0.2927011549472809, -0.15057790279388428, 0.11703605949878693, 0.11136220395565033, -0.03887980803847313, -0.015446864068508148, -0.4471600353717804, -0.3128550350666046, -0.2886452078819275, 0.2679344117641449, -0.4071924090385437, -0.516120433807373, 0.5450757145881653, 0.35078364610671997, 0.20471680164337158, 0.22110414505004883, 0.5497681498527527, -0.06912432610988617, -0.55914705991745, 0.09547422081232071, -0.325815886259079, -0.07033805549144745, 0.13566307723522186, -0.24695172905921936, 0.17022010684013367, 0.07196039706468582, -0.17164404690265656, -0.726530134677887, -0.2844603657722473, 0.08292184770107269, -0.497226357460022, 0.3652077913284302, 0.04939458146691322, 0.550948441028595, -0.07416229695081711, 0.817565381526947, 0.4153692126274109, -0.14997220039367676, -0.516655445098877, -0.3079650402069092, -0.5978437066078186, 0.47423237562179565, -0.10187172889709473, -0.26603075861930847, 0.17018352448940277, 0.1862606406211853, 0.04073675349354744, 0.08472948521375656, 0.6422476172447205, 0.5013772249221802, 0.20243075489997864, 0.10136008262634277, -0.11112731695175171, -0.19614990055561066, 0.1889914870262146, -0.5982457399368286, -0.655803382396698, -0.38555556535720825, 0.3860812783241272, 0.13847652077674866, 0.22970251739025116, -0.20912064611911774, -0.2510424554347992, -0.37724313139915466, -0.07849032431840897, -0.08526486158370972, -0.35601478815078735, 0.32008445262908936, -0.20591957867145538, 0.12180503457784653, -0.24455145001411438, -0.07987718284130096, -0.8317722082138062, -0.16814075410366058, -0.1557862013578415, -0.5207618474960327, -0.2878904640674591, -0.5055726170539856, 0.030417660251259804, 0.01710626110434532, 0.1692351996898651, 0.2443704605102539, -0.0003953833074774593, -0.4808158278465271, 0.7742516398429871, 0.3047633469104767, 0.7643394470214844, 0.04467057064175606, 0.0574340783059597, -0.11553258448839188, -0.0022472518030554056, -0.02408565580844879, 0.40378499031066895, -0.34463387727737427, -0.060954079031944275, 0.07857851684093475, 0.3186977207660675, -0.09049790352582932, 0.13733164966106415, 0.2489406317472458, -0.3610263764858246, -0.19648481905460358, 0.27652353048324585, 0.09893365204334259, 0.17299647629261017, -0.25508520007133484, 0.02454555220901966, 0.18732284009456635, 0.26477161049842834, 0.1818377673625946, -0.0235370434820652, -0.23120346665382385, 0.4704679846763611, -0.6707971096038818, 0.6613643169403076, -0.2594636380672455, 0.5375904440879822, 0.8835716247558594, 0.37519192695617676, -0.0769263431429863, -0.13575522601604462, 0.08870214223861694, 0.6142536997795105, 0.02479585073888302, -0.2877156734466553, 0.03575330227613449, 0.07227583974599838, 0.2397400140762329, -0.07949256151914597, 0.3376239836215973, -0.07054264843463898, 0.12339573353528976, 0.39859578013420105, -0.21070489287376404, -0.11502169817686081, -0.07004807144403458, 0.2549121677875519, -0.049301065504550934, -0.29340463876724243, 0.35145458579063416, 0.6656959652900696, -0.04072106257081032, 0.027955949306488037, 0.452659010887146, 0.2990850508213043, 0.5147355198860168, 0.49578723311424255, -0.3516273498535156, 0.589686393737793, -0.27194687724113464, -0.27569380402565, -0.5029772520065308, 0.28213509917259216, -0.512999951839447, -0.5899930596351624, 0.34595349431037903, -0.4672106206417084, -0.3313809037208557, 0.13498444855213165, -0.08042916655540466, 0.2145080715417862, 0.2656940519809723, -0.046442750841379166, 0.3814002275466919, 0.2559644281864166, 0.23899081349372864, 0.015313246287405491, 0.1543199121952057, -0.18093283474445343, -0.014805044047534466, 0.5040549039840698, 0.6368007659912109, 0.06802880018949509, -0.21450506150722504, 0.3456592857837677, 0.15064196288585663, -0.08518550544977188, -0.5173525810241699, 0.2010057270526886, 0.5878764986991882, -0.22951585054397583, -0.04239499941468239, -0.150617778301239, 0.05813908204436302, 0.24692484736442566, -0.4602614641189575, 0.11534203588962555, -0.6712199449539185, 0.0337955616414547, 0.2516455352306366, 0.657296359539032, 0.11745487153530121, -0.10328170657157898, 0.5973247289657593, 0.26213669776916504, -0.7844840884208679, 0.5894199013710022, -0.14219366014003754, -0.47848668694496155, -0.5460349917411804, 0.30815690755844116, 0.8094579577445984, 0.0736546739935875, 0.30988603830337524, -0.16505925357341766, -0.9688109755516052, 0.07046336680650711, 0.2856024503707886, -0.01605675183236599, -0.2357976734638214, -0.12752948701381683, -0.0027765794657170773, 0.2534741163253784, -0.2831317186355591, 0.23616747558116913, 0.08059980720281601, 0.11670169979333878, -0.23434634506702423, -0.46130919456481934, -0.06995632499456406, -0.42038625478744507, 0.7193251252174377, 0.4080846607685089, -0.6213082671165466, 0.3666284680366516, -0.2183522880077362, -0.4973137080669403, 0.2606865167617798, -6.086064338684082, 0.3472297787666321, -0.6991541385650635, -0.704427182674408, -0.4579922556877136, -0.25314861536026, 0.048877961933612823, 0.16855137050151825, 0.17378723621368408, -0.0025242597330361605, -0.4359823167324066, -0.4604228436946869, -0.049655742943286896, 0.4910552203655243, 0.08873742073774338, 0.432331383228302, 0.23873233795166016, -0.030973294749855995, 0.2914166748523712, 0.5531193017959595, -0.43814989924430847, 0.1774573028087616, -0.24682386219501495, 0.5313689112663269, 0.6515575647354126, -0.09049538522958755, -0.46108242869377136, 0.7200263738632202, -0.28038832545280457, 0.2550185024738312, 0.8346787095069885, -0.3205377757549286, -0.6013247966766357, 0.32822203636169434, -0.3137426972389221, 0.1285766214132309, -0.33282238245010376, -0.02193578891456127, 0.44559040665626526, -0.376782089471817, -0.0019684238359332085, 0.19732989370822906, -0.4729652404785156, -0.790662407875061, 0.33163362741470337, -0.3653443157672882, -0.38949450850486755, 0.20537468791007996, -0.07785948365926743, -0.019282449036836624, 0.5317481756210327, 0.047404222190380096, 0.10933749377727509, -0.1468084752559662, -0.007507205940783024, -0.5714365243911743, 0.33459773659706116, 0.07758526504039764, -0.674291729927063, 0.06082747504115105, 0.47320011258125305, -0.17286038398742676, -0.15603914856910706, -0.3621428906917572, -0.5607022643089294, -0.19320517778396606, -0.7776545286178589, -0.5534667372703552, 0.16603584587574005, -0.03425537794828415, -0.7628500461578369, 0.17757217586040497, -0.09726712852716446, -0.8555246591567993, 0.25223812460899353, -0.12562958896160126, -0.05038459599018097, 0.5439435839653015, 0.01656278595328331, -0.04136314243078232, -0.5185785293579102, -0.5130460858345032, -0.06059005483984947, 0.5999826192855835, 0.14724095165729523, -0.43271440267562866, 0.16901640594005585, -0.09230370074510574, -0.4487648010253906, -0.06738857179880142, 0.8816822171211243, -0.6181896924972534, 0.7024429440498352, 0.1614263951778412, 0.009709328413009644, 0.10283435136079788, 0.24143581092357635, 0.41229698061943054, -0.0023501210380345583, -0.14180974662303925, 0.8233826160430908, -0.014995710924267769, -0.6380031704902649, -0.7070993185043335, -0.18170788884162903, -0.08701658248901367, 0.020436041057109833, -0.1586773693561554, 0.5002665519714355, 0.16242021322250366, 0.25051772594451904, 0.28520718216896057, -0.9019943475723267, -0.28029289841651917, 0.3088567852973938, -0.15918798744678497, -0.2484881579875946, 0.2033623307943344, 0.5057520270347595, 0.05894274264574051, -0.08984924852848053, -0.31470292806625366, -0.2782226502895355, 0.30037280917167664, 0.13207808136940002, -0.31512337923049927, -0.34209775924682617, -0.08317950367927551, 0.2980291247367859, 0.0850023552775383, 0.5935593247413635, 0.2000609189271927, -0.0190102681517601, 0.24843952059745789, 0.4200420081615448, 0.11221892386674881, 0.35242897272109985, -0.19280466437339783, -0.1569247990846634, -0.5032763481140137, 0.3894309103488922, 0.11871231347322464, -0.08769170939922333, 0.13524514436721802, 0.3320941925048828, 0.08506113290786743, -0.11091737449169159, 0.7496376633644104, -0.600371241569519, 0.3066534996032715, -0.04682634025812149, -0.3036663830280304, -0.2171378880739212, 0.22136680781841278, -0.23388215899467468, 0.6281636357307434, 0.5741326212882996, 0.04664893448352814, 0.21486881375312805, -0.4573459029197693, -0.15204793214797974, -0.7331032752990723, -0.28246188163757324, -0.0028463590424507856, -0.032316360622644424, 0.05996556952595711, -0.7466697096824646, 0.17573480308055878, -0.06735900044441223, 0.05173118785023689, 0.03980472311377525, 0.04738646373152733, -0.3478998839855194, -0.1023174300789833, 0.19780312478542328, -0.26165345311164856, -0.15616869926452637, -0.01346698496490717, -0.1495923101902008, 0.29043132066726685, -0.4177209734916687, -0.17011193931102753, -0.22937065362930298, 0.7417256832122803, 0.6323895454406738, 0.5799551010131836, 0.20554140210151672, 0.37719443440437317, -0.21757188439369202, -0.1422998011112213, 0.4514317810535431, -0.11641646176576614, 0.008167112246155739, 0.3914802074432373, 0.17239266633987427, -0.670781135559082, 0.5847818851470947, -0.17754508554935455, -0.32373690605163574, -0.18746542930603027, 0.1701126992702484, -0.06703955680131912, -0.06100323051214218, 0.5691692233085632, 0.34671446681022644, -0.0658232644200325, 0.3454708456993103, -0.18270602822303772, -0.22960655391216278, -0.04348093271255493, -0.058696918189525604, -0.2048460841178894, 0.05135023966431618, 0.027780991047620773, 0.14594116806983948, -0.026649385690689087, -0.3579580783843994, -0.2362816482782364, 0.17189331352710724, 0.12071371078491211, -0.3592666983604431, -0.11561726033687592, 0.017140502110123634, -0.4587789475917816, 0.34725117683410645, 0.06397838145494461, 0.3769534230232239, -0.35127440094947815, 0.20040056109428406, 0.11714491993188858, -0.001077650347724557, -0.23660041391849518, 0.6663506627082825, 0.7761896252632141, -0.4445076286792755, 0.09537994116544724, -0.778900146484375, 0.4976271986961365, -0.18513906002044678, -0.07077928632497787, -0.5487759113311768, -0.1676565706729889, -0.04165736213326454, -0.5701698064804077, -0.4699679911136627, 0.5632312297821045, -0.053674861788749695, 0.3842257857322693, -0.2350335568189621, 0.13788153231143951, 0.6489302515983582, -0.03706115111708641, -0.4026816785335541, 0.10469954460859299, 0.6101412177085876, -0.02436228096485138, 0.1647244542837143, -0.1508873701095581, -0.27950286865234375, -0.1076621487736702, 0.449665367603302, 0.02179606445133686, -0.12067991495132446, 0.8172956109046936, 0.10538354516029358, 0.461215615272522, -0.2036125361919403, -0.42500942945480347, 0.3852306604385376, 0.12272069603204727, -1.0590434074401855, 0.250503808259964, -0.21683573722839355, 0.2860518991947174, -0.5159660577774048, -0.09215686470270157, -0.23822686076164246, 0.1448548585176468, -0.8118800520896912, -0.273526132106781, -0.24036665260791779, 0.07434207946062088, 0.018519869074225426, 0.010902375914156437, -0.06914503127336502, -0.15476885437965393, -0.10387185961008072, 0.36890649795532227, -0.18282850086688995, 0.5699845552444458, -0.003755398327484727, 0.4800077974796295, -0.6504912972450256, -0.3413121700286865, 0.11459412425756454, 0.2454749047756195, 0.3128494620323181, 0.4011581540107727, -0.18039818108081818, 0.1968718320131302, 0.07238917797803879, 0.262361615896225, 0.813162088394165, -0.21134448051452637, 0.12803250551223755, 0.5981734395027161, -0.2716963589191437, 0.02204265259206295, -0.12565182149410248, -0.15134955942630768, 0.2533765435218811, 0.3032386302947998, 0.4427163898944855, 0.644980788230896, -0.3360176980495453, -0.17702248692512512, -0.18591727316379547, 0.2519878149032593, -0.1740056872367859, 0.20564767718315125, -0.2053612917661667, -0.03356315940618515, 0.3199475407600403, -0.5297737121582031, -0.2775075435638428, 0.48492002487182617, -0.018345529213547707, 0.5572114586830139, -0.11190695315599442, 0.6546016335487366, -0.04568123817443848, 0.4574260115623474, 0.22001272439956665, 0.49269899725914, -0.281522274017334, -0.27819138765335083, -0.017447063699364662, -0.3186599314212799, 0.17459529638290405, -0.056569572538137436, 0.3493930995464325, 0.08321110904216766, 0.12474717199802399, -0.18300946056842804, -0.04385204613208771, 0.5259132981300354, -0.30438825488090515, 0.15298639237880707, 0.36973220109939575, 0.3120233714580536, -0.035640567541122437, 0.4815952181816101, 0.25975993275642395, -0.8922361135482788, -0.5097033381462097, -0.6485945582389832, 0.4527529776096344, -0.05456709489226341, -0.36578068137168884, 0.14772620797157288, 0.20861157774925232, 0.48088499903678894, 0.35177913308143616, -0.21534161269664764, 0.13802383840084076, 0.10659530013799667, 0.6128095984458923, 0.2228657305240631, 0.4314902126789093, 0.37042590975761414, -0.4039739668369293, -0.13415701687335968, -0.36808496713638306, -0.22778132557868958, -0.14410898089408875, -0.058565594255924225, 0.08261683583259583, 0.0845974013209343, 0.027159005403518677, 0.8877329230308533, 0.2915865480899811, 0.44912096858024597, -0.8384049534797668, 0.029388049617409706, -0.19202004373073578, 0.033916227519512177, -0.263479083776474, 0.3241724967956543, -0.14191851019859314, -0.23574376106262207, 0.05620409548282623, -0.8205074667930603, 0.010082218796014786, -0.06052042543888092, 0.022523149847984314, -0.6276833415031433, 0.41590288281440735, 0.5864474773406982, 0.5498175024986267, 0.20914243161678314, -0.05392765626311302, -0.6745261549949646, 0.15329095721244812, 0.07784111052751541, 0.22637803852558136, -0.11191271990537643, 0.21241381764411926, -0.074462890625, 0.11919327825307846, 0.15456871688365936, -0.01935265213251114, 0.32772597670555115, -0.4769713282585144, 0.2923414707183838, -0.005894163623452187, -0.02504594251513481, 0.13541574776172638, -0.07255810499191284, -0.2766435742378235, -0.439754456281662, -0.08153127878904343, -0.3623383641242981, -0.003193289041519165, 0.27098172903060913, -0.32350000739097595, 0.19128753244876862, -0.7488570213317871, -0.10529910773038864, -0.21244604885578156, -0.03997311741113663, -0.14025484025478363, -0.7929452657699585, -0.06333556771278381, 0.008902240544557571, -0.5004913210868835, -0.1760583370923996, 0.451123982667923, -0.35624897480010986, -0.19823020696640015, 0.13688306510448456, -0.29823073744773865, -0.5094860792160034, -0.03442241623997688, 0.1737140715122223, -0.019734861329197884, 0.6808085441589355, -0.29412662982940674, -0.022121714428067207, -1.1617027521133423, 0.41860607266426086, -0.1996261030435562, 0.40352436900138855, -0.011699365451931953, -0.08237019926309586, -0.10915620625019073, -0.18271519243717194, -0.32544055581092834, -0.34843379259109497, -0.11847587674856186, -0.4536559581756592 ]
Welcome to my weekly roundup of data-driven things I noticed on the web last week. This is week 17 (last weeks post is here). Benjamin Cooley https://towardsdatascience.com/data-curious-14-08-2017-a-roundup-of-data-stories-datasets-and-visualizations-from-last-week-ec998b7d0caf
Data Curious 14.08.2017: A roundup of data stories, datasets and visualizations from last week
[ 0.29857680201530457, 0.3112352788448334, 0.44321730732917786, 0.27607616782188416, 0.11339211463928223, -0.36141732335090637, -0.3209095299243927, 0.22662252187728882, -0.34186241030693054, 0.018146786838769913, -0.18688394129276276, -0.3258066773414612, 0.025415726006031036, -0.1827956587076187, 0.02268458530306816, 0.3789278268814087, 0.05545777827501297, -0.010768957436084747, -0.11938821524381638, -0.2325436919927597, -0.38952022790908813, -0.6966728568077087, 0.9042952060699463, -0.10926056653261185, -0.10794226825237274, 0.04940873011946678, 0.34203988313674927, 0.0342339426279068, -0.5188230872154236, -0.07160450518131256, -0.2526519298553467, 0.3265131711959839, 0.2781684696674347, 0.6567925810813904, -0.5996145606040955, 0.04803466796875, -0.7049949765205383, -0.3417868912220001, -0.1524370163679123, -0.39269447326660156, -0.27631619572639465, -0.23055538535118103, -0.5168983936309814, 0.38776081800460815, -0.19376230239868164, -0.6403897404670715, -1.5028427839279175, 0.13656792044639587, -0.43031686544418335, -0.14481975138187408, -0.4736412465572357, 0.5276753306388855, 0.016243690624833107, -0.13771110773086548, -0.6079089045524597, 0.09305567294359207, 0.11327319592237473, -0.7278565764427185, -0.28419116139411926, -0.3097665309906006, 0.37565693259239197, 0.1939283311367035, 0.04945755377411842, 0.023932330310344696, 1.133925437927246, -0.27148038148880005, 0.2063494175672531, 0.5185896754264832, 0.11528939008712769, 0.3409190773963928, -0.09313291311264038, 0.6110372543334961, -0.02676420472562313, 0.06736131757497787, 0.03393854200839996, 0.5337686538696289, 0.4095509648323059, 0.01978413574397564, 0.5069075226783752, 0.19480501115322113, -0.25123557448387146, -0.09687882661819458, 0.2135619819164276, 0.1480863392353058, 0.03891391679644585, -0.03291061893105507, -0.48777422308921814, -0.3173680603504181, -0.2548528015613556, 0.2356896698474884, -0.3860880732536316, -0.5199130773544312, 0.5038593411445618, 0.3133101463317871, 0.21001821756362915, 0.18841998279094696, 0.5372557044029236, -0.1273656189441681, -0.6093747615814209, 0.04520852118730545, -0.30586788058280945, -0.09704612195491791, 0.0825747698545456, -0.2937537729740143, 0.17012028396129608, 0.007234205957502127, -0.19618190824985504, -0.6762967109680176, -0.25826287269592285, 0.039974410086870193, -0.5152629613876343, 0.35843268036842346, 0.0996771976351738, 0.5657740831375122, -0.024264084175229073, 0.8278168439865112, 0.4545815587043762, -0.15781044960021973, -0.45762327313423157, -0.2712249457836151, -0.5456609725952148, 0.38334769010543823, -0.07375596463680267, -0.2456761598587036, 0.1676868498325348, 0.20423808693885803, 0.015347162261605263, 0.03767525404691696, 0.5660578608512878, 0.4742072522640228, 0.2252139151096344, 0.08600103855133057, -0.12159182131290436, -0.17593811452388763, 0.12966766953468323, -0.5763119459152222, -0.6276959180831909, -0.3688022792339325, 0.4010889530181885, 0.1270415335893631, 0.18332360684871674, -0.24132467806339264, -0.3240056335926056, -0.4139138162136078, -0.03633597865700722, -0.08446430414915085, -0.30678772926330566, 0.30035534501075745, -0.21224942803382874, 0.11713602393865585, -0.2919040024280548, -0.041316185146570206, -0.8156781792640686, -0.14908954501152039, -0.16761386394500732, -0.5340304970741272, -0.22932417690753937, -0.4639281928539276, 0.06584436446428299, 0.000828957068733871, 0.13454574346542358, 0.27985721826553345, 0.04373268783092499, -0.4090748131275177, 0.7716203927993774, 0.31157994270324707, 0.7546976804733276, 0.01987200230360031, 0.06137610599398613, -0.04975643754005432, -0.026332935318350792, -0.0005597092676907778, 0.47398078441619873, -0.349690705537796, -0.023677809163928032, 0.09478669613599777, 0.2643815279006958, -0.11692328751087189, 0.16974879801273346, 0.2870631217956543, -0.28695201873779297, -0.12759722769260406, 0.2858934998512268, 0.1328360140323639, 0.05531569570302963, -0.2709943652153015, 0.0707627534866333, 0.1480908840894699, 0.23507237434387207, 0.2175265997648239, -0.025018073618412018, -0.2636274993419647, 0.4827619791030884, -0.688073992729187, 0.6537614464759827, -0.26591140031814575, 0.5337263345718384, 0.9538227915763855, 0.2870550751686096, -0.056404031813144684, -0.1497437208890915, 0.07267804443836212, 0.660014808177948, 0.08396163582801819, -0.2697366178035736, 0.02255987375974655, 0.03199264034628868, 0.3195835053920746, -0.030041547492146492, 0.38487038016319275, -0.08627424389123917, 0.09575635194778442, 0.3999600410461426, -0.14545871317386627, -0.17680421471595764, -0.08137807250022888, 0.3217788338661194, -0.05667267367243767, -0.2315688282251358, 0.3515576124191284, 0.6835395097732544, -0.04484862834215164, 0.021450640633702278, 0.4640694260597229, 0.26195594668388367, 0.44363197684288025, 0.4113348722457886, -0.3239165246486664, 0.5718337893486023, -0.33677053451538086, -0.24823953211307526, -0.42819470167160034, 0.26374995708465576, -0.4474007487297058, -0.569129467010498, 0.2712932825088501, -0.49735739827156067, -0.357914000749588, 0.12555813789367676, -0.10646671056747437, 0.2031129151582718, 0.23530401289463043, 0.046782735735177994, 0.41459986567497253, 0.2829812467098236, 0.22796466946601868, -0.020678214728832245, 0.22726844251155853, -0.14734312891960144, 0.002855902537703514, 0.48537179827690125, 0.6816367506980896, 0.03182827681303024, -0.23723039031028748, 0.3325837254524231, 0.18308918178081512, -0.09022420644760132, -0.46972399950027466, 0.1943042278289795, 0.5827117562294006, -0.24460910260677338, -0.02249806374311447, -0.1454668492078781, 0.08160874992609024, 0.2451912760734558, -0.5314874649047852, 0.04576361924409866, -0.6510637402534485, 0.018610160797834396, 0.2880668044090271, 0.6326809525489807, 0.1032843217253685, -0.10949202626943588, 0.5627291798591614, 0.20739629864692688, -0.814263641834259, 0.5566145777702332, -0.20443469285964966, -0.41969871520996094, -0.5933183431625366, 0.3299911618232727, 0.8185012340545654, 0.05042890086770058, 0.2955455482006073, -0.13174624741077423, -0.9570971727371216, 0.08968987315893173, 0.2033180296421051, -0.060836996883153915, -0.2782706916332245, -0.06880141794681549, -0.0033101090230047703, 0.31676042079925537, -0.25987499952316284, 0.26371222734451294, 0.04685070365667343, 0.14958417415618896, -0.22730647027492523, -0.40590786933898926, -0.07615118473768234, -0.452461838722229, 0.7777549624443054, 0.45068567991256714, -0.5782791376113892, 0.3786409795284271, -0.2173984795808792, -0.4091774821281433, 0.28971606492996216, -6.09478235244751, 0.33210381865501404, -0.7774560451507568, -0.6289591193199158, -0.4487649202346802, -0.22345510125160217, 0.07746930420398712, 0.21346794068813324, 0.1630815863609314, -0.029682880267500877, -0.41574957966804504, -0.4154110252857208, -0.017782101407647133, 0.4852611720561981, 0.1512252539396286, 0.4272024929523468, 0.2333705723285675, -0.025597020983695984, 0.24649037420749664, 0.5479675531387329, -0.5236798524856567, 0.17346249520778656, -0.2155752331018448, 0.5462144613265991, 0.6443517208099365, -0.07012417167425156, -0.5622147917747498, 0.6834540963172913, -0.31188952922821045, 0.2391660213470459, 0.8325892090797424, -0.3636798560619354, -0.6338310241699219, 0.24296322464942932, -0.34279748797416687, 0.11857283115386963, -0.301543265581131, -0.044861651957035065, 0.37179476022720337, -0.3745015263557434, -0.031000539660453796, 0.06458520144224167, -0.431964635848999, -0.7837024331092834, 0.2941262125968933, -0.3480477035045624, -0.39782315492630005, 0.11618335545063019, -0.07960928231477737, -0.032777611166238785, 0.5729769468307495, 0.028853850439190865, 0.07031892240047455, -0.19599932432174683, 0.03308965265750885, -0.513562798500061, 0.32012227177619934, 0.10353416949510574, -0.649681031703949, 0.0389631912112236, 0.5037099123001099, -0.20830786228179932, -0.08523208647966385, -0.3679736256599426, -0.5525069236755371, -0.15944068133831024, -0.7355785965919495, -0.6280009150505066, 0.19472044706344604, -0.12726439535617828, -0.7448024153709412, 0.15546444058418274, -0.18421971797943115, -0.8982246518135071, 0.26404058933258057, -0.20358039438724518, -0.02995866909623146, 0.5695037841796875, 0.013905239291489124, 0.026798678562045097, -0.4918079376220703, -0.4287716746330261, -0.09879718720912933, 0.579241156578064, 0.11593658477067947, -0.3754294216632843, 0.13540370762348175, -0.17385058104991913, -0.42167049646377563, -0.047591086477041245, 0.917573869228363, -0.5694979429244995, 0.6919559240341187, 0.12790575623512268, -0.035899411886930466, 0.01312821265310049, 0.16145959496498108, 0.44134917855262756, -0.07573103159666061, -0.0981525331735611, 0.7683031558990479, 0.005299014039337635, -0.6335679292678833, -0.797157883644104, -0.22869187593460083, -0.06841320544481277, 0.06269953399896622, -0.07864312827587128, 0.4330267012119293, 0.12695518136024475, 0.26052412390708923, 0.2848628759384155, -0.8795828223228455, -0.3404339849948883, 0.2860289216041565, -0.09687624126672745, -0.15401580929756165, 0.2840729355812073, 0.49906614422798157, -0.021041972562670708, -0.13231399655342102, -0.3420964777469635, -0.3012440502643585, 0.25289881229400635, 0.1829884797334671, -0.3809245526790619, -0.3986125886440277, -0.08702997118234634, 0.3306880593299866, 0.06691227108240128, 0.5727877616882324, 0.2722010016441345, 0.008375815115869045, 0.3195134103298187, 0.4247576594352722, 0.10533222556114197, 0.3465440571308136, -0.22609704732894897, -0.07627797871828079, -0.5169836282730103, 0.39436620473861694, 0.15378092229366302, -0.050304509699344635, 0.08275426179170609, 0.40040504932403564, 0.07399957627058029, -0.14042460918426514, 0.7732964754104614, -0.6264843940734863, 0.33244696259498596, 0.05199699103832245, -0.2723866105079651, -0.1970931738615036, 0.18987269699573517, -0.27435073256492615, 0.5489108562469482, 0.6328174471855164, 0.07314638793468475, 0.20314493775367737, -0.4438672661781311, -0.11532791703939438, -0.7289682030677795, -0.23539607226848602, -0.06994806230068207, 0.006234345026314259, 0.03273873031139374, -0.7447763681411743, 0.12303537875413895, -0.0989876464009285, 0.07856340706348419, 0.07851056009531021, 0.004740370903164148, -0.30012214183807373, 0.006172095891088247, 0.23485256731510162, -0.24666546285152435, -0.17675469815731049, 0.008739144541323185, -0.10401055216789246, 0.3223726749420166, -0.44654983282089233, -0.14354121685028076, -0.24331814050674438, 0.6737908720970154, 0.6132685542106628, 0.6127059459686279, 0.24683178961277008, 0.35987645387649536, -0.21281547844409943, -0.05169413238763809, 0.4133349359035492, -0.07530643790960312, 0.07047012448310852, 0.36675387620925903, 0.14682637155056, -0.6421594619750977, 0.6408504843711853, -0.09831642359495163, -0.34902068972587585, -0.14304132759571075, 0.20271489024162292, -0.003651803359389305, -0.044118985533714294, 0.5898963809013367, 0.33502206206321716, -0.09796822816133499, 0.34964415431022644, -0.16244658827781677, -0.22187969088554382, -0.07450086623430252, -0.022434663027524948, -0.18689166009426117, 0.03927280008792877, 0.04578815773129463, 0.15727382898330688, -0.038213055580854416, -0.33145612478256226, -0.3493626117706299, 0.14958728849887848, 0.13762785494327545, -0.3317517638206482, 0.049688614904880524, -0.007126933895051479, -0.48072877526283264, 0.2929264307022095, 0.05695915222167969, 0.36584341526031494, -0.3578852415084839, 0.11370877176523209, 0.131203755736351, -0.011697463691234589, -0.22457529604434967, 0.6697649359703064, 0.7611902356147766, -0.47695380449295044, 0.1364019364118576, -0.7508460283279419, 0.5415815114974976, -0.2084384560585022, -0.03596574813127518, -0.5607742667198181, -0.17201556265354156, 0.029474562034010887, -0.6770504713058472, -0.40934595465660095, 0.5470478534698486, -0.057241927832365036, 0.29185014963150024, -0.22178736329078674, 0.18044178187847137, 0.6431400179862976, -0.11415787786245346, -0.4114744961261749, 0.1542290449142456, 0.582253634929657, 0.012562057934701443, 0.15207409858703613, -0.13569247722625732, -0.27176719903945923, -0.1017347052693367, 0.4241999089717865, -0.038825809955596924, -0.1734391152858734, 0.8149118423461914, 0.14728206396102905, 0.41513803601264954, -0.22026467323303223, -0.4266417324542999, 0.36863693594932556, 0.14060313999652863, -1.0057634115219116, 0.2961815595626831, -0.20686347782611847, 0.2527867257595062, -0.418923556804657, -0.060099486261606216, -0.24722281098365784, 0.162050262093544, -0.7995980381965637, -0.280445396900177, -0.2843363285064697, 0.12664274871349335, 0.009176176972687244, 0.05934469401836395, -0.1104515790939331, -0.11593537032604218, -0.15832646191120148, 0.40393638610839844, -0.20939640700817108, 0.6205894351005554, 0.039894867688417435, 0.5305525064468384, -0.662804126739502, -0.3395111858844757, 0.1503870189189911, 0.22488188743591309, 0.3437653183937073, 0.4331260621547699, -0.16750305891036987, 0.12246467918157578, 0.03745853155851364, 0.2969885468482971, 0.8023234009742737, -0.23786446452140808, 0.06914658844470978, 0.5837303400039673, -0.255180686712265, 0.0017333896830677986, -0.13393814861774445, -0.13581909239292145, 0.27322909235954285, 0.23059014976024628, 0.3805520832538605, 0.6150082349777222, -0.3054414987564087, -0.16612689197063446, -0.17326858639717102, 0.27404162287712097, -0.24475255608558655, 0.245005264878273, -0.21814598143100739, -0.09395721554756165, 0.3194500207901001, -0.514540433883667, -0.28715553879737854, 0.48467546701431274, -0.002694695722311735, 0.5146178007125854, -0.05872495099902153, 0.6062682271003723, 0.006445407867431641, 0.4548850655555725, 0.2263142615556717, 0.48294004797935486, -0.2925851345062256, -0.2674262821674347, -0.031044581905007362, -0.28284409642219543, 0.23500606417655945, -0.051234953105449677, 0.4155849516391754, 0.09305774420499802, 0.12363414466381073, -0.15127483010292053, -0.09778004884719849, 0.519072413444519, -0.2369552105665207, 0.08221244812011719, 0.41498512029647827, 0.3486472964286804, -0.052224911749362946, 0.36661216616630554, 0.24891789257526398, -0.8778507709503174, -0.4909929037094116, -0.6541376113891602, 0.4808845520019531, -0.0436602458357811, -0.34936827421188354, 0.1168721541762352, 0.12658725678920746, 0.4322897791862488, 0.3520975112915039, -0.15527667105197906, 0.14859767258167267, 0.13783760368824005, 0.6524794697761536, 0.22871717810630798, 0.3881276249885559, 0.31465327739715576, -0.44918110966682434, -0.21714620292186737, -0.4384409785270691, -0.19084066152572632, -0.06334245204925537, -0.08898216485977173, 0.10679550468921661, 0.030997371301054955, 0.07993428409099579, 0.879884660243988, 0.19302363693714142, 0.3793027698993683, -0.8227763175964355, 0.001528088585473597, -0.20093485713005066, 0.09929767996072769, -0.23053494095802307, 0.26238685846328735, -0.09940046072006226, -0.2072526514530182, -0.005412010475993156, -0.8508362770080566, -0.017462747171521187, -0.06746766716241837, 0.07690274715423584, -0.6436719298362732, 0.3947235941886902, 0.5898328423500061, 0.541469931602478, 0.19421975314617157, -0.08844705671072006, -0.7269641757011414, 0.12012799829244614, -0.017807060852646828, 0.24682456254959106, -0.1710098683834076, 0.17702098190784454, -0.06674079596996307, 0.20906402170658112, 0.1645267903804779, -0.026240944862365723, 0.3197985887527466, -0.496667742729187, 0.3020990788936615, -0.09758329391479492, -0.03560137003660202, 0.17731676995754242, -0.13864275813102722, -0.27281007170677185, -0.42448437213897705, -0.0672975555062294, -0.35934364795684814, -0.07996315509080887, 0.28849390149116516, -0.33452099561691284, 0.17009450495243073, -0.766007125377655, -0.09486118704080582, -0.29963210225105286, -0.0072504673153162, -0.2036016583442688, -0.7557000517845154, -0.10274220257997513, 0.06097400188446045, -0.49709224700927734, -0.1273641139268875, 0.4059883654117584, -0.27761414647102356, -0.2333277463912964, 0.10017450898885727, -0.26769617199897766, -0.4906509220600128, -0.021295951679348946, 0.18090805411338806, 0.06808606535196304, 0.6793724894523621, -0.3111690878868103, 0.03007148951292038, -1.2224262952804565, 0.36274048686027527, -0.14234039187431335, 0.4705372154712677, 0.08947274088859558, -0.07094647735357285, -0.11352246254682541, -0.17336268723011017, -0.3145543336868286, -0.30582118034362793, -0.17275775969028473, -0.4607839286327362 ]
Welcome to my weekly roundup of data-driven things I noticed on the web last week. This is week 20 (last weeks post is here). Benjamin Cooley https://towardsdatascience.com/data-curious-20-09-2017-a-roundup-of-data-stories-datasets-and-visualizations-from-last-week-5281deb27d13
Data Curious 20.09.2017: A roundup of data stories, datasets and visualizations from last week
[ 0.22434112429618835, 0.20583009719848633, 0.2200106531381607, 0.21485635638237, 0.14922018349170685, -0.3520084321498871, -0.3658892512321472, 0.2093362957239151, -0.34633761644363403, -0.044550903141498566, -0.2645573616027832, -0.3160611689090729, 0.04947981610894203, -0.1353769600391388, 0.0009476581471972167, 0.32323241233825684, 0.08494315296411514, -0.03549951687455177, -0.11855914443731308, -0.11216101795434952, -0.34421268105506897, -0.6232287883758545, 0.8516138195991516, -0.14543673396110535, -0.2137453854084015, -0.08656016737222672, 0.37287867069244385, 0.05856333673000336, -0.5010530948638916, 0.035893213003873825, -0.33824557065963745, 0.41183602809906006, 0.19632893800735474, 0.6064985394477844, -0.568010687828064, 0.04718761518597603, -0.5527033805847168, -0.27923133969306946, -0.0824497789144516, -0.38143229484558105, -0.21675026416778564, -0.2271248996257782, -0.5230192542076111, 0.3473550081253052, -0.22885337471961975, -0.7571853399276733, -1.5727437734603882, 0.0827411338686943, -0.41162148118019104, -0.1677725464105606, -0.37240907549858093, 0.5953884124755859, 0.0886024609208107, -0.19231167435646057, -0.7118671536445618, 0.16401587426662445, 0.219660222530365, -0.5673239231109619, -0.25370848178863525, -0.1993943750858307, 0.3941058814525604, 0.0940120667219162, 0.1024477556347847, 0.010884545743465424, 1.1403940916061401, -0.21020308136940002, 0.271378755569458, 0.625993013381958, 0.11553675681352615, 0.3551728129386902, -0.1778193712234497, 0.587295651435852, -0.05712238326668739, -0.004844950512051582, 0.11886534094810486, 0.5817713141441345, 0.424694687128067, -0.05863748863339424, 0.46894949674606323, 0.2395867109298706, -0.3815520107746124, -0.11999538540840149, 0.21497371792793274, 0.08687048405408859, -0.015302559360861778, -0.08381107449531555, -0.34662553668022156, -0.30851030349731445, -0.2795376181602478, 0.19927331805229187, -0.3493945002555847, -0.5270187854766846, 0.48705270886421204, 0.22047492861747742, 0.18061085045337677, 0.22881200909614563, 0.5729960799217224, -0.08291648328304291, -0.607691764831543, 0.013618281111121178, -0.2835066020488739, -0.11500412970781326, 0.08496072888374329, -0.33235958218574524, 0.11849601566791534, 0.04851445183157921, -0.1713162213563919, -0.7740053534507751, -0.20461389422416687, 0.07208163291215897, -0.5252746939659119, 0.3431552052497864, 0.13161034882068634, 0.5288892984390259, -0.11356772482395172, 0.8892813920974731, 0.4088385999202728, -0.24709148705005646, -0.5223937630653381, -0.293928325176239, -0.5286346077919006, 0.39254286885261536, -0.06314253062009811, -0.24214407801628113, 0.18805398046970367, 0.2054702192544937, 0.1187463104724884, 0.04816075414419174, 0.6046736240386963, 0.4127923250198364, 0.26878154277801514, 0.07915690541267395, -0.17664746940135956, -0.22625094652175903, 0.17964448034763336, -0.5026656985282898, -0.6660111546516418, -0.3109116554260254, 0.33257240056991577, 0.1375390738248825, 0.2812435030937195, -0.16072727739810944, -0.2668820321559906, -0.37265557050704956, -0.06836647540330887, -0.06350142508745193, -0.31303104758262634, 0.27960455417633057, -0.340932160615921, 0.14643259346485138, -0.28292015194892883, 0.024759657680988312, -0.7627127170562744, -0.11317399144172668, -0.10908935219049454, -0.4107927680015564, -0.2931499481201172, -0.3868825137615204, 0.08733393996953964, 0.0022466175723820925, 0.1317778378725052, 0.18881413340568542, -0.010258345864713192, -0.5119131207466125, 0.7370142936706543, 0.35579586029052734, 0.7151543498039246, 0.04367554560303688, 0.063469797372818, -0.10466381162405014, 0.04120666906237602, -0.02026938833296299, 0.4274428188800812, -0.32829219102859497, -0.01058098953217268, 0.08507568389177322, 0.27661386132240295, -0.08047459274530411, 0.11277887970209122, 0.19851741194725037, -0.38798144459724426, -0.2995052635669708, 0.3151746690273285, 0.10632070899009705, 0.16679054498672485, -0.3078782260417938, -0.0075184255838394165, 0.2586559057235718, 0.20075058937072754, 0.16590580344200134, -0.08178352564573288, -0.31673625111579895, 0.4669245481491089, -0.6723420023918152, 0.5967857241630554, -0.25472143292427063, 0.5123565793037415, 0.904695987701416, 0.3415985107421875, -0.17363446950912476, -0.19861792027950287, 0.015473321080207825, 0.5844821333885193, 0.06387728452682495, -0.2157464474439621, 0.043369051069021225, 0.08066616207361221, 0.23968273401260376, -0.06315267831087112, 0.34808775782585144, -0.08157773315906525, 0.06009208783507347, 0.35914644598960876, -0.17421922087669373, -0.221042200922966, -0.03331452235579491, 0.24910248816013336, 0.0030133151449263096, -0.20580165088176727, 0.35868728160858154, 0.6571862697601318, -0.03928966075181961, 0.054257363080978394, 0.3412456810474396, 0.24124857783317566, 0.4886271357536316, 0.511799693107605, -0.3304208219051361, 0.5721450448036194, -0.26448023319244385, -0.3353521525859833, -0.5108513236045837, 0.3606738746166229, -0.4351842701435089, -0.6270821690559387, 0.3194866478443146, -0.4220566153526306, -0.2750130295753479, 0.18017955124378204, -0.15056462585926056, 0.16646632552146912, 0.3463287949562073, -0.020685195922851562, 0.4252118468284607, 0.2680405080318451, 0.3063715696334839, 0.06228487566113472, 0.16003301739692688, -0.17417451739311218, 0.05696756765246391, 0.448513388633728, 0.7101747989654541, 0.0412459596991539, -0.3022453486919403, 0.26554784178733826, 0.2393893152475357, -0.0966881588101387, -0.47338804602622986, 0.25813665986061096, 0.596652090549469, -0.2473560869693756, -0.10651964694261551, -0.04291730001568794, 0.09340542554855347, 0.12249474972486496, -0.5357274413108826, 0.10596683621406555, -0.7224670648574829, 0.030643852427601814, 0.3680129647254944, 0.6876474022865295, 0.12634101510047913, -0.06180427968502045, 0.5849704146385193, 0.27655401825904846, -0.9064174294471741, 0.5620852112770081, -0.09835969656705856, -0.41461336612701416, -0.5582271814346313, 0.35652172565460205, 0.8365768790245056, 0.17255960404872894, 0.3305119574069977, -0.21355457603931427, -0.9502013325691223, 0.11831645667552948, 0.32361823320388794, -0.03939216583967209, -0.2986665368080139, -0.19372743368148804, -0.013853044249117374, 0.23706643283367157, -0.24248017370700836, 0.18484099209308624, 0.14016418159008026, 0.1487148106098175, -0.22125482559204102, -0.4120510518550873, -0.05026957765221596, -0.5081095695495605, 0.6915478706359863, 0.4263884425163269, -0.6027355790138245, 0.3109831213951111, -0.19550728797912598, -0.49716895818710327, 0.26262176036834717, -6.0797295570373535, 0.24563416838645935, -0.752391517162323, -0.5742184519767761, -0.43310144543647766, -0.1745760291814804, 0.02982349880039692, 0.1554649919271469, 0.08572720736265182, 0.011437417939305305, -0.4301818609237671, -0.4087279140949249, -0.04267064109444618, 0.46744200587272644, 0.06755673885345459, 0.3583400547504425, 0.3105786144733429, -0.07344453781843185, 0.27095842361450195, 0.5335831642150879, -0.4455733895301819, 0.23365813493728638, -0.21464553475379944, 0.507165253162384, 0.6486133933067322, -0.09969674795866013, -0.5317501425743103, 0.6826086640357971, -0.33590370416641235, 0.14137214422225952, 0.8653795719146729, -0.30217045545578003, -0.5940118432044983, 0.3593434691429138, -0.2782817482948303, 0.13877521455287933, -0.2946923077106476, -0.04481260105967522, 0.5354759097099304, -0.31691572070121765, -0.07220254838466644, 0.20665451884269714, -0.5087995529174805, -0.7912101149559021, 0.33329010009765625, -0.32960861921310425, -0.3375440537929535, 0.18638405203819275, -0.06358344852924347, -0.05482169985771179, 0.5192691683769226, 0.024770408868789673, 0.037060871720314026, -0.17082303762435913, 0.04987470805644989, -0.49031350016593933, 0.26402759552001953, 0.1646454930305481, -0.6546529531478882, 0.029939033091068268, 0.47908973693847656, -0.17567533254623413, -0.10999339818954468, -0.34678319096565247, -0.6338523030281067, -0.2030317187309265, -0.7535371780395508, -0.5853325128555298, 0.11020787805318832, -0.10524645447731018, -0.7931709885597229, 0.09651139378547668, -0.06724129617214203, -0.8696349859237671, 0.39878609776496887, -0.17641684412956238, -0.13873291015625, 0.5405183434486389, 0.004866025410592556, 0.006657587829977274, -0.6475749611854553, -0.5006130933761597, -0.04744359105825424, 0.5440616607666016, 0.12221135944128036, -0.38308727741241455, 0.2562401592731476, -0.15870632231235504, -0.43233585357666016, -0.16010689735412598, 0.8233641386032104, -0.674196183681488, 0.7002309560775757, 0.17141611874103546, -0.09516409039497375, 0.089928537607193, 0.1657484471797943, 0.49599066376686096, 0.022660717368125916, -0.19490912556648254, 0.7687038779258728, -0.05825866386294365, -0.6413569450378418, -0.7682615518569946, -0.3059493899345398, -0.05455804243683815, 0.14215587079524994, -0.14148661494255066, 0.4115743637084961, 0.09583362936973572, 0.2973102629184723, 0.2820647358894348, -0.9314088821411133, -0.2795751988887787, 0.267607718706131, -0.1439228653907776, -0.3806546926498413, 0.2636028230190277, 0.4320979714393616, 0.11439134925603867, -0.03292577713727951, -0.33526310324668884, -0.3940673768520355, 0.23508897423744202, 0.17817063629627228, -0.36440804600715637, -0.4736790060997009, -0.1625831127166748, 0.3046155273914337, 0.1634799689054489, 0.6459029912948608, 0.2834755480289459, -0.007668653503060341, 0.27614322304725647, 0.43376457691192627, 0.187278613448143, 0.21918897330760956, -0.2297687530517578, -0.09731363505125046, -0.5303701162338257, 0.4399922788143158, 0.16794656217098236, -0.030502058565616608, 0.11851434409618378, 0.3270323872566223, 0.1271500140428543, -0.13066144287586212, 0.7327767014503479, -0.6553493738174438, 0.3235224485397339, 0.055952396243810654, -0.2756461501121521, -0.25821101665496826, 0.1017778292298317, -0.26696670055389404, 0.6335291862487793, 0.6691779494285583, 0.06997240334749222, 0.2421281337738037, -0.4138851761817932, -0.22637493908405304, -0.7090627551078796, -0.23118658363819122, 0.018281666561961174, 0.03118421696126461, 0.04850958660244942, -0.7290547490119934, 0.1669929325580597, -0.03690074384212494, 0.09396497905254364, -0.03569813817739487, -0.01817205362021923, -0.33087003231048584, 0.008149031549692154, 0.16695378720760345, -0.2470991164445877, -0.045864734798669815, 0.03170044720172882, -0.14543111622333527, 0.37571361660957336, -0.5083950161933899, -0.14210793375968933, -0.316800057888031, 0.7402504086494446, 0.6666237115859985, 0.5851306915283203, 0.18365025520324707, 0.3948063254356384, -0.2688646912574768, -0.04244713485240936, 0.4995003044605255, -0.10477495938539505, 0.017869776114821434, 0.3751808702945709, 0.12317091971635818, -0.6232004761695862, 0.6763550043106079, -0.0456911101937294, -0.32461947202682495, -0.1501423716545105, 0.17448681592941284, -0.03408051282167435, -0.10153327882289886, 0.6013875007629395, 0.39886465668678284, -0.18186639249324799, 0.3506518304347992, -0.18770785629749298, -0.19006644189357758, -0.07164520025253296, -0.09419634938240051, -0.1755996197462082, 0.04705812409520149, -0.09538566321134567, 0.16377340257167816, -0.016535120084881783, -0.3639156222343445, -0.44624489545822144, 0.07741738855838776, 0.10465268045663834, -0.33119139075279236, 0.007311152759939432, -0.0630873367190361, -0.49803438782691956, 0.3724665939807892, -0.01095772534608841, 0.36319559812545776, -0.36804091930389404, 0.06310252100229263, 0.11543062329292297, 0.0575123131275177, -0.30115166306495667, 0.7182298302650452, 0.8057962656021118, -0.4768393337726593, 0.06180218607187271, -0.6539376974105835, 0.46291035413742065, -0.1640295833349228, -0.026066377758979797, -0.48947012424468994, -0.24358510971069336, 0.0010990893933922052, -0.674289345741272, -0.5696771144866943, 0.4627094864845276, 0.04142056033015251, 0.25507181882858276, -0.2256574034690857, 0.17649859189987183, 0.6962532997131348, -0.15014055371284485, -0.536302387714386, 0.10460896790027618, 0.6414327025413513, -0.03565092757344246, 0.15035992860794067, -0.1541437804698944, -0.269657701253891, -0.11020901054143906, 0.47350889444351196, -0.029168961569666862, -0.22590301930904388, 0.8700745701789856, 0.13290446996688843, 0.3858576714992523, -0.14108489453792572, -0.43079498410224915, 0.4317568242549896, 0.1380031257867813, -1.0826889276504517, 0.2815108597278595, -0.28044578433036804, 0.20929649472236633, -0.4610413908958435, -0.06717028468847275, -0.29539749026298523, 0.20239455997943878, -0.8909679055213928, -0.3203764855861664, -0.2660662531852722, 0.11957605183124542, -0.015162468887865543, 0.14081096649169922, -0.10618463903665543, -0.12883712351322174, -0.07441288977861404, 0.353625625371933, -0.2800394296646118, 0.5585810542106628, 0.03868640586733818, 0.3526904582977295, -0.72152179479599, -0.281043142080307, 0.12642572820186615, 0.19230832159519196, 0.3899385333061218, 0.3766225278377533, -0.24801300466060638, 0.290817528963089, 0.1378929316997528, 0.302303671836853, 0.7464647889137268, -0.22053676843643188, 0.11025459319353104, 0.6228613257408142, -0.21968327462673187, -0.028399620205163956, -0.06055381894111633, -0.10113423317670822, 0.34397169947624207, 0.2274968922138214, 0.4586244225502014, 0.6664642691612244, -0.41496196389198303, -0.15970933437347412, -0.19446341693401337, 0.2632450759410858, -0.10461471229791641, 0.23497673869132996, -0.17016105353832245, -0.11102670431137085, 0.2980084717273712, -0.4592931568622589, -0.3250053822994232, 0.5211440920829773, 0.11779218912124634, 0.5792508125305176, 0.030098531395196915, 0.6547160148620605, 0.037491731345653534, 0.4862746596336365, 0.16635733842849731, 0.3758488595485687, -0.25983312726020813, -0.23767736554145813, 0.009671354666352272, -0.1235564574599266, 0.21931426227092743, -0.04010679945349693, 0.38278111815452576, 0.05076683312654495, 0.07566245645284653, -0.13093648850917816, -0.09839648753404617, 0.49860286712646484, -0.2690306305885315, 0.07822808623313904, 0.41950303316116333, 0.34881237149238586, -0.0012889689533039927, 0.44058313965797424, 0.1851794570684433, -0.8333737850189209, -0.42992106080055237, -0.661657989025116, 0.45759057998657227, -0.17239798605442047, -0.3528333008289337, 0.2880323529243469, 0.3324374854564667, 0.44395437836647034, 0.43349018692970276, -0.1494148075580597, 0.1692623794078827, 0.05110153555870056, 0.6213271617889404, 0.26869961619377136, 0.30744469165802, 0.3886394500732422, -0.3078453540802002, -0.09795328229665756, -0.36175984144210815, -0.19850167632102966, -0.10617249459028244, 0.007139476016163826, 0.16429530084133148, 0.0055597745813429356, 0.059154726564884186, 0.9359219074249268, 0.3475223481655121, 0.5197511911392212, -0.8805192112922668, 0.10305136442184448, -0.16026510298252106, 0.10583759844303131, -0.12849211692810059, 0.27851828932762146, -0.18867875635623932, -0.24498476088047028, 0.0782720223069191, -0.8456653952598572, -0.09196364879608154, -0.10238092392683029, -0.03564907982945442, -0.5641958713531494, 0.3775161802768707, 0.5701413750648499, 0.4581342935562134, 0.24329924583435059, -0.02311740070581436, -0.6709746718406677, 0.11095096915960312, 0.10070780664682388, 0.1869933307170868, -0.10229737311601639, 0.11791808158159256, -0.06685353070497513, 0.1735372543334961, 0.17439661920070648, 0.012735162861645222, 0.36293360590934753, -0.471453994512558, 0.2447149008512497, -0.06896042823791504, 0.002875777194276452, 0.1044083908200264, -0.08966459333896637, -0.1944073587656021, -0.3497548997402191, -0.03498869016766548, -0.39323800802230835, -0.003039565170183778, 0.3102378249168396, -0.43076276779174805, 0.15888196229934692, -0.7607554793357849, -0.06811773031949997, -0.2451009303331375, -0.054469212889671326, -0.22158165276050568, -0.7479522228240967, -0.07807896286249161, 0.014684103429317474, -0.5465236306190491, -0.09776052087545395, 0.34057655930519104, -0.3448268473148346, -0.1789693832397461, 0.1339150369167328, -0.1829376071691513, -0.4940391480922699, -0.09025156497955322, 0.254606693983078, -0.06710904091596603, 0.6074159145355225, -0.32783451676368713, 0.016770359128713608, -1.1059505939483643, 0.4085765480995178, -0.16199752688407898, 0.47022679448127747, 0.027268782258033752, -0.05986883491277695, -0.07154868543148041, -0.08972612768411636, -0.28865596652030945, -0.31370702385902405, -0.13984885811805725, -0.505409300327301 ]
Welcome to my weekly roundup of data-driven things I noticed on the web last week. This is week 21 (last weeks post is here). Benjamin Cooley https://towardsdatascience.com/data-curious-25-09-2017-a-roundup-of-data-stories-datasets-and-visualizations-from-last-week-30a40846a787
Data Curious 25.09.2017: A roundup of data stories, datasets and visualizations from last week
[ 0.16183899343013763, 0.270811527967453, 0.2582145035266876, 0.17321817576885223, 0.13316677510738373, -0.3099334239959717, -0.3031086325645447, 0.19084423780441284, -0.2895646393299103, -0.0537102185189724, -0.26402899622917175, -0.28426626324653625, 0.01663024351000786, -0.1784677356481552, -0.010709285736083984, 0.4142124056816101, 0.05972546339035034, -0.04375695064663887, -0.0760330855846405, -0.10908303409814835, -0.3848837614059448, -0.6263958811759949, 0.827647864818573, -0.15426349639892578, -0.22446811199188232, -0.07926545292139053, 0.3956519365310669, 0.0369841642677784, -0.513129472732544, -0.011629270389676094, -0.3553057909011841, 0.3974460959434509, 0.22481988370418549, 0.5510785579681396, -0.5350452661514282, 0.02205292135477066, -0.5101330280303955, -0.27403295040130615, -0.057767439633607864, -0.29626160860061646, -0.24228262901306152, -0.2267417460680008, -0.4069088101387024, 0.3170502483844757, -0.2173583060503006, -0.705818772315979, -1.5189505815505981, 0.04916372895240784, -0.377347469329834, -0.22992044687271118, -0.40404555201530457, 0.5175020098686218, 0.10826366394758224, -0.14368031919002533, -0.7173131704330444, 0.13116247951984406, 0.2063411921262741, -0.5998498797416687, -0.20631000399589539, -0.2014252245426178, 0.432280033826828, 0.09366898238658905, 0.04442446678876877, 0.048286162316799164, 1.0036412477493286, -0.17444784939289093, 0.26383867859840393, 0.6196949481964111, 0.10462577641010284, 0.3305702805519104, -0.10437360405921936, 0.621038556098938, -0.0718638151884079, 0.010892946273088455, 0.1292380690574646, 0.5264456868171692, 0.39799168705940247, -0.04348546639084816, 0.4579010009765625, 0.1602134108543396, -0.32792431116104126, -0.11336363852024078, 0.16034816205501556, 0.12834270298480988, -0.001495957258157432, -0.03067152015864849, -0.3273642659187317, -0.30383095145225525, -0.3107187747955322, 0.24397994577884674, -0.3672402501106262, -0.5099411010742188, 0.48076051473617554, 0.200142964720726, 0.1842651665210724, 0.19955933094024658, 0.5390608310699463, -0.04943045973777771, -0.5012955069541931, 0.059952978044748306, -0.3323060870170593, -0.08222506195306778, 0.11140190064907074, -0.2738077938556671, 0.1561569720506668, 0.09395511448383331, -0.12772686779499054, -0.7355228662490845, -0.29123449325561523, 0.11123409867286682, -0.5212767124176025, 0.3016814589500427, 0.12478229403495789, 0.5774163007736206, -0.09057264029979706, 0.8869938850402832, 0.34575986862182617, -0.2596401870250702, -0.4972955286502838, -0.3043151795864105, -0.533129870891571, 0.3898770213127136, -0.06613293290138245, -0.22892999649047852, 0.15740841627120972, 0.2811499536037445, 0.1005253717303276, 0.05458461120724678, 0.5669130086898804, 0.42922458052635193, 0.253646582365036, 0.07244431227445602, -0.1417960524559021, -0.1949634999036789, 0.1767420768737793, -0.5502071380615234, -0.6075058579444885, -0.2787998616695404, 0.3368019461631775, 0.1332160234451294, 0.26633861660957336, -0.1594502329826355, -0.29910874366760254, -0.3426336944103241, -0.08144567161798477, -0.09416253864765167, -0.30449190735816956, 0.28881216049194336, -0.2901739478111267, 0.10332467406988144, -0.276655912399292, 0.00446662213653326, -0.7278820872306824, -0.09735360741615295, -0.17091338336467743, -0.46832168102264404, -0.23363317549228668, -0.3430379331111908, 0.022196287289261818, 0.0066053918562829494, 0.15431174635887146, 0.2351590245962143, -0.008694468066096306, -0.4305587112903595, 0.7099535465240479, 0.39014747738838196, 0.6778930425643921, 0.01317993737757206, 0.1313297003507614, -0.11749174445867538, 0.04423407092690468, -0.04810929670929909, 0.4248201549053192, -0.3322702944278717, -0.06874270737171173, 0.13986602425575256, 0.26322704553604126, -0.0640438050031662, 0.03502511978149414, 0.18244093656539917, -0.3768324553966522, -0.24642737209796906, 0.25911036133766174, 0.14809289574623108, 0.0751870721578598, -0.34953510761260986, -0.02579956315457821, 0.24564899504184723, 0.18289437890052795, 0.1653556078672409, -0.08008872717618942, -0.2843608260154724, 0.5112995505332947, -0.7493587136268616, 0.6471866965293884, -0.19990409910678864, 0.48789653182029724, 0.9389178156852722, 0.3284772038459778, -0.12582387030124664, -0.14250844717025757, 0.07545158267021179, 0.6561340093612671, 0.0626918226480484, -0.14871810376644135, 0.05815127119421959, 0.025340793654322624, 0.30022791028022766, -0.03437425196170807, 0.30042120814323425, -0.12203927338123322, 0.07510101050138474, 0.33193209767341614, -0.18217164278030396, -0.20149415731430054, -0.031869255006313324, 0.30531981587409973, 0.010333310812711716, -0.17962205410003662, 0.3492559790611267, 0.6730701923370361, -0.03060741163790226, 0.029078956693410873, 0.3740300238132477, 0.2675701677799225, 0.5677279829978943, 0.5665916204452515, -0.4310899078845978, 0.57978755235672, -0.1807655245065689, -0.33432698249816895, -0.4516277313232422, 0.3689022362232208, -0.44401705265045166, -0.5627709627151489, 0.24409686028957367, -0.4169260561466217, -0.33164864778518677, 0.09804106503725052, -0.15227016806602478, 0.21473434567451477, 0.28264346718788147, 0.04163828492164612, 0.363413006067276, 0.2849743366241455, 0.26370421051979065, 0.05187726393342018, 0.11519498378038406, -0.12982597947120667, 0.04986187815666199, 0.43420708179473877, 0.6603538393974304, 0.030169766396284103, -0.2624720633029938, 0.30739256739616394, 0.3175102174282074, -0.11769192665815353, -0.46204158663749695, 0.24082782864570618, 0.5663535594940186, -0.2600592076778412, -0.11454926431179047, -0.025590498000383377, 0.1446075141429901, 0.1553310751914978, -0.47100532054901123, 0.14813122153282166, -0.7125004529953003, 0.0828179195523262, 0.3516419231891632, 0.6685388684272766, 0.1653236597776413, -0.10091690719127655, 0.5872001051902771, 0.29490888118743896, -0.8503099083900452, 0.5631612539291382, -0.10997916758060455, -0.4332123398780823, -0.4878237247467041, 0.35359716415405273, 0.8198358416557312, 0.09379781782627106, 0.34468093514442444, -0.1627211719751358, -0.9601152539253235, 0.14541120827198029, 0.2908993065357208, -0.055773165076971054, -0.23106016218662262, -0.1334429234266281, -0.008585548959672451, 0.20350335538387299, -0.37608134746551514, 0.14906060695648193, 0.13331611454486847, 0.16849499940872192, -0.2258138656616211, -0.3397603929042816, -0.06343307346105576, -0.45059096813201904, 0.720604419708252, 0.4230250120162964, -0.5813508033752441, 0.2985229790210724, -0.22905302047729492, -0.49909254908561707, 0.23787634074687958, -6.116482257843018, 0.2450801432132721, -0.7135815024375916, -0.6057696342468262, -0.35478273034095764, -0.21388845145702362, 0.07526734471321106, 0.10806888341903687, 0.1251283437013626, -0.03782254830002785, -0.3757375478744507, -0.4211287796497345, -0.1027304008603096, 0.5473286509513855, 0.08244967460632324, 0.3724982440471649, 0.2987061142921448, -0.08481912314891815, 0.3550904095172882, 0.5068053603172302, -0.4094904363155365, 0.15024778246879578, -0.23594458401203156, 0.47213178873062134, 0.6038539409637451, -0.08423765748739243, -0.5936076045036316, 0.6997286081314087, -0.32357385754585266, 0.15671201050281525, 0.8636680841445923, -0.3119046986103058, -0.644929051399231, 0.4013090431690216, -0.2749079167842865, 0.12161320447921753, -0.29018133878707886, -0.06804051250219345, 0.5339334607124329, -0.35718879103660583, -0.02516620233654976, 0.23884329199790955, -0.583867609500885, -0.7381047010421753, 0.3163350224494934, -0.3547847270965576, -0.3917940855026245, 0.17079606652259827, 0.00009003434388432652, -0.029924744740128517, 0.5165756344795227, 0.0584443099796772, 0.06312458962202072, -0.11221561580896378, 0.06847437471151352, -0.5227794647216797, 0.25887948274612427, 0.11696087568998337, -0.6116694808006287, 0.06848347187042236, 0.44692423939704895, -0.18348725140094757, -0.13789182901382446, -0.3638145923614502, -0.6226850748062134, -0.23701758682727814, -0.7580826282501221, -0.5995558500289917, 0.08596348017454147, -0.12253237515687943, -0.7968156933784485, 0.07538456469774246, -0.11325869709253311, -0.8673746585845947, 0.3862398564815521, -0.1508926898241043, -0.08563273400068283, 0.4877049922943115, 0.02058759517967701, 0.00415318738669157, -0.5769776701927185, -0.5275192260742188, -0.07963766157627106, 0.5101961493492126, 0.08818811178207397, -0.4295074939727783, 0.19295591115951538, -0.11280249804258347, -0.3869936168193817, -0.18935464322566986, 0.8613395094871521, -0.6707891821861267, 0.7585161924362183, 0.15216125547885895, -0.05667953938245773, 0.14065007865428925, 0.23501969873905182, 0.4251224994659424, -0.040543269366025925, -0.1812659353017807, 0.8183074593544006, -0.034913569688797, -0.621154248714447, -0.7241347432136536, -0.2682204842567444, -0.0673256367444992, 0.10166171938180923, -0.14801335334777832, 0.4497164487838745, 0.10650812834501266, 0.33066707849502563, 0.22186224162578583, -0.9037126302719116, -0.31940141320228577, 0.2648882269859314, -0.1671055257320404, -0.3722761869430542, 0.2520630657672882, 0.41237133741378784, 0.15294142067432404, -0.04251043125987053, -0.4006352126598358, -0.36452338099479675, 0.16277427971363068, 0.158386692404747, -0.31079670786857605, -0.4474170506000519, -0.11750977486371994, 0.33780786395072937, 0.17441828548908234, 0.660107433795929, 0.23883065581321716, -0.0650026872754097, 0.31942275166511536, 0.4640542268753052, 0.17347954213619232, 0.27962249517440796, -0.2596709728240967, -0.17138999700546265, -0.5379993915557861, 0.42984169721603394, 0.14257273077964783, -0.08763322234153748, 0.14541347324848175, 0.3441770672798157, 0.12401599436998367, -0.14701691269874573, 0.6601682901382446, -0.5756665468215942, 0.33828532695770264, 0.020041028037667274, -0.2352391630411148, -0.28686878085136414, 0.13416114449501038, -0.330775648355484, 0.6194588541984558, 0.6646956205368042, 0.06176472827792168, 0.18176031112670898, -0.4004368484020233, -0.16942137479782104, -0.671687662601471, -0.2998432219028473, 0.04868251085281372, 0.006301566958427429, -0.04382994398474693, -0.7488566637039185, 0.14015546441078186, -0.01524097379297018, 0.02690294198691845, -0.010969092138111591, 0.007544650696218014, -0.2580634653568268, 0.025818996131420135, 0.17321231961250305, -0.23660089075565338, -0.11362439393997192, 0.08628442883491516, -0.16042402386665344, 0.375748872756958, -0.4851417541503906, -0.1585668921470642, -0.3427751660346985, 0.7697126269340515, 0.6992964744567871, 0.5088643431663513, 0.18207651376724243, 0.35004594922065735, -0.20525719225406647, -0.13753962516784668, 0.5133770108222961, -0.09305529296398163, 0.02477499283850193, 0.3238978087902069, 0.14238613843917847, -0.6755183935165405, 0.6710257530212402, -0.02653670683503151, -0.23738357424736023, -0.08589357882738113, 0.13589705526828766, -0.03828920051455498, -0.0935351550579071, 0.6179927587509155, 0.37276172637939453, -0.20161530375480652, 0.3709857165813446, -0.2211509346961975, -0.19015131890773773, -0.10929317027330399, -0.08135079592466354, -0.20245523750782013, 0.08256150037050247, -0.042084403336048126, 0.1690247803926468, -0.04595505818724632, -0.386434942483902, -0.41811349987983704, 0.145278200507164, 0.12748686969280243, -0.31889280676841736, -0.027247177436947823, -0.07613640278577805, -0.47675999999046326, 0.3827844560146332, -0.011157241649925709, 0.3398737609386444, -0.3918974995613098, 0.0472446046769619, 0.06508637219667435, 0.12744027376174927, -0.23613764345645905, 0.7405986785888672, 0.7415478825569153, -0.49088138341903687, 0.0680898129940033, -0.742732048034668, 0.4462798237800598, -0.20587672293186188, 0.0038815271109342575, -0.5923636555671692, -0.30790457129478455, 0.008505086414515972, -0.7175934910774231, -0.490429162979126, 0.4842274785041809, 0.007315599359571934, 0.2820252776145935, -0.1909896433353424, 0.20761142671108246, 0.6279734373092651, -0.0659005269408226, -0.4931773841381073, 0.0953356996178627, 0.6096521615982056, -0.010612054727971554, 0.1497405469417572, -0.17269542813301086, -0.25201329588890076, -0.13302300870418549, 0.39953184127807617, -0.07498732209205627, -0.26191893219947815, 0.82532799243927, 0.07443904876708984, 0.36709338426589966, -0.1584949642419815, -0.41677960753440857, 0.4126020669937134, 0.12875321507453918, -1.126215934753418, 0.27874964475631714, -0.3245123624801636, 0.24319958686828613, -0.49435365200042725, -0.06232398748397827, -0.22197140753269196, 0.21738767623901367, -0.9092329144477844, -0.27761974930763245, -0.2571263909339905, 0.05052786320447922, -0.009785288013517857, 0.19599348306655884, -0.1402885466814041, -0.1270502507686615, -0.020861301571130753, 0.3288284242153168, -0.29962149262428284, 0.5683825612068176, 0.04475295543670654, 0.385099321603775, -0.762464702129364, -0.3265991508960724, 0.09588564932346344, 0.232405886054039, 0.3601364493370056, 0.4631235897541046, -0.27645599842071533, 0.2539041042327881, 0.19645598530769348, 0.2637917995452881, 0.7949172258377075, -0.2466908097267151, 0.12524963915348053, 0.6409795880317688, -0.22558775544166565, -0.014132280834019184, -0.08590607345104218, -0.1130455955862999, 0.3019082546234131, 0.24283427000045776, 0.4503130614757538, 0.6646411418914795, -0.32913491129875183, -0.16851463913917542, -0.2168005108833313, 0.2529313564300537, -0.11876931041479111, 0.24613459408283234, -0.1591251790523529, -0.13154804706573486, 0.3134937286376953, -0.5006763339042664, -0.3043121099472046, 0.5902573466300964, 0.09536370635032654, 0.5896744132041931, -0.010452164337038994, 0.6308760643005371, 0.08861033618450165, 0.4201853275299072, 0.1973198652267456, 0.33756980299949646, -0.27230626344680786, -0.22663076221942902, 0.02080671116709709, -0.1338956207036972, 0.19612424075603485, -0.035027652978897095, 0.3847862482070923, 0.10291755944490433, 0.10144735872745514, -0.17706699669361115, -0.01947389543056488, 0.4710223078727722, -0.27258583903312683, 0.08137242496013641, 0.4163070321083069, 0.3306697905063629, -0.01706118881702423, 0.43579086661338806, 0.1903715431690216, -0.7696369290351868, -0.3661483824253082, -0.6735091805458069, 0.4766274392604828, -0.13691893219947815, -0.34019625186920166, 0.29712170362472534, 0.3150255084037781, 0.4663350582122803, 0.4292474687099457, -0.10749462246894836, 0.11889888346195221, 0.046336233615875244, 0.5461998581886292, 0.2518504858016968, 0.3200646638870239, 0.3729313313961029, -0.33043545484542847, -0.13550977408885956, -0.41162294149398804, -0.20893870294094086, -0.10389441251754761, 0.043685611337423325, 0.11807528883218765, 0.023668115958571434, 0.05645052716135979, 0.9452935457229614, 0.28908053040504456, 0.4723486602306366, -0.8930546641349792, 0.08142407983541489, -0.15943987667560577, 0.1246577724814415, -0.15821750462055206, 0.29287928342819214, -0.16368375718593597, -0.1800716668367386, 0.13630037009716034, -0.7972770929336548, -0.003179331310093403, -0.10620789229869843, 0.003303821198642254, -0.5320249795913696, 0.3939414918422699, 0.5502827167510986, 0.48011645674705505, 0.23675529658794403, -0.019643066450953484, -0.6627971529960632, 0.11582732945680618, 0.09397705644369125, 0.16545332968235016, -0.1335427612066269, 0.12495433539152145, -0.04255908727645874, 0.1371748149394989, 0.06695007532835007, 0.017755892127752304, 0.30857065320014954, -0.4480540156364441, 0.175948828458786, -0.10316736251115799, 0.011085400357842445, 0.1336059272289276, -0.10246642678976059, -0.19372305274009705, -0.32851922512054443, -0.019970929250121117, -0.40154364705085754, -0.016820672899484634, 0.3220292031764984, -0.43527957797050476, 0.1573350876569748, -0.7057511806488037, -0.037198517471551895, -0.2622230350971222, -0.07377064973115921, -0.1359386444091797, -0.8008764386177063, -0.08410511910915375, 0.05377607420086861, -0.5347679853439331, -0.17380504310131073, 0.3077661097049713, -0.3410111665725708, -0.18358656764030457, 0.11211980134248734, -0.2122090756893158, -0.589289128780365, -0.10742443054914474, 0.24558380246162415, -0.06852436065673828, 0.5578470826148987, -0.3162192404270172, -0.018074966967105865, -1.1060198545455933, 0.41901662945747375, -0.18957093358039856, 0.444694459438324, 0.008724178187549114, -0.0471869520843029, -0.053751140832901, -0.1163557916879654, -0.31586533784866333, -0.29505661129951477, -0.15698276460170746, -0.51458340883255 ]
Combined with mystique, confusion, and general misunderstandingthe phenomenon of data being Peter Binggeser https://towardsdatascience.com/data-does-not-have-intrinsic-value-2824c2409d86
Data Does Not Have Intrinsic Value
[ -0.2741949260234833, 0.05744585394859314, 0.07793870568275452, 0.015173542313277721, 0.22244137525558472, -0.15627017617225647, -0.048925336450338364, -0.21952541172504425, 0.1661248505115509, 0.3308548331260681, -0.2803145945072174, 0.05662653222680092, -0.2714623510837555, -0.06719517707824707, -0.12199747562408447, 0.2511463165283203, 0.4164644777774811, 0.1747847944498062, 0.04400169104337692, 0.05014963075518608, -0.5086972713470459, -0.25035250186920166, 0.5922801494598389, -0.4074329435825348, -0.03406437113881111, -0.07953737676143646, 0.35329240560531616, -0.31723928451538086, -0.9945856928825378, 0.07467561960220337, -0.39397677779197693, 0.724252462387085, 0.21040862798690796, 0.16255731880664825, -0.443144828081131, -0.023706482723355293, -0.4457639753818512, -0.022598374634981155, 0.1114952340722084, -0.2761910855770111, -0.002249077195301652, 0.03673059493303299, -0.1205035150051117, 0.48093944787979126, -0.12480074167251587, -0.24528652429580688, -1.6769441366195679, 0.04550008848309517, -0.27911990880966187, 0.055422574281692505, -0.33221855759620667, 0.431474894285202, 0.041359446942806244, 0.26291102170944214, -0.28796228766441345, -0.11890195310115814, -0.19036588072776794, -0.4705895185470581, 0.1569572538137436, -0.538158118724823, 0.3323439061641693, 0.1199278011918068, -0.16495583951473236, 0.15448613464832306, 0.06746473908424377, 0.48621949553489685, -0.11775971949100494, 0.2461627721786499, -0.056962382048368454, -0.10377103090286255, 0.22560787200927734, -0.2079872190952301, -0.20680074393749237, -0.05209096148610115, -0.22480447590351105, -0.20259088277816772, 0.19592033326625824, 0.3466205298900604, 0.05198860913515091, 0.11134030669927597, -0.42060136795043945, -0.18705147504806519, 0.16918480396270752, 0.1596277505159378, -0.12864430248737335, -0.15889540314674377, 0.10544826090335846, 0.12321680039167404, -0.7518051862716675, 0.12516146898269653, 0.15919293463230133, -0.33203384280204773, 0.3485904335975647, -0.04135803133249283, -0.11997462809085846, -0.3328378200531006, 0.6428384184837341, 0.09402605146169662, -0.0385027751326561, 0.6372950077056885, -0.5566845536231995, 0.285101979970932, 0.06555673480033875, -0.5003197193145752, -0.2306581735610962, 0.3595191538333893, 0.005847766529768705, -0.11852505803108215, -0.06444244086742401, 0.6826280355453491, -0.5668512582778931, 0.23983152210712433, -0.09622615575790405, 0.29708126187324524, -0.023124869912862778, 0.4405571222305298, -0.16903099417686462, -0.226369246840477, -0.23076573014259338, 0.02638067677617073, 0.46743083000183105, 0.6688471436500549, 0.21244539320468903, -0.33161458373069763, 0.5124654173851013, -0.2823878228664398, 0.3259972035884857, 0.39010509848594666, 0.45832693576812744, 0.6499318480491638, 0.3464246094226837, 0.24690109491348267, -0.11020328104496002, -0.15259316563606262, -0.3359786868095398, -0.4618820548057556, 0.34189268946647644, -0.15370503067970276, -0.24326486885547638, -0.021744180470705032, 0.026695916429162025, 0.1002940833568573, -0.23406806588172913, -0.0688115656375885, 0.4770607650279999, 0.03000723198056221, 0.010122359730303288, 0.2889600396156311, -0.05744124948978424, -0.2519434690475464, -0.40861526131629944, 0.4282650649547577, -0.19464343786239624, -0.18585798144340515, -0.25845688581466675, 0.30246779322624207, -0.22193947434425354, -0.009708979167044163, -0.12395016849040985, 0.3635020852088928, 0.12507636845111847, -0.1892041265964508, -0.05342426523566246, -0.10175950825214386, 0.8047817349433899, -0.3375275135040283, 0.4201967716217041, 0.5726874470710754, -0.4741477966308594, -0.3221769332885742, -0.05618416890501976, -0.4072192311286926, 0.3155147135257721, 0.000007603664926136844, 0.20860381424427032, 0.2716692388057709, -0.28740784525871277, -0.279673308134079, 0.4537034332752228, -0.06141706183552742, -0.6488494873046875, 0.5573878884315491, -0.017223868519067764, 0.11424398422241211, 0.2325543761253357, -0.11966976523399353, -0.0033412445336580276, 0.34488192200660706, 0.14277811348438263, 0.46327850222587585, -0.4642503559589386, -0.22045226395130157, 0.48474743962287903, -0.5811660289764404, 0.3452354073524475, -0.1927809864282608, -0.07157474756240845, 0.48945438861846924, -0.16220732033252716, 0.1417401134967804, -0.4329018294811249, -0.13631746172904968, -0.17686884105205536, -0.038866475224494934, 0.1664821207523346, 0.153909370303154, 0.35586345195770264, 0.342831015586853, 0.22818206250667572, 0.13759921491146088, 0.417655348777771, 0.2989926338195801, 0.1618950068950653, -0.5346664786338806, -0.21831174194812775, -0.09869053214788437, 0.2488311231136322, 0.23057220876216888, -0.0008110194467008114, 0.26567748188972473, 0.39739981293678284, -0.026184406131505966, 0.028470631688833237, 0.45150431990623474, -0.008324237540364265, 1.0274962186813354, 0.48865020275115967, 0.20770764350891113, 0.39605215191841125, 0.18469452857971191, -0.15879248082637787, -0.2532868981361389, 0.510088324546814, -0.4272826015949249, -0.26982781291007996, 0.491098016500473, -0.0207525547593832, 0.3112385869026184, 0.028765162453055382, -0.20330564677715302, -0.24925293028354645, 0.3405764102935791, -0.12829609215259552, 0.2972619831562042, -0.6226564645767212, 0.20556536316871643, -0.4660409092903137, -0.055635835975408554, -0.47751736640930176, -0.11334573477506638, 0.12042798101902008, 0.6924067139625549, -0.21902745962142944, -0.17935268580913544, 0.05987754464149475, -0.03619544580578804, -0.37683549523353577, 0.1867693066596985, -0.08995496481657028, 0.4159359037876129, -0.41702044010162354, 0.3957614600658417, -0.39592573046684265, 0.09848560392856598, -0.15173232555389404, -0.19811934232711792, -0.14748771488666534, -0.1834779530763626, 0.5622861981391907, 0.4819883108139038, -0.3790481686592102, -0.14134825766086578, -0.2458248734474182, 0.3661445081233978, 0.11953862011432648, -0.46812331676483154, 0.21118023991584778, 0.2119736224412918, 0.05047885328531265, -0.31460586190223694, -0.08983262628316879, 0.31414368748664856, -0.07167354971170425, -0.2051774561405182, 0.15590497851371765, -0.5965753197669983, -0.3414803445339203, 0.3581230640411377, -0.14804847538471222, -0.07960950583219528, -0.3882710337638855, 0.5040042996406555, 0.038251813501119614, -0.3433222770690918, 0.11670464277267456, 0.24318614602088928, 0.08027194440364838, -0.18195538222789764, 0.12696029245853424, 0.16530390083789825, -0.6071694493293762, 0.49053090810775757, 0.36419677734375, -0.17651060223579407, 0.0004916318575851619, 0.02576792798936367, -0.376723051071167, 0.23253518342971802, -6.390091896057129, 0.241913303732872, -0.5808471441268921, -0.3453655540943146, -0.47864046692848206, -0.2822422683238983, 0.2811700403690338, 0.3215315043926239, 0.03572830185294151, -0.0723838284611702, -0.3283657729625702, -0.5177419781684875, 0.27051466703414917, 0.27974751591682434, 0.3325832784175873, 0.728516161441803, 0.6679495573043823, -0.03010077215731144, 0.1392788589000702, 0.6843612790107727, -0.43242380023002625, 0.1638086885213852, 0.26475322246551514, 0.49528074264526367, -0.019475668668746948, -0.03324483707547188, -0.3710499703884125, 0.6312609910964966, -0.46147897839546204, -0.3641398847103119, 0.27793899178504944, 0.06356564909219742, -0.6204131841659546, -0.27246466279029846, -0.1673247516155243, -0.03419926390051842, -0.11684688180685043, 0.08446748554706573, 0.1562676876783371, 0.019402872771024704, -0.10779977589845657, 0.23209379613399506, -0.16116750240325928, -0.04052843526005745, 0.2820383906364441, -0.0934697687625885, -0.26789742708206177, 0.3142625093460083, 0.2251356989145279, -0.33482712507247925, -0.03419439122080803, -0.5585706233978271, 0.06889092922210693, -0.0984097272157669, 0.046482376754283905, -0.7476075291633606, 0.27269765734672546, 0.33588624000549316, -0.408755362033844, 0.2503814697265625, 0.07647038251161575, 0.07903286814689636, -0.16437320411205292, -0.1791377067565918, -0.5116868019104004, 0.12260455638170242, -0.32463234663009644, -0.55796879529953, -0.05372016876935959, 0.4683678150177002, -0.9302039742469788, 0.10360170900821686, -0.012128258123993874, -0.746580958366394, 0.35554808378219604, -0.186907559633255, -0.14987805485725403, 0.24114128947257996, 0.09167934209108353, -0.16568315029144287, -0.41252607107162476, -0.5891838669776917, 0.28604447841644287, 0.3118254244327545, 0.4300135672092438, -0.3514494001865387, -0.00698389345780015, 0.11578673124313354, 0.07687793672084808, 0.5799633860588074, 0.5111037492752075, 0.009839330799877644, 0.5148126482963562, 0.23141202330589294, -0.4579617381095886, 0.010120256803929806, 0.4079592823982239, 0.2591075301170349, -0.08421524614095688, 0.019419556483626366, 0.6973043084144592, -0.17304420471191406, -0.6982305645942688, -0.7383056282997131, -0.026192782446742058, 0.14230234920978546, -0.31214189529418945, -0.11485473811626434, 0.498432993888855, -0.004779025912284851, 0.021983806043863297, 0.23113296926021576, -0.617163360118866, -0.1954386830329895, 0.4086025357246399, -0.11822047829627991, -0.22684171795845032, 0.16178862750530243, -0.024296259507536888, -0.06878381967544556, 0.12554828822612762, 0.3644515573978424, -0.22873491048812866, -0.062331248074769974, -0.26848942041397095, -0.1552567481994629, -0.25750744342803955, 0.13342370092868805, 0.003906297497451305, 0.010161853395402431, 0.5164139866828918, 0.19719292223453522, -0.3404527008533478, 0.10619571059942245, 0.35694023966789246, -0.03903038427233696, 0.07108664512634277, 0.11282519996166229, 0.029436800628900528, -0.7313928008079529, 0.4468756914138794, -0.11397887021303177, -0.04048652574419975, 0.20408514142036438, 0.461285799741745, 0.11076247692108154, 0.4298257529735565, 0.05728665739297867, 0.10533366352319717, 0.2210424393415451, 0.31103840470314026, -0.310256689786911, 0.11993853002786636, 0.21440772712230682, -0.1401086449623108, 0.15864604711532593, -0.12531371414661407, -0.29068613052368164, 0.27753427624702454, 0.05448946729302406, 0.1832503080368042, -0.25012311339378357, -0.43811923265457153, -0.13816042244434357, 0.35008004307746887, -0.20312096178531647, -0.11910741031169891, -0.09487754106521606, 0.10081630945205688, 0.2885478734970093, -0.037417277693748474, -0.09020236134529114, -0.4954758584499359, 0.17968648672103882, 0.1897294968366623, -0.2810576558113098, -0.08010716736316681, 0.020755408331751823, -0.0592556968331337, 0.5134349465370178, 0.030856791883707047, 0.014393109828233719, -0.3845469057559967, 0.562370240688324, 0.7900528907775879, -0.43527668714523315, 0.24954432249069214, 0.4783262312412262, -0.2207832634449005, -0.6293090581893921, 0.1868515908718109, -0.01775965467095375, 0.31880635023117065, 0.3097911775112152, 0.1936260163784027, -0.9827808737754822, 0.5406309962272644, 0.464675635099411, -0.020744439214468002, -0.12020745873451233, 0.05435004457831383, 0.16012290120124817, 0.053181830793619156, 0.35553619265556335, 0.35082122683525085, -0.3233053684234619, 0.10188724845647812, 0.048712845891714096, 0.1213001161813736, 0.10210583359003067, -0.2819931209087372, -0.8068896532058716, 0.029788045212626457, 0.006603843066841364, 0.33469587564468384, 0.14982761442661285, -0.0627804771065712, -0.5298030376434326, -0.12350496649742126, 0.4951479136943817, -0.051958922296762466, 0.37106168270111084, -0.15684351325035095, -0.17886030673980713, 0.5077070593833923, -0.2172815501689911, 0.5764415860176086, -0.22785620391368866, 0.2053678333759308, 0.012322370894253254, 0.03102961927652359, -0.40701061487197876, 0.5539708733558655, 0.40002715587615967, -0.3281092643737793, -0.20649689435958862, 0.20025691390037537, 1.019639253616333, -0.061373576521873474, -0.6074369549751282, -0.6646609902381897, -0.07206865400075912, -0.10442579537630081, -0.06988107413053513, 0.24032211303710938, 0.3572527766227722, -0.5196378827095032, -0.10119301825761795, -0.6154822111129761, 0.17653551697731018, -0.20879091322422028, -0.05711960792541504, -0.5880061984062195, 0.015879439190030098, 0.6584285497665405, -0.10161659866571426, 0.04666552320122719, -0.2915715277194977, -0.1242142990231514, 0.21593722701072693, -0.014313632622361183, 0.18210548162460327, 0.2570546865463257, 0.5396968126296997, -0.40755003690719604, 0.4407019019126892, 0.2203284651041031, -0.4604186713695526, 0.20381145179271698, -0.44358229637145996, -0.34265223145484924, -0.39355719089508057, -0.07225804775953293, 0.46502459049224854, -0.5060120820999146, 0.023844828829169273, -0.13595272600650787, 0.23005469143390656, -0.8679661154747009, -0.7324592471122742, -0.41950976848602295, -0.38617417216300964, 0.07951097190380096, -0.1737656146287918, -0.13943441212177277, -0.062490303069353104, -0.08846057206392288, -0.10787501931190491, -0.10813270509243011, 0.11409766972064972, -0.7234024405479431, 0.3569204807281494, -0.3614113926887512, -0.36479371786117554, -0.331373393535614, 0.06145813316106796, -0.2942036986351013, -0.3483692407608032, -0.34153223037719727, -0.4705481231212616, 0.10308574885129929, -0.012862010858952999, 1.0066686868667603, -0.1874733418226242, 0.4406755566596985, 0.5791992545127869, -0.10889523476362228, -0.24349382519721985, 0.032164566218853, 0.018972881138324738, 0.05080326274037361, 0.183228000998497, 0.34443026781082153, 0.4753391742706299, -0.18191614747047424, -0.18285317718982697, 0.21439726650714874, 0.6913561820983887, 0.065958671271801, 0.3311088979244232, -0.1575070023536682, -0.5438706874847412, 0.598829984664917, 0.10503499954938889, -0.14144760370254517, 0.46574705839157104, -0.11146540194749832, -0.04875332489609718, -0.14925311505794525, 0.9640966653823853, 0.23792989552021027, 0.03562289476394653, 0.09098616242408752, 0.4402979612350464, -0.24169625341892242, 0.09893885999917984, 0.24350672960281372, -0.324245810508728, -0.19947859644889832, -0.5376017093658447, -0.11299363523721695, -0.054445311427116394, 0.11691240966320038, 0.017282452434301376, -0.5432276129722595, 0.21561019122600555, 0.04289117828011513, 0.2605400085449219, -0.10587432235479355, 0.21084743738174438, 0.1161499172449112, 0.35432857275009155, 0.2566480040550232, -0.2724585235118866, -0.6277090311050415, 0.010526403784751892, -0.017204556614160538, 0.13145573437213898, -0.3698085844516754, 0.03666476160287857, -0.043593525886535645, 0.004496488720178604, 0.3069038987159729, 0.18950603902339935, 0.023791354149580002, -0.10298579186201096, 0.3478468656539917, 0.02916637994349003, 0.12493638694286346, 0.42818883061408997, -0.2528016269207001, -0.2012288123369217, -0.10432718694210052, 0.09836044907569885, 0.1083778366446495, -0.5761324167251587, 0.4318068325519562, 0.008311668410897255, 0.12535184621810913, 0.00920811016112566, -0.2732540965080261, 0.5641424059867859, -0.49103912711143494, 0.2882544994354248, 0.014034292660653591, -0.4897439777851105, 0.012107498943805695, 0.1584366410970688, -0.33371442556381226, -0.18178154528141022, -0.12695318460464478, -0.23620153963565826, -0.0740962028503418, 0.31738755106925964, -0.4146064817905426, -0.4199966490268707, -0.050581540912389755, -0.0018048528581857681, 0.5138809084892273, 0.32415610551834106, 0.014689049683511257, 0.056368157267570496, -0.0279465951025486, 0.4257701337337494, -0.30420631170272827, 0.07503817230463028, -0.43534985184669495, -0.22400693595409393, 0.0261665191501379, 0.13485237956047058, -0.2261282503604889, -0.24965159595012665, -0.29101988673210144, -0.029958831146359444, -0.18517190217971802, -0.06318724900484085, 0.1782182902097702, 0.23210009932518005, -0.07879822701215744, 0.04543966427445412, 0.18932682275772095, -0.21444205939769745, 0.13203316926956177, -0.04068760946393013, -0.09411679953336716, 0.17196901142597198, -0.3087325394153595, 0.03729895129799843, -0.31446245312690735, -0.050057511776685715, -0.5466774106025696, -0.30508267879486084, 0.21718576550483704, 0.37035512924194336, -0.29784759879112244, -0.1309586763381958, -0.00844422448426485, -0.4672868251800537, -0.22223544120788574, -0.09622900933027267, -0.21902325749397278, 0.029863575473427773, 0.0623425617814064, 0.13936442136764526, -0.07214279472827911, 0.44500282406806946, -0.08247477561235428, -0.05940617248415947, -0.6649604439735413, 0.5195887088775635, 0.0799221321940422, 0.054685503244400024, -0.10043518990278244, -0.14824828505516052, -0.1120462492108345, 0.4706350266933441, 0.043193262070417404, -0.24658556282520294, 0.05492367595434189, -0.034320104867219925 ]
This is the second article of a series of four and focuses on data-driven culture: the Pedro Uria-Recio https://towardsdatascience.com/data-driven-culture-the-reptilian-brain-aa80e3ebd121
Data-Driven Culture & the Reptilian Brain
[ -0.10659170895814896, -0.16332794725894928, 0.5923065543174744, 0.16231563687324524, -0.031592078506946564, 0.05998895317316055, -0.13823463022708893, 0.011943988502025604, -0.23388901352882385, -0.013159218244254589, -0.12517035007476807, 0.27275052666664124, -0.31052252650260925, -0.3786764144897461, -0.10289787501096725, 0.5585580468177795, 0.0599781759083271, -0.10194151848554611, 0.12002072483301163, 0.10489857196807861, -0.2859705984592438, -0.6598135828971863, 0.5427290201187134, 0.24491912126541138, -0.2697249948978424, -0.6121547818183899, 0.6559572219848633, 0.17045612633228302, -0.40469178557395935, 0.1865139752626419, -0.53458571434021, 0.5790006518363953, 0.19455529749393463, -0.019331593066453934, -0.23203794658184052, -0.12253498286008835, -0.7296282052993774, -0.6613423228263855, 0.11139995604753494, -0.02937859110534191, -0.11332719027996063, 0.2583940923213959, -0.4545477330684662, 0.5635148882865906, -0.14824676513671875, 0.5181975364685059, -1.4174760580062866, 0.11625722795724869, -0.41771405935287476, 0.23335793614387512, -0.22102372348308563, 0.22375956177711487, 0.050789352506399155, 0.034810252487659454, -0.38449737429618835, 0.03073948621749878, -0.43102124333381653, -0.14440779387950897, -0.3702835738658905, -0.3337308466434479, 0.12694402039051056, 0.34547778964042664, -0.17686158418655396, 0.12701734900474548, -0.025275345891714096, -0.3483426570892334, 0.294702410697937, 0.2265731394290924, 0.02251375839114189, 0.1517990529537201, -0.38451263308525085, 0.19245487451553345, -0.10052980482578278, -0.066971056163311, -0.2739488482475281, -0.44156867265701294, 0.22223089635372162, 0.09646465629339218, 0.3736148774623871, 0.38295891880989075, -0.13718301057815552, -0.050763145089149475, 0.13320809602737427, 0.7039503455162048, -0.0730595737695694, 0.20727819204330444, -0.12404391169548035, -0.18864178657531738, -0.8474721908569336, -0.08422121405601501, -0.5618314743041992, -0.22354243695735931, -0.1988542228937149, 0.06873766332864761, 0.4197222590446472, 0.11796753108501434, 0.7480776906013489, 0.1413312554359436, -0.3874809741973877, 0.29197707772254944, -0.633916974067688, 0.5325835347175598, -0.5925227403640747, -0.3564757704734802, -0.33370769023895264, -0.1905713677406311, -0.5848304629325867, -0.6711235046386719, -0.08654516935348511, 0.15815182030200958, -0.5478336811065674, 0.1256418377161026, -0.17649570107460022, 0.09234460443258286, 0.005888805259019136, 1.0288156270980835, -0.23927055299282074, -0.24154914915561676, -0.3639848232269287, 0.0966779962182045, -0.07692141830921173, 0.841420590877533, 0.10634256899356842, -0.1082782968878746, -0.0697556883096695, 0.037377167493104935, 0.10322998464107513, -0.3253125846385956, 0.04538699984550476, 0.4779607057571411, 0.822681188583374, -0.21039894223213196, 0.04874305799603462, 0.14932379126548767, 0.15042458474636078, -0.5928074717521667, 0.10156843066215515, -0.05171269550919533, 0.2161542922258377, 0.43228769302368164, -0.17012329399585724, -0.577088475227356, -0.24117498099803925, -0.16665515303611755, 0.23272238671779633, 0.21689936518669128, -0.2030380368232727, 0.5344613790512085, -0.4777027368545532, -0.27632570266723633, -0.4277903735637665, 0.1657061129808426, -0.34111204743385315, -0.10799159109592438, -0.07180216908454895, 0.6870840191841125, -0.027686454355716705, -0.24379725754261017, 0.29929211735725403, 0.11609090864658356, -0.21704381704330444, -0.013791329227387905, 0.05620960891246796, -0.032999854534864426, 0.5266311168670654, -0.10751760005950928, 0.3573210835456848, 0.47909942269325256, -0.13397035002708435, -0.23637692630290985, -0.20629777014255524, -0.2601113021373749, 0.6385616660118103, -0.4232487976551056, 0.31533798575401306, -0.2795782685279846, 0.27464666962623596, -0.11232884228229523, 0.25654885172843933, 0.1898806393146515, -0.6433719992637634, 0.08217167854309082, 0.11620794236660004, 0.14084281027317047, -0.2105991691350937, -0.1648384928703308, 0.39151427149772644, -0.11634790152311325, 0.35453423857688904, 0.3778989315032959, -0.09939351677894592, -0.3458878993988037, 0.34557366371154785, -0.168121337890625, 0.6392367482185364, 0.327998548746109, -0.1908346563577652, -0.0016808873042464256, 0.2318025529384613, 0.10177921503782272, -0.4195702373981476, -0.1265590637922287, 0.4147893190383911, 0.036577414721250534, -0.118030846118927, -0.19591036438941956, -0.09152603149414062, -0.125294029712677, 0.5807273983955383, 0.3338884711265564, -0.258541464805603, 0.5588175654411316, 0.09442716836929321, -0.4211013615131378, -0.2793810963630676, -0.3475322723388672, 0.22948066890239716, -0.04305410385131836, -0.26044997572898865, -0.10514196008443832, 0.5071011185646057, -0.04119044914841652, 0.04945690184831619, 0.3586360812187195, 0.15748469531536102, 1.1345818042755127, 0.6213504076004028, -0.025497257709503174, 0.428967148065567, 0.1987876147031784, -0.05199506878852844, 0.26667022705078125, 0.3435845375061035, -0.4683990478515625, -0.12101327627897263, 0.4688144326210022, -0.24563995003700256, -0.2596338987350464, -0.14968842267990112, -0.16249577701091766, 0.0046893758699297905, 0.17251548171043396, -0.22679051756858826, 0.5364049673080444, -0.28283336758613586, -0.590843915939331, 0.06635621190071106, 0.15308743715286255, -0.6092474460601807, -0.12481626868247986, -0.009697975590825081, 0.6256265044212341, -0.08696332573890686, 0.19456402957439423, 0.3224833905696869, -0.020179148763418198, -0.184335395693779, -0.5275759100914001, -0.1914905160665512, 0.5536148548126221, -0.8650294542312622, 0.6097081303596497, -0.5839417576789856, 0.18238823115825653, 0.5245168209075928, -0.7720458507537842, 0.3233202397823334, -0.4478064477443695, -0.03856393322348595, 0.37027981877326965, 0.2762984037399292, -0.27894100546836853, -0.053632792085409164, -0.0957280695438385, -0.27102264761924744, -0.8341075778007507, 0.24770072102546692, -0.15051890909671783, 0.2322496920824051, -0.3128741979598999, 0.06866107881069183, 0.4197922348976135, -0.2605835199356079, 0.11645940691232681, -0.47441405057907104, -0.2913658022880554, -0.4030834436416626, 0.2959459722042084, -0.34900814294815063, -0.44610780477523804, -0.3017667233943939, 0.11096349358558655, 0.08249878138303757, -0.14475561678409576, -0.535201907157898, 0.35891836881637573, 0.06505580246448517, -0.09629420191049576, -0.06967382878065109, 0.16833068430423737, -0.9659490585327148, 0.21259817481040955, 0.5831819176673889, -0.3801906704902649, 0.3706342875957489, -0.25877922773361206, -0.10177335888147354, 0.26971668004989624, -6.213590145111084, 0.223928764462471, -1.034470558166504, -0.027788814157247543, 0.5397297739982605, 0.1941409856081009, 0.3731496036052704, 0.156143918633461, 0.4512394070625305, -0.5890381336212158, -0.1821308135986328, -0.0790322870016098, -0.05208047106862068, 0.5423662066459656, 0.022774964570999146, 0.47870782017707825, -0.019640792161226273, 0.23143693804740906, 0.24828363955020905, 0.07969839870929718, -0.4112686812877655, 0.19007828831672668, -0.6595751643180847, 0.33320721983909607, 0.34394586086273193, 0.09198781102895737, -0.6130300760269165, 0.5032997727394104, -0.3730619251728058, -0.03838685154914856, 0.31366387009620667, 0.19601939618587494, -0.4532204866409302, 0.16818620264530182, 0.16679826378822327, 0.3205816447734833, -0.32062670588493347, 0.5851051807403564, 0.16722863912582397, -0.1820727288722992, 0.004191242158412933, -0.09870900213718414, -0.05680714547634125, -0.25181108713150024, 0.08897587656974792, -0.01792438142001629, -0.006742372643202543, 0.29983967542648315, 0.24427497386932373, -0.25098857283592224, 0.051652681082487106, -0.24688811600208282, 0.06468341499567032, 0.224538192152977, 0.3721635341644287, -0.46228301525115967, 0.7437434792518616, 0.6182790398597717, 0.27148252725601196, -0.03465026617050171, 0.1434408277273178, -0.7875769734382629, -0.545773983001709, -0.8601025938987732, -0.7212972640991211, 0.5462085008621216, -0.25289419293403625, -0.25088104605674744, 0.5285060405731201, -0.004853181540966034, -0.7135666608810425, 0.2773754596710205, -0.45188087224960327, -0.8597696423530579, 0.4164411127567291, -0.19486914575099945, -0.5775842666625977, -0.12107004970312119, -0.0149000883102417, -0.08212411403656006, -0.11729291826486588, -0.39168599247932434, -0.11565234512090683, 0.1851879060268402, 0.059723131358623505, -0.624860942363739, 0.2581993341445923, 0.0528482086956501, -0.014471757225692272, 0.20437510311603546, 0.2477574646472931, -0.7215474247932434, 0.6182995438575745, 0.07893527299165726, 0.03325875103473663, -0.3148818612098694, -0.015671921893954277, 0.5506657361984253, -0.11642958968877792, -0.320526659488678, 0.515056312084198, -0.26381582021713257, -0.6229296922683716, -0.08878855407238007, 0.14342086017131805, 0.3092127740383148, -0.19419518113136292, -0.21454210579395294, 0.29993000626564026, 0.3411443829536438, 0.25818246603012085, 0.32707729935646057, -0.007589905988425016, -0.28618934750556946, 0.6003264784812927, 0.16581153869628906, -0.3476853668689728, 0.0032858664635568857, 0.8466668725013733, 0.15165607631206512, 0.0634758323431015, 0.10900074988603592, -0.401766300201416, 0.4081704318523407, 0.6171723008155823, 0.2427603155374527, 0.3927414119243622, 0.5754968523979187, 0.1037910208106041, 0.03478006646037102, 0.8046430349349976, -0.036277201026678085, -0.16825787723064423, 0.6598638296127319, 0.3358217179775238, 0.0802139937877655, 0.4493567943572998, -0.3025277554988861, 0.34207531809806824, -0.4693554937839508, 0.21561726927757263, -0.08307846635580063, 0.24593250453472137, -0.41421666741371155, -0.2658005952835083, 0.07497544586658478, 0.09658873081207275, 0.4121758043766022, 0.09526042640209198, 0.08936145901679993, 0.3346531093120575, -0.043387796729803085, -0.6376458406448364, 0.15909384191036224, 0.042990267276763916, -0.2730777859687805, 0.05733103305101395, 0.0789509192109108, 0.23648002743721008, -0.5110390782356262, -0.01971243880689144, -0.870592474937439, -0.2495732456445694, -0.17057593166828156, -0.40412747859954834, 0.6000103950500488, -0.32705676555633545, -0.622658371925354, -0.0822393000125885, 0.42105844616889954, 0.36789408326148987, 0.08500432968139648, -0.3448549509048462, -0.328694611787796, 0.2631995975971222, -0.6947498917579651, 0.3996637463569641, 0.4090968072414398, -0.09175631403923035, 0.6929233074188232, -0.07417434453964233, -0.18360963463783264, 0.10479480773210526, 0.04434782639145851, 0.42463749647140503, -0.26229703426361084, -0.0017663800390437245, 0.20791907608509064, -0.024471556767821312, -0.34851470589637756, 0.11122789233922958, 0.630225658416748, 0.1463203728199005, -0.004485592246055603, 0.09419325739145279, -0.6162682175636292, 0.018375953659415245, 0.2783277630805969, 0.13262327015399933, -0.3665126860141754, 0.08445054292678833, 0.2588864862918854, 0.016144640743732452, 0.69392991065979, 0.45770102739334106, -0.3277738094329834, 0.2364075928926468, -0.2976207137107849, -0.025860613211989403, 0.00076011085184291, -0.27009686827659607, -0.4475962817668915, 0.0485590361058712, 0.08509240299463272, 0.014236758463084698, 0.07562058418989182, -0.2776212692260742, -0.38528382778167725, -0.24342764914035797, 0.7341662049293518, -0.6052629351615906, 0.1856129765510559, -0.2722591459751129, -0.038006603717803955, -0.1875731498003006, 0.06329231709241867, 0.48642417788505554, -0.6111141443252563, -0.09573514014482498, 0.03384627401828766, 0.6503861546516418, -0.2993708550930023, 0.19869808852672577, 0.38436806201934814, -0.3481810390949249, -0.36733362078666687, 0.43005526065826416, 0.6879580020904541, 0.10573036968708038, -0.16620148718357086, -0.039586372673511505, 0.31573668122291565, -0.5125733017921448, -0.24130825698375702, 0.023130789399147034, 0.4152945876121521, -0.3449617624282837, -0.006356024648994207, -0.5126362442970276, 0.1124126985669136, 0.1628723442554474, -0.30279600620269775, -0.3262970745563507, 0.1615087389945984, 0.6342228055000305, -0.3200862407684326, 0.06610558927059174, -0.30578920245170593, 0.04719754308462143, -0.2659507095813751, 0.33551135659217834, 0.034093014895915985, -0.18667438626289368, 0.3934224247932434, -0.21773384511470795, -0.03545272350311279, 0.0708799883723259, -0.5797261595726013, 0.4508705139160156, -0.1649978905916214, -0.30246010422706604, 0.15653491020202637, -0.2453872561454773, 0.4247082769870758, -0.2272421270608902, -0.004556372296065092, -0.10176197439432144, -0.11252789944410324, -0.16062813997268677, -0.6044836640357971, -0.10958414524793625, 0.011537103913724422, 0.014303291216492653, 0.0003337412781547755, -0.20611606538295746, -0.14929164946079254, -0.33387818932533264, 0.09786096215248108, -0.03354742377996445, -0.11866967380046844, -0.05113372206687927, 0.1358380764722824, 0.10906369984149933, -0.46488192677497864, 0.1201273575425148, 0.28675949573516846, 0.07850658148527145, -0.0725829005241394, -0.2834778428077698, -0.2680102288722992, -0.10639638453722, 0.7334413528442383, 0.4902271628379822, 0.11791567504405975, 0.6473780274391174, 0.32353147864341736, 0.06535840034484863, 0.029760468751192093, -0.44684821367263794, -0.16570590436458588, 0.24855785071849823, 0.0012585887452587485, 0.480072557926178, 0.3485663831233978, -0.609416127204895, 0.07898455113172531, -0.3264133036136627, 0.43130791187286377, 0.3257509171962738, 0.3032373785972595, 0.49761080741882324, -0.08580909669399261, 0.1111895740032196, -0.2740395963191986, 0.7168020606040955, 0.2197941541671753, -0.16465574502944946, 0.3152228593826294, 0.13168466091156006, 0.431827187538147, 0.15269817411899567, -0.12597587704658508, -0.07199139893054962, 0.5755335092544556, 0.1573319286108017, 0.5406267046928406, 0.026274221017956734, -0.019408371299505234, -0.3219907879829407, 0.3563019633293152, 0.1214207261800766, 0.007096716668456793, -0.29664644598960876, 0.11928437650203705, -0.06238139793276787, 0.3461175262928009, -0.2926984429359436, 0.2897084057331085, 0.21719789505004883, 0.033590398728847504, 0.356183797121048, -0.04874686524271965, 0.17373856902122498, -0.1172114685177803, -0.5805118083953857, -0.0540609285235405, 0.4984297454357147, -0.49779075384140015, -0.5686625242233276, 0.2616468667984009, 0.31932273507118225, 0.39245736598968506, 0.09712827205657959, 0.5145683288574219, 0.3081238865852356, 0.127601757645607, 0.04238283634185791, -0.34248092770576477, 0.28943535685539246, 0.8125653862953186, -0.3560732305049896, -0.36904558539390564, -0.034148138016462326, 0.08120860904455185, 0.3501967191696167, -0.25602802634239197, 0.37336423993110657, -0.12867531180381775, 0.006678977515548468, 0.5485849380493164, -0.4042915403842926, 0.3038160502910614, -0.046096671372652054, -0.4303240478038788, -0.04948649927973747, -0.038215287029743195, 0.03273162618279457, 0.3030090928077698, -0.12023871392011642, -0.16684703528881073, -0.011248304508626461, -0.14915460348129272, 0.36501267552375793, -0.17156648635864258, -0.36497756838798523, -0.09102650731801987, 0.4868578612804413, -0.13700218498706818, 0.7591853141784668, -0.016764091327786446, 0.0090846698731184, 0.4251915216445923, -0.30564507842063904, 0.15585781633853912, -0.4708372950553894, -0.07718219608068466, -0.7497831583023071, -0.35948923230171204, 0.2576647996902466, 0.21104903519153595, 0.14365942776203156, -0.1840485781431198, -0.42555639147758484, 0.09661958366632462, 0.05506042018532753, 0.39415276050567627, 0.3320425748825073, -0.3871906101703644, -0.4344606101512909, 0.03126554936170578, 0.20078343152999878, -0.3336540460586548, 0.08417946845293045, 0.5086821913719177, -0.22874793410301208, 0.09231114387512207, -0.10597215592861176, -0.05981327220797539, -0.5734958648681641, 0.19267213344573975, -0.2162170261144638, -0.16975854337215424, -0.46955543756484985, -0.08564932644367218, -0.32509079575538635, -0.3662327527999878, -0.021735526621341705, -0.4016636312007904, -0.41823479533195496, 0.1812324970960617, -0.26450493931770325, -0.2268168181180954, 0.17977698147296906, -0.026463216170668602, -0.28763264417648315, -0.3476296067237854, 0.2784322202205658, -0.03771359845995903, -0.8116070628166199, 0.33208370208740234, -0.04432887211441994, 0.4197843670845032, -0.34092044830322266, -0.14927232265472412, -0.060190871357917786, 0.4094485640525818, -0.06630750000476837, -0.18005207180976868, -0.20929697155952454, 0.12120196968317032 ]
If love is blind, why is lingerie so popular? Dorothy Parker Jekaterina Kokatjuhha https://towardsdatascience.com/data-driven-lingerie-shopping-6dc61c57f97f
Data-driven lingerie shopping
[ -0.08228025585412979, -0.2366861253976822, 0.36728495359420776, 0.32233548164367676, 0.03558219596743584, 0.23061272501945496, 0.02387780137360096, 0.060555364936590195, -0.2719038128852844, 0.40112608671188354, -0.1815309375524521, 0.3290019929409027, -0.3250539004802704, -0.17515829205513, -0.47815895080566406, 0.2878095209598541, 0.4079255163669586, 0.22340428829193115, -0.18816573917865753, 0.061003439128398895, -0.386535108089447, -0.4083211123943329, 0.4659939706325531, -0.03900905326008797, 0.0793338343501091, -0.2856490910053253, 0.22475236654281616, 0.16510723531246185, -0.07973082363605499, 0.2079365849494934, -0.14879314601421356, 0.10800645500421524, 0.37651175260543823, 0.12273314595222473, -0.29936954379081726, -0.19686587154865265, -0.3147708475589752, -0.4855590760707855, -0.1277095526456833, -0.12130764871835709, -0.402370810508728, -0.039497941732406616, -0.21372665464878082, 0.2759449779987335, 0.07217682152986526, -0.2529972195625305, -2.0519838333129883, 0.34132909774780273, -0.39254075288772583, -0.07893318682909012, 0.16779251396656036, 0.04936032369732857, 0.6588724255561829, 0.49426907300949097, -0.07085034251213074, 0.392682284116745, -0.11625182628631592, 0.09595562517642975, -0.0875566303730011, -0.04646691679954529, 0.2793538272380829, 0.3727481961250305, 0.08539805561304092, 0.07160040736198425, -0.22039219737052917, 0.09065762907266617, -0.07806048542261124, 0.2318965047597885, -0.2660607695579529, -0.22881202399730682, 0.16656634211540222, -0.17764554917812347, 0.08166276663541794, -0.054203733801841736, -0.33638936281204224, 0.02572496607899666, 0.1815255731344223, 0.3360316753387451, 0.7540122270584106, -0.13064773380756378, -0.6814815402030945, 0.09718459099531174, -0.06492102146148682, 0.2923072874546051, -0.23190492391586304, -0.27530139684677124, 0.26125550270080566, 0.3766268193721771, -0.32150328159332275, 0.20067384839057922, -0.4495407044887543, -0.452628493309021, -0.003760518040508032, -0.3156735599040985, -0.015842638909816742, -0.3839927613735199, 0.2761388421058655, -0.0167862381786108, 0.13385996222496033, 0.15228596329689026, -0.2996980547904968, -0.30016016960144043, -0.0849870890378952, -0.22207880020141602, -0.1502280980348587, 0.058934275060892105, 0.1362697184085846, -0.12228593975305557, -0.3436177968978882, 0.5959708094596863, -0.3771120607852936, -0.0706571489572525, 0.06693538278341293, -0.14034046232700348, -0.33271148800849915, 0.11039222031831741, 0.2222314029932022, 0.17184607684612274, -0.23691368103027344, 0.019024407491087914, -0.03278495371341705, -0.014370732009410858, 0.04320914298295975, -0.41487130522727966, 0.12381129711866379, -0.07402774691581726, 0.1453741192817688, 0.08436216413974762, -0.2601674497127533, 0.5275426506996155, 0.47015026211738586, -0.10935508459806442, -0.32152873277664185, -0.08074317872524261, 0.08344157785177231, -0.6398971080780029, 0.19241681694984436, -0.09319178014993668, 0.19922053813934326, 0.024134665727615356, -0.060819316655397415, 0.23306916654109955, -0.6283079385757446, -0.02887272834777832, 0.5890477299690247, 0.23364023864269257, -0.1382124274969101, 0.6901000738143921, -0.6071409583091736, -0.4000720977783203, -0.5509223937988281, 0.52753084897995, -0.0801551342010498, -0.397369384765625, -0.38019412755966187, 0.06598550826311111, -0.31805676221847534, -0.042245279997587204, 0.01813606731593609, 0.34625616669654846, 0.03589244931936264, 0.15970583260059357, 0.2572353780269623, -0.08945316076278687, 0.0027097822166979313, -0.2808280885219574, 0.6457980275154114, 0.8449745178222656, -0.21155142784118652, 0.3624814748764038, 0.02659245766699314, 0.2274610996246338, -0.09858757257461548, -0.08446451276540756, 0.2655844986438751, 0.5510942339897156, -0.0787331610918045, -0.062373433262109756, 0.08441277593374252, 0.16107916831970215, -0.6558029651641846, 0.4705042541027069, 0.21145811676979065, -0.2748359143733978, -0.16272561252117157, -0.1562132090330124, 0.4786020815372467, 0.5109384655952454, -0.3020434081554413, -0.07970763742923737, -0.6114059090614319, -0.4303354024887085, 0.08770761638879776, -0.5361766219139099, 0.9161341190338135, -0.0036442112177610397, -0.124782495200634, 0.30321669578552246, 0.18472006916999817, 0.11795718967914581, -0.13015475869178772, 0.004079220350831747, 0.13094471395015717, -0.2835189700126648, -0.46515148878097534, -0.06599543988704681, 0.13900187611579895, 0.24399104714393616, 0.004064647015184164, 0.10377924144268036, -0.13030728697776794, -0.157813161611557, 0.23380319774150848, -0.26780834794044495, -0.14424416422843933, 0.3305394649505615, 0.19719736278057098, 0.2704608142375946, 0.14005263149738312, 0.48873230814933777, -0.05335092544555664, -0.4026770293712616, -0.47358885407447815, -0.046183593571186066, -0.11085812002420425, 0.9322184920310974, 0.5480496287345886, 0.023714909330010414, 0.15997174382209778, 0.5185819864273071, -0.15345612168312073, -0.022066475823521614, 0.6310181617736816, -0.45878100395202637, -0.6935287714004517, 0.23755653202533722, 0.09844458848237991, 0.06164546683430672, 0.13206623494625092, -0.03905664011836052, -0.147275909781456, 0.33128583431243896, -0.0847606435418129, 0.2897941768169403, -0.3908812403678894, -0.10505230724811554, -0.568306565284729, -0.6202821731567383, -0.15303127467632294, -0.24792511761188507, 0.11379662901163101, 0.5700950026512146, -0.16610071063041687, -0.12263284623622894, -0.14310067892074585, 0.07386431843042374, 0.036429472267627716, 0.2124781310558319, 0.6537553668022156, 0.08154939860105515, -0.05424858257174492, 0.37903377413749695, -0.1446436494588852, 0.18797151744365692, -0.10595960170030594, -0.5261625647544861, -0.17794553935527802, -0.00532944081351161, 0.3564227223396301, 0.582731306552887, -0.023069137707352638, -0.19623631238937378, -0.22610045969486237, 0.34723275899887085, -0.03050857223570347, -0.46542567014694214, 0.6140191555023193, 0.7362717986106873, 0.020529063418507576, -0.614893913269043, -0.06503112614154816, 0.36392781138420105, -0.1785365492105484, -0.1470009684562683, -0.3543066382408142, -0.46417316794395447, -0.34528663754463196, 0.33742451667785645, -0.3383375406265259, -0.2793291509151459, -0.40639275312423706, 0.8189073801040649, -0.5378304719924927, -0.9201988577842712, 0.01022051926702261, 0.21717749536037445, -0.19387726485729218, 0.15378080308437347, -0.21850311756134033, -0.02275102771818638, -0.12762174010276794, 0.3471352756023407, 0.32731324434280396, -0.15338270366191864, 0.17438942193984985, 0.1265319138765335, -0.05955662578344345, 0.4761086106300354, -6.385552883148193, 0.13833948969841003, -0.3731713891029358, -0.21241675317287445, -0.15039414167404175, -0.36016517877578735, 0.17191053926944733, 0.09875047206878662, 0.30057448148727417, 0.16112585365772247, -0.3839591145515442, -0.18595601618289948, -0.5351923704147339, -0.051491718739271164, -0.0928693488240242, 0.3666537404060364, 0.4436390995979309, -0.22878916561603546, 0.021810878068208694, 0.7538752555847168, -0.12285923957824707, 0.31168362498283386, 0.009682327508926392, 0.5717368125915527, -0.0004714043461717665, -0.006301581859588623, -0.18630170822143555, 0.23511946201324463, -0.4496038556098938, 0.16209492087364197, 0.35527369379997253, -0.03384001553058624, -0.44193321466445923, 0.48765018582344055, 0.09547847509384155, 0.0824865847826004, 0.4479578733444214, -0.229531392455101, -0.09125664085149765, 0.31889820098876953, -0.08693419396877289, 0.15905532240867615, -0.03667059913277626, 0.3788757920265198, 0.6357473731040955, -0.1707473248243332, -0.12177363783121109, 0.059014465659856796, -0.060980796813964844, -0.13906249403953552, 0.3728451728820801, -0.18968069553375244, 0.02972768247127533, 0.0974617525935173, 0.15319190919399261, -0.31963911652565, 0.4666188657283783, 0.3808548152446747, 0.02064298652112484, 0.43584144115448, -0.24833258986473083, 0.04670175164937973, -0.14370593428611755, -0.2868441939353943, -0.2974327802658081, -0.15026810765266418, -0.27079424262046814, -0.1988125890493393, 0.014835408888757229, 0.4307006895542145, -0.8830196261405945, 0.3822496831417084, -0.3558589220046997, -0.7903135418891907, 0.25934502482414246, 0.2504224479198456, -0.11314130574464798, -0.1111360415816307, 0.19562597572803497, 0.08406585454940796, -0.20131903886795044, -0.6112781763076782, 0.4054659307003021, 0.2929602265357971, 0.2471456378698349, -0.9569159150123596, -0.09385530650615692, 0.07462920993566513, -0.08794138580560684, 0.6958057284355164, 0.35805365443229675, -0.26154765486717224, 0.2878914177417755, -0.030905870720744133, 0.3672822117805481, 0.01748891919851303, 0.3157580494880676, 0.4885319769382477, 0.21023105084896088, -0.6156365871429443, 0.4149608910083771, -0.5783172845840454, -0.2531716823577881, -0.09773466736078262, -0.039179228246212006, -0.08244036138057709, 0.003576292423531413, -0.09290663152933121, 0.5761663913726807, -0.032652515918016434, -0.05524226278066635, 0.43390747904777527, -0.7882335782051086, 0.07646499574184418, 0.45980536937713623, -0.28493571281433105, -0.06793008744716644, 0.20215430855751038, 0.45458340644836426, 0.05880486220121384, -0.13510847091674805, 0.00111640605609864, -0.3353799283504486, 0.24648895859718323, 0.04948177933692932, 0.26062819361686707, 0.08643714338541031, -0.12785255908966064, 0.17577923834323883, 0.20424848794937134, 0.5015801191329956, -0.3206903040409088, -0.08004532009363174, -0.2095189392566681, 0.25527819991111755, 0.07642523944377899, 0.2700670063495636, 0.6196946501731873, -0.053890831768512726, -0.4874260127544403, 0.13311360776424408, -0.32045602798461914, -0.36180585622787476, 0.21408429741859436, 0.2537793219089508, 0.172907754778862, 0.19009697437286377, 0.3000199496746063, 0.15296408534049988, -0.11110401153564453, -0.3622698187828064, -0.4039020836353302, 0.10267465561628342, -0.030569016933441162, 0.15558961033821106, 0.07470401376485825, 0.08409302681684494, -0.24184449017047882, 0.0021563523914664984, -0.39244014024734497, -0.12174446135759354, -0.7198535799980164, -0.777264416217804, 0.09337612986564636, -0.03834332525730133, 0.31772297620773315, -0.42956823110580444, -0.11803930252790451, 0.4229562282562256, 0.2177077680826187, 0.20287884771823883, -0.3971186578273773, -0.8731829524040222, -0.0386439748108387, 0.09502580761909485, -0.45279473066329956, 0.150133416056633, 0.07422089576721191, -0.493954062461853, 0.20548398792743683, -0.3203583359718323, -0.3614782989025116, 0.102176234126091, 0.38212957978248596, 0.5446757674217224, -0.26120230555534363, -0.035639457404613495, 0.5227919220924377, -0.14268729090690613, -0.20079056918621063, 0.17706578969955444, 0.5618008971214294, -0.09549277275800705, -0.22021238505840302, 0.224308580160141, -0.2692822515964508, -0.02156158536672592, 0.5299146771430969, 0.15390285849571228, 0.15730442106723785, -0.3350655734539032, 0.06019875034689903, 0.2072964608669281, 0.36595821380615234, 0.7191894054412842, -0.19503355026245117, 0.3562186658382416, 0.018641354516148567, -0.3046214282512665, -0.02290218323469162, -0.25404778122901917, -0.2754344344139099, 0.13586105406284332, 0.11352209001779556, -0.009984386153519154, 0.13528123497962952, -0.2502385675907135, -0.3083409070968628, 0.00557478005066514, 0.30569201707839966, -0.07399704307317734, -0.06673213839530945, -0.4107208847999573, -0.0412677563726902, 0.4057270288467407, 0.0335482619702816, 0.32838529348373413, -0.6128972172737122, 0.09923402220010757, 0.25652995705604553, 0.17984260618686676, -0.3501514196395874, 0.18023481965065002, 0.38668686151504517, -0.5891556143760681, -0.041974782943725586, 0.13755370676517487, 0.9410493969917297, 0.13746018707752228, -0.5705836415290833, -0.11911564320325851, -0.26454564929008484, -0.3681848347187042, 0.20256389677524567, 0.21142444014549255, 0.6831942200660706, -0.23449259996414185, -0.3145481050014496, -0.3440224826335907, 0.21280163526535034, -0.21187171339988708, 0.1608068346977234, -0.3236781060695648, -0.04773193225264549, 0.3748778700828552, -0.32269951701164246, -0.15249650180339813, -0.3041626811027527, -0.29154208302497864, 0.7674810886383057, -0.014799789525568485, 0.26543128490448, 0.14031600952148438, 0.2052673101425171, -0.15907655656337738, 0.4816913306713104, -0.1861857771873474, -0.21688628196716309, 0.09355772286653519, -0.05480920523405075, -0.507169783115387, -0.35894641280174255, -0.40269649028778076, 0.4113377034664154, -0.40436047315597534, 0.08824910968542099, -0.053108882158994675, -0.10967457294464111, -0.7752771377563477, -0.33411991596221924, -0.24420811235904694, -0.49008429050445557, -0.516666829586029, -0.2973809242248535, 0.12866289913654327, -0.12418465316295624, 0.04018200561404228, -0.016877520829439163, -0.2763185501098633, -0.017147526144981384, -0.03865211084485054, 0.15505123138427734, -0.00958663783967495, 0.055603988468647, -0.12441741675138474, -0.10588487982749939, -0.039277419447898865, 0.028776416555047035, -0.04961663857102394, -0.2570907473564148, 0.04577883705496788, -0.08210252970457077, 1.1205466985702515, -0.18749010562896729, 0.5783138871192932, 0.4133935868740082, -0.43461209535598755, -0.13993217051029205, 0.22053304314613342, 0.3389990031719208, 0.0036015703808516264, -0.014775107614696026, 0.19316211342811584, 0.3876488506793976, -0.44640177488327026, -0.06182568892836571, 0.14769680798053741, 0.5949865579605103, 0.0956476554274559, 0.4972575306892395, -0.11723067611455917, 0.14011406898498535, 0.6094921231269836, 0.043831340968608856, 0.2797584533691406, 0.059057850390672684, 0.10238415002822876, 0.16446390748023987, 0.25657886266708374, 0.727155327796936, 0.19767779111862183, -0.091901496052742, 0.006532894913107157, 1.0993711948394775, 0.40993696451187134, -0.3131813704967499, -0.006251583341509104, -0.1654319316148758, 0.23039674758911133, -0.14483562111854553, 0.10437160730361938, -0.054642900824546814, -0.12214051187038422, 0.15359506011009216, -0.03248998895287514, 0.3265168368816376, 0.5352988839149475, 0.1308826357126236, -0.16168595850467682, -0.30691221356391907, 0.1966594159603119, 0.3276452422142029, 0.3734194040298462, -0.13008849322795868, -0.014796816743910313, 0.14253494143486023, 0.48353761434555054, -0.0887875109910965, -0.6825917363166809, -0.3354054093360901, 0.10291485488414764, -0.154719740152359, 0.1490972638130188, 0.17015597224235535, 0.29622018337249756, -0.12741456925868988, -0.10242760926485062, 0.17124278843402863, 0.22122356295585632, 0.29143044352531433, -0.18010783195495605, -0.09351155161857605, 0.02709914930164814, 0.11811348795890808, 0.1452915370464325, 0.040011078119277954, -0.2536703646183014, -0.030987219884991646, -0.09190921485424042, 0.22656074166297913, -0.22730863094329834, 0.30371394753456116, -0.07534364610910416, 0.11431539803743362, -0.3263278901576996, -0.0818881168961525, 0.3033100962638855, 0.49044716358184814, -0.2687652111053467, -0.372567743062973, -0.09945069998502731, -0.25599440932273865, -0.19405332207679749, 0.24093908071517944, -0.2674259841442108, -0.293261855840683, 0.016587477177381516, -0.011990693397819996, 0.42104795575141907, 0.3455781638622284, -0.2343771755695343, -0.193399578332901, -0.04811421036720276, -0.1622477024793625, -0.3420521914958954, -0.2484629899263382, 0.029883529990911484, 0.1278713047504425, -0.5551114678382874, -0.1779303103685379, -0.2557721734046936, -0.027862435206770897, 0.1242370530962944, -0.3487575352191925, -0.023788072168827057, 0.3625773787498474, 0.16666899621486664, 0.27148717641830444, 0.19974611699581146, -0.2267967164516449, 0.07472380250692368, -0.2655555009841919, 0.0691564679145813, 0.350364625453949, -0.20409053564071655, 0.2770576775074005, -0.4255231022834778, -0.013198401778936386, -0.6096300482749939, 0.2152598798274994, -0.36598101258277893, -0.09542583674192429, -0.07634685933589935, 0.31567421555519104, -0.16306614875793457, -0.2643641531467438, -0.020648078992962837, -0.24710215628147125, -0.08023390173912048, -0.30374762415885925, -0.12162690609693527, -0.41477659344673157, -0.2530384063720703, 0.4061438739299774, -0.25292250514030457, 0.059639822691679, 0.04051603004336357, 0.5333556532859802, -0.14865140616893768, 0.20537742972373962, -0.1436389833688736, -0.39696988463401794, -0.22935010492801666, -0.5044369697570801, -0.29741859436035156, 0.10758207738399506, 0.17108219861984253, -0.4701635241508484, -0.14900659024715424, 0.08000383526086807 ]
There is a high demand for data engineers these days. I can see job proposals Guillaume Payen https://towardsdatascience.com/data-engineers-are-there-did-you-see-them-9b6452e92b23
Data engineers are there, can you see them ?
[ 0.4162870943546295, 0.20361767709255219, 0.08546304702758789, 0.20519022643566132, 0.2343595176935196, 0.3485754430294037, -0.5488415360450745, 0.19661693274974823, -0.43335428833961487, -0.3494760990142822, -0.17137601971626282, 0.2017260193824768, 0.24208258092403412, -0.3841041922569275, 0.10190802812576294, -0.05736988037824631, -0.2765083611011505, 0.06309608370065689, -0.3267194330692291, -0.3082769215106964, -0.3750796318054199, -0.3367016315460205, 0.727417528629303, -0.5259573459625244, -0.021547146141529083, -0.0016648838063701987, 0.26349690556526184, 0.2370970994234085, -0.3420885503292084, 0.012138807214796543, -0.15605875849723816, 0.46353182196617126, 0.19134627282619476, -0.32600003480911255, -1.0499546527862549, 0.020941762253642082, -0.29028084874153137, -0.19305866956710815, -0.24543583393096924, -0.37997177243232727, -0.2801547944545746, -0.2659924328327179, -0.4072531461715698, 0.4247913658618927, -0.2575521469116211, -0.0495297871530056, -0.9781208038330078, -0.24076861143112183, -0.4812045991420746, 0.252124160528183, -0.4757256805896759, 0.3656127154827118, 0.1998966932296753, 0.5361483693122864, -0.07255534082651138, 0.14251293241977692, -0.11479602754116058, -0.06235169619321823, -0.2044326663017273, -0.5718712210655212, 0.2040455937385559, 0.4968191385269165, -0.022899948060512543, 0.21826469898223877, 0.3505415618419647, -0.05966329202055931, 0.32272714376449585, 0.3845950663089752, -0.25960755348205566, 0.16459055244922638, 0.20210617780685425, -0.058099791407585144, 0.25165507197380066, 0.30477064847946167, 0.1351039856672287, -0.17727164924144745, 0.14775818586349487, 0.6436351537704468, 0.023187870159745216, -0.16149075329303741, -0.38085463643074036, -0.022611059248447418, 0.4813790023326874, 0.028862928971648216, 0.28273046016693115, 0.1326889991760254, 0.13044893741607666, -0.2649259865283966, -0.27832359075546265, 0.18742544949054718, -0.18151086568832397, -0.7910086512565613, 0.4853722155094147, -0.37395042181015015, 0.33328142762184143, 0.5142282247543335, 0.3473101854324341, 0.39553964138031006, -0.11354828625917435, 0.685592770576477, -0.15855978429317474, -0.19404852390289307, -0.1347840577363968, -0.197749063372612, -0.309802383184433, -0.03007281757891178, -0.17292390763759613, -0.22466972470283508, -0.3861537575721741, 0.1758320927619934, -0.5138940215110779, -0.25551483035087585, 0.3057912588119507, 0.4188387095928192, -0.1221567690372467, 0.4218166768550873, 0.5016515254974365, -0.004006753209978342, -0.40082141757011414, -0.013386576436460018, 0.27137744426727295, 0.252073734998703, 0.46916452050209045, -0.42535048723220825, -0.04308208078145981, -0.04850885272026062, 0.09746204316616058, 0.5830990672111511, 0.22102104127407074, -0.11257928609848022, 0.32156482338905334, 0.3895920217037201, -0.4140661060810089, -0.37445127964019775, 0.49228593707084656, -0.29668959975242615, -0.5609864592552185, -0.12274114787578583, 0.18165750801563263, 0.08191436529159546, -0.39491376280784607, 0.4313696324825287, -0.21061988174915314, -0.07490777969360352, 0.12178399413824081, -0.008821940049529076, -0.33566194772720337, 0.5769397616386414, -0.0736769288778305, 0.09481373429298401, -0.5177698135375977, 0.01041948888450861, -0.16239850223064423, 0.05793378874659538, -0.01752660982310772, 0.18813814222812653, 0.09985850006341934, -0.19680458307266235, 0.27253416180610657, 0.14875030517578125, 0.19883312284946442, 0.23379464447498322, -0.038379035890102386, 0.05086724832653999, 0.35273247957229614, 0.006935326382517815, 0.26154059171676636, -0.0743609145283699, -0.10301297903060913, 0.29388707876205444, 0.013937546871602535, 0.07585660368204117, 0.37153494358062744, -0.30054569244384766, 0.144936665892601, -0.07349584996700287, 0.45088157057762146, -0.2240069955587387, 0.3631274998188019, 0.5298685431480408, -0.43473735451698303, -0.23028820753097534, 0.44306573271751404, 0.20902982354164124, 0.20896565914154053, -0.5744587182998657, 0.4205283522605896, 0.3505811095237732, 0.12061583995819092, 0.154924213886261, -0.5022374987602234, -0.3392067849636078, 0.3179020881652832, -0.7876600623130798, 0.40786436200141907, 0.02008848823606968, 0.14087869226932526, 0.6592602729797363, 0.29581645131111145, 0.08692537993192673, -0.12281732261180878, -0.0883268490433693, 0.5051196813583374, -0.26330557465553284, -0.5916205644607544, 0.04468797892332077, 0.06379452347755432, 0.14244641363620758, -0.13314399123191833, 0.05571357160806656, 0.15536841750144958, -0.3494645357131958, 0.5092384219169617, -0.5438644289970398, -0.5439177751541138, -0.09484284371137619, 0.1405543088912964, 0.027244223281741142, -0.0616908073425293, 0.3787391483783722, 0.9864223599433899, 0.19385789334774017, 0.1498662531375885, 0.49678835272789, -0.1491977721452713, 0.6220817565917969, 0.4425811469554901, -0.263370156288147, 0.2047499567270279, -0.13292796909809113, -0.40646159648895264, -0.1585339456796646, 0.36898401379585266, -0.44578656554222107, -0.1234222799539566, 0.213825523853302, -0.07984238117933273, -0.32956454157829285, -0.23654595017433167, 0.03855177015066147, 0.07063355296850204, 0.5146393179893494, -0.17622695863246918, 0.15339906513690948, 0.4000147581100464, 0.09908423572778702, -0.030026931315660477, -0.04574384167790413, 0.1510227471590042, -0.09539414942264557, 0.06923308223485947, 0.37157368659973145, -0.3777015507221222, -0.6014263033866882, -0.32775694131851196, 0.3352442979812622, -0.06987232714891434, -0.08147324621677399, -0.027119390666484833, 0.261001318693161, -0.40889930725097656, 0.26846572756767273, -0.31957221031188965, 0.5414322018623352, -0.05243486911058426, -1.0332331657409668, 0.21876992285251617, -0.41499969363212585, 0.36578935384750366, 0.8520464301109314, 0.7660360932350159, 0.15769729018211365, -0.15740427374839783, 0.27102458477020264, 0.21733462810516357, -0.5518828630447388, 0.4088124632835388, 0.06282470375299454, -0.4910643398761749, -0.8175597786903381, 0.48221394419670105, 0.5887491703033447, -0.05156533047556877, -0.08556169271469116, 0.11004539579153061, -0.366254985332489, -0.23259137570858002, 0.24265453219413757, -0.320521742105484, -0.4332011640071869, -0.5018002986907959, -0.25635191798210144, -0.08410409092903137, -0.25350236892700195, 0.38101717829704285, -0.30864572525024414, 0.13854363560676575, -0.28699755668640137, -0.26679256558418274, -0.14172202348709106, -0.40729156136512756, 0.7491772770881653, 0.4751637876033783, -0.6587421894073486, 0.08235926181077957, -0.17014609277248383, -0.20957335829734802, -0.2010909467935562, -6.281056880950928, -0.2946489453315735, -0.4697268605232239, -0.6158266067504883, -0.15265193581581116, -0.3374622166156769, 0.16375099122524261, 0.09610329568386078, 0.6055535674095154, 0.05268954858183861, -0.6412293910980225, -0.33473312854766846, -0.20428088307380676, 0.6772358417510986, 0.06642600148916245, 0.8645721673965454, 0.4715023338794708, -0.10283385217189789, 0.406456857919693, 0.28201785683631897, -0.29223406314849854, -0.07819309830665588, 0.1268233358860016, 0.6391986608505249, 0.005915823858231306, -0.07303754985332489, -0.7651035189628601, 0.3192407488822937, -0.5669854879379272, -0.2777263820171356, 0.44410979747772217, -0.21195408701896667, -0.38981395959854126, 0.1322496384382248, -0.3748796582221985, -0.4612220227718353, 0.5609663724899292, 0.21240122616291046, 0.16270950436592102, -0.5433662533760071, 0.04932186380028725, 0.13419759273529053, -0.17639683187007904, -0.28779175877571106, 0.4084228277206421, -0.5949490666389465, -0.5679065585136414, 0.30333754420280457, 0.3133932948112488, -0.2485676258802414, 0.36835846304893494, -0.11470407247543335, 0.4730389416217804, 0.10572335869073868, -0.31896698474884033, -0.5614397525787354, 0.43507978320121765, 0.4709632396697998, -0.3066983222961426, 0.5631642937660217, -0.044426191598176956, -0.12465889006853104, 0.14511415362358093, -0.840737521648407, -0.6569266319274902, 0.023498620837926865, -0.5010992884635925, -0.06423240900039673, 0.16412532329559326, 0.11545424908399582, -0.6726787686347961, 0.4598916471004486, -0.32589608430862427, -0.8289467096328735, 0.6653398275375366, -0.1142050102353096, 0.10125584155321121, 0.16054023802280426, 0.21873916685581207, -0.13594390451908112, -0.673120379447937, -0.48065605759620667, 0.036301106214523315, 0.1217273399233818, 0.3502870500087738, -0.1645287424325943, 0.18467587232589722, 0.012241086922585964, -0.17591144144535065, 0.4226643443107605, 0.9218016266822815, -0.057084884494543076, 0.8048237562179565, 0.17401167750358582, 0.4240591526031494, -0.20909404754638672, 0.27349352836608887, 0.43070247769355774, -0.11311152577400208, -0.2442580759525299, 0.06190475448966026, -0.2715079188346863, -0.8514678478240967, -0.5811117887496948, -0.3555460572242737, 0.18643468618392944, -0.11355198174715042, 0.25520044565200806, 0.599888801574707, 0.5767731666564941, 0.23968766629695892, -0.04814411327242851, -0.853303074836731, 0.40173909068107605, 0.038618702441453934, -0.15272851288318634, -0.3450426459312439, 0.4402090013027191, 0.19684959948062897, 0.04202151671051979, -0.36492589116096497, 0.1536901295185089, -0.30400097370147705, -0.08511324226856232, 0.3065478503704071, 0.09069002419710159, -0.3420640528202057, -0.02396959438920021, 0.6332942843437195, 0.2541589140892029, 0.1682754009962082, 0.2522222101688385, -0.28957730531692505, -0.1371726542711258, 0.2212967872619629, -0.005188377574086189, 0.27123621106147766, 0.07336052507162094, 0.18136930465698242, -0.5186541080474854, 0.32305625081062317, 0.25043386220932007, 0.23346880078315735, 0.1244230568408966, 0.7896156907081604, 0.08637051284313202, -0.46651819348335266, 0.6254319548606873, -0.08996503800153732, 0.35423874855041504, -0.024375926703214645, -0.531665027141571, -0.07132937014102936, -0.08503402024507523, -0.08692043274641037, 0.14007429778575897, 0.05568428710103035, -0.3234252631664276, 0.2960205078125, -0.3825088143348694, 0.14447830617427826, -0.627376139163971, -0.5697202682495117, 0.2282709926366806, 0.2940577268600464, -0.038553010672330856, -0.4295865297317505, -0.11050987988710403, -0.19136181473731995, 0.5410970449447632, 0.051147062331438065, -0.16405688226222992, -0.4116940498352051, -0.19744762778282166, 0.06127622723579407, -0.3610103726387024, 0.19627974927425385, 0.7774694561958313, 0.007039456628262997, 0.2188032865524292, -0.33899763226509094, 0.060545727610588074, 0.15715356171131134, 0.4503878951072693, 0.5312283039093018, 0.12999257445335388, -0.19784876704216003, 0.5709108114242554, -0.09907475858926773, -0.3368927836418152, 0.2860710620880127, 0.08347698301076889, -0.04573483765125275, 0.055206313729286194, 0.07972698658704758, -0.6172823309898376, 0.712810754776001, 0.30085569620132446, -0.27087047696113586, -0.16358332335948944, -0.0396144762635231, -0.18382714688777924, -0.05932453274726868, 0.15439489483833313, 0.4027482271194458, -0.2759646475315094, 0.10194874554872513, -0.4913831949234009, -0.05464574694633484, -0.41225963830947876, -0.4716978669166565, -0.04327186197042465, 0.0640287846326828, 0.05250479280948639, -0.32135331630706787, -0.24729953706264496, -0.15268062055110931, -0.16615994274616241, -0.09644653648138046, 0.2171022593975067, -0.28312864899635315, 0.061410948634147644, -0.22994160652160645, -0.1560729295015335, 0.23965153098106384, -0.22632864117622375, 0.6284483671188354, -0.44390636682510376, 0.028431659564375877, -0.3121219277381897, 0.1894957721233368, -0.3755277395248413, 0.23230406641960144, 0.48878419399261475, -0.14465051889419556, 0.022261543199419975, 0.20817571878433228, 0.6230137348175049, -0.3511076867580414, -0.5862863659858704, -0.33521994948387146, -0.14366401731967926, 0.007626051548868418, -0.5677409172058105, -0.1999002993106842, 0.2538912892341614, 0.009457449428737164, 0.03021884895861149, -0.24822649359703064, 0.44570910930633545, 0.09894788265228271, 0.33769628405570984, -0.5240814089775085, -0.15906113386154175, 0.5543084740638733, 0.13250534236431122, -0.0033271731808781624, -0.13573014736175537, -0.028013749048113823, 0.10760223120450974, 0.24294757843017578, 0.36884772777557373, 0.11842866241931915, 0.4079081416130066, -0.07234244048595428, 0.06883921474218369, -0.29870620369911194, -0.3719765245914459, 0.6041990518569946, -0.3247922360897064, -0.8073236346244812, -0.08854404091835022, -0.4508874714374542, 0.43776652216911316, 0.006980609148740768, -0.21070095896720886, 0.1881382316350937, -0.06947356462478638, 0.2112695872783661, -0.5785553455352783, -0.5466785430908203, -0.01591491885483265, 0.15732096135616302, -0.07506734132766724, 0.21456313133239746, -0.10109279304742813, 0.07742154598236084, 0.31885501742362976, -0.4775758981704712, 0.6328327059745789, -0.33127298951148987, 0.238190695643425, -0.3122788369655609, 0.28591296076774597, -0.005292010027915239, 0.16653607785701752, 0.5168627500534058, -0.1930520385503769, -0.39337635040283203, 0.21841441094875336, 0.16080547869205475, 0.3564504086971283, 0.6942244172096252, -0.581104576587677, 0.2619669735431671, 0.500381350517273, -0.22626668214797974, -0.08327028900384903, -0.22173842787742615, -0.06624408811330795, -0.30937206745147705, 0.05027264356613159, 0.16371363401412964, 0.48661088943481445, -0.014551646076142788, -0.10836036503314972, -0.05884857848286629, 0.23052746057510376, -0.0707317590713501, 0.1739729344844818, 0.35981905460357666, -0.1504219025373459, 0.19448338449001312, -0.00897424016147852, 0.05089792236685753, 0.46810874342918396, 0.12728329002857208, -0.22683541476726532, -0.04890943318605423, 0.5583160519599915, 0.07488273084163666, 0.3384409546852112, -0.2057420015335083, 0.4518018066883087, -0.14971941709518433, -0.19214680790901184, -0.4159699082374573, 0.10229400545358658, 0.4107268452644348, -0.4084821045398712, 0.060271985828876495, 0.5054851174354553, 0.2635509669780731, -0.23697517812252045, -0.032114237546920776, 0.38909024000167847, -0.2400483936071396, 0.4021313786506653, 0.1807994395494461, 0.33560511469841003, 0.5184572339057922, -0.0000088757551566232, 0.10359556972980499, -0.25732266902923584, -0.5156916975975037, -0.21328748762607574, -0.18938878178596497, 0.21336060762405396, 0.2532609701156616, 0.47049054503440857, -0.2389504462480545, 0.1382976770401001, 0.36175599694252014, -0.03671947494149208, 0.17201624810695648, -0.010549676604568958, 0.2647501826286316, 0.1390644609928131, 0.2804504334926605, 0.28395402431488037, 0.029531361535191536, 0.19014467298984528, -0.07135491818189621, 0.16513988375663757, -0.4862677752971649, -0.2177758663892746, -0.037599485367536545, -0.08077851682901382, -0.12812453508377075, 0.22277787327766418, -0.0895012766122818, 0.13054974377155304, -0.6872898936271667, 0.26776179671287537, -0.13957160711288452, -0.33365297317504883, -0.0009013263625092804, 0.4624256193637848, -0.229871928691864, -0.09025146067142487, -0.38765692710876465, -0.4758188724517822, -0.4489731192588806, 0.2587522268295288, -0.5731246471405029, -0.38367754220962524, -0.14867864549160004, 0.06514868885278702, 0.4354741871356964, -0.1401703655719757, 0.032499369233846664, -0.4481796324253082, 0.10728543251752853, -0.3478449583053589, 0.1805800050497055, 0.08239661157131195, 0.3403850197792053, -0.18183575570583344, -0.3267422616481781, 0.14159218966960907, 0.26009848713874817, 0.33516475558280945, -0.43279847502708435, 0.18877646327018738, -0.26381468772888184, 0.2434479296207428, 0.31672176718711853, 0.24830232560634613, 0.38174545764923096, -0.3915948271751404, 0.10925547778606415, -0.841452956199646, 0.0020483434200286865, 0.34851667284965515, -0.07747083902359009, 0.31020060181617737, -0.5114171504974365, 0.20836307108402252, -0.15239161252975464, 0.3941686153411865, -0.10767679661512375, -0.20042920112609863, 0.12366887927055359, 0.3576856553554535, -0.6208817958831787, 0.2637821137905121, 0.25238582491874695, -0.4406754672527313, -0.043971724808216095, -0.46314868330955505, -0.24821506440639496, 0.09777739644050598, -0.1939147412776947, 0.4764630198478699, -0.4529772400856018, 0.3061884045600891, 0.017374226823449135, -0.3447105288505554, -0.8825728893280029, 0.11249816417694092, 0.20629356801509857, -0.5318705439567566, -0.01031652744859457, -0.4458560645580292, -0.24647678434848785, 0.0003923947224393487, 0.018313463777303696, -0.4988694190979004, -0.018650617450475693, -0.21431049704551697 ]
Big data is all around us, but how can it be best used to enhance the veterinary Rob Harrand https://towardsdatascience.com/data-in-veterinary-your-untapped-commodity-1d6ac67c3d5e
Veterinary Data: Your Untapped Commodity
[ 0.7226856350898743, -0.14880818128585815, -0.16429537534713745, 0.09531093388795853, 0.34998583793640137, 0.1893417090177536, -0.44108590483665466, -0.04422438144683838, -0.05885586515069008, 0.24360661208629608, 0.021831033751368523, 0.4786871373653412, -0.2524213492870331, -0.12848401069641113, -0.040452536195516586, 0.6185626983642578, 0.14618636667728424, -0.19467759132385254, 0.03289640322327614, 0.1185535192489624, -0.6154425740242004, -0.8067174553871155, 0.3466823697090149, -0.1716451793909073, -0.10464607924222946, -0.17686673998832703, 0.15000759065151215, 0.2257428616285324, -0.9393314123153687, 0.1505713164806366, -0.4500943422317505, 0.4633205235004425, 0.09289514273405075, 0.02033669874072075, -0.5268610119819641, 0.01576949469745159, -0.4281676709651947, -0.5207062363624573, -0.3674471378326416, -0.5457282662391663, -0.2634488046169281, 0.6493760347366333, -0.33057984709739685, 0.8136931657791138, -0.00013237641542218626, -0.0342106856405735, -1.4179588556289673, -0.18151475489139557, -0.19124601781368256, 0.3415772318840027, -0.2494620680809021, 0.35768556594848633, -0.16372480988502502, 0.39809706807136536, -0.5135098695755005, 0.3041175901889801, 0.1181182712316513, -0.22064512968063354, -0.1767880618572235, -0.3747110962867737, 0.10312951356172562, 0.04076274856925011, -0.24693822860717773, 0.5231606960296631, 0.1720810830593109, 0.1685257852077484, 0.13348494470119476, 0.2031412124633789, 0.2713857889175415, 0.13611160218715668, 0.08686894178390503, -0.16829927265644073, -0.6466817855834961, 0.25783658027648926, -0.043016791343688965, 0.04791412875056267, 0.0883631482720375, 0.20099882781505585, 0.16276688873767853, 0.2898624539375305, 0.14068840444087982, -0.03624387085437775, 0.06680838018655777, -0.26545917987823486, 0.42872321605682373, -0.26349198818206787, -0.1062585636973381, 0.16095873713493347, -0.6288388967514038, 0.1981317549943924, 0.043314188718795776, 0.07147510349750519, 0.04736378416419029, -0.09961136430501938, -0.02262800931930542, -0.0426236130297184, 0.6368474364280701, -0.16289390623569489, -0.2673879563808441, 0.32878562808036804, -0.5130764842033386, 0.1481328308582306, 0.09495438635349274, -0.42885011434555054, 0.3245459496974945, -0.08934909850358963, 0.055266302078962326, -0.21554194390773773, -0.1713590919971466, 0.7471569180488586, -0.17417646944522858, 0.33456334471702576, 0.2580721080303192, 0.18124087154865265, 0.04573972150683403, 0.6192192435264587, -0.008136196993291378, 0.1336953192949295, -0.11916722357273102, -0.23310117423534393, -0.2984698712825775, 0.6154389977455139, 0.04559206962585449, 0.3115224540233612, 0.18324734270572662, -0.037692680954933167, -0.10118402540683746, 0.044297244399785995, 0.2272125482559204, 0.5901911854743958, 0.33608952164649963, 0.2220844328403473, -0.2718905508518219, -0.17510560154914856, 0.17631685733795166, 0.07997962832450867, -0.054972030222415924, -0.18302059173583984, 0.5007294416427612, 0.00685893464833498, -0.06526794284582138, -0.31117549538612366, -0.21137100458145142, -0.1068168431520462, -0.250180721282959, 0.04628980904817581, -0.29968348145484924, 0.3542676568031311, -0.26714056730270386, -0.10985413193702698, -0.23356686532497406, 0.2281901240348816, -0.3184393644332886, -0.07793987542390823, -0.12364089488983154, 0.07484599202871323, -0.4425783157348633, -0.31435608863830566, -0.11112205684185028, 0.45402970910072327, 0.0763297826051712, 0.3260725736618042, 0.1989865005016327, -0.30262333154678345, 0.2522430121898651, -0.1483214944601059, 0.253511905670166, -0.0013412775006145239, -0.46782946586608887, -0.3078809678554535, -0.2494637817144394, -0.4664361774921417, 0.689619243144989, -0.16422411799430847, 0.37278205156326294, 0.12711739540100098, 0.5462204217910767, -0.19985109567642212, 0.16127879917621613, 0.27108100056648254, -0.45578375458717346, 0.2305820733308792, 0.6699023842811584, -0.29008692502975464, 0.26725679636001587, -0.36560171842575073, 0.13300538063049316, 0.21821865439414978, 0.2665255069732666, 0.42922982573509216, -0.44982174038887024, -0.2782549560070038, 0.2842721939086914, -0.502029538154602, 0.6465916037559509, 0.045014940202236176, -0.1201234757900238, 0.6052719950675964, 0.18685607612133026, 0.055234938859939575, -0.19812920689582825, -0.02561304159462452, -0.1596125215291977, -0.34494295716285706, -0.2818969786167145, -0.4352516531944275, 0.1013835147023201, -0.037726882845163345, 0.3182268440723419, 0.34733226895332336, 0.05424538254737854, -0.02731873281300068, 0.2726289629936218, -0.4738301932811737, -0.07237707823514938, 0.2862365245819092, 0.6186990737915039, 0.2942824959754944, 0.044840481132268906, 0.020965218544006348, 0.8032253980636597, -0.04687834531068802, 0.4798473119735718, 0.07034908980131149, 0.13928602635860443, 0.6319505572319031, 0.6118490099906921, 0.13731573522090912, 0.5327937006950378, -0.12672901153564453, 0.09253810346126556, -0.026025867089629173, 0.15030965209007263, -0.8572366833686829, -0.19586822390556335, 0.18867231905460358, -0.32500946521759033, 0.0746481865644455, -0.2075958102941513, -0.12056778371334076, -0.2759248614311218, 0.3074430525302887, -0.2720019221305847, 0.33804917335510254, -0.018907004967331886, -0.2952845096588135, -0.15308374166488647, 0.04349442571401596, -0.37026843428611755, -0.5788280367851257, -0.13283851742744446, 0.550202488899231, -0.011420413851737976, -0.2417178601026535, -0.06539434939622879, -0.10197753459215164, -0.20239242911338806, 0.041233260184526443, -0.023442281410098076, 0.3408907651901245, -0.3244102895259857, 0.557681143283844, -0.39929768443107605, -0.0000421838958573062, 0.11768864095211029, -0.3228817880153656, -0.05731234699487686, -0.8157867789268494, 0.1393691450357437, 0.42670613527297974, 0.4000311493873596, 0.5331743359565735, -0.16649603843688965, 0.2389342337846756, 0.6015380620956421, -0.3439176082611084, 0.6928045153617859, 0.11161324381828308, 0.19173581898212433, -0.2641611099243164, 0.24306578934192657, 0.4772905111312866, 0.030873768031597137, -0.2965203821659088, -0.2647172808647156, -0.6088609099388123, -0.11346651613712311, 0.3528178930282593, -0.3432810306549072, -0.011015115305781364, -0.16947413980960846, -0.02029518410563469, -0.19324345886707306, -0.14593979716300964, 0.10579148679971695, -0.4659769833087921, 0.0030444844160228968, -0.08419883996248245, -0.15715888142585754, -0.07232677936553955, -0.4621327221393585, 0.5915416479110718, 0.2399926781654358, -0.4810291528701782, 0.12658768892288208, -0.21125654876232147, -0.3201276659965515, -0.23402130603790283, -6.391853332519531, 0.16519500315189362, -0.7046372294425964, -0.22675713896751404, 0.10610927641391754, -0.45781466364860535, -0.31111565232276917, 0.2822088897228241, 0.4004528820514679, -0.020169632509350777, -0.43800005316734314, -0.3891717195510864, 0.13211223483085632, 0.1127723753452301, 0.26210978627204895, 0.267471581697464, 0.7421234250068665, 0.5893911123275757, -0.05265176668763161, 0.43255406618118286, -0.5712133049964905, -0.2786243259906769, -0.3364782929420471, 0.40691712498664856, -0.18670351803302765, 0.353755921125412, -0.7032724618911743, 0.46697068214416504, -0.39565980434417725, -0.2695568799972534, 0.1329636573791504, -0.15368549525737762, -0.3404020667076111, 0.21102702617645264, -0.036340177059173584, 0.1087098941206932, -0.4648491442203522, 0.16400282084941864, 0.18731100857257843, -0.24097612500190735, 0.12973572313785553, 0.15798713266849518, 0.1393243819475174, -0.24591892957687378, 0.07915051281452179, -0.2824499309062958, -0.13532274961471558, 0.15771299600601196, 0.1689252108335495, 0.05768135190010071, 0.17589643597602844, 0.06310909241437912, 0.22376999258995056, -0.03259766101837158, -0.13742093741893768, -0.8734590411186218, 0.3091425895690918, 0.3275376558303833, -0.012017681263387203, 0.21355444192886353, -0.07089073956012726, -0.628879725933075, -0.4181562662124634, -0.5548911094665527, -0.2925804853439331, 0.05433556064963341, -0.10417063534259796, -0.7075398564338684, 0.13728304207324982, 0.3278938829898834, -1.164816975593567, 0.5259498953819275, -0.056046195328235626, -0.6247853636741638, 0.264602929353714, 0.09926354140043259, -0.2995460033416748, 0.1866985708475113, 0.1779876947402954, -0.7292462587356567, -0.19248099625110626, -0.33561185002326965, 0.2834453582763672, 0.16859233379364014, 0.3070046007633209, -0.7683857679367065, -0.04598093032836914, 0.08982706815004349, -0.20921604335308075, 0.30857643485069275, 0.8330031633377075, -0.09118504077196121, 0.8592286109924316, 0.00010498750634724274, 0.06606537103652954, 0.15174873173236847, 0.034245844930410385, 0.4522252082824707, -0.4725486636161804, -0.13206544518470764, 0.6661421060562134, -0.5361552238464355, -0.7914126515388489, -0.4500616192817688, -0.4119550883769989, 0.05171859636902809, 0.0013821795582771301, -0.10546636581420898, 0.4487817585468292, -0.09156659990549088, -0.018762383610010147, 0.10256955027580261, -0.771202027797699, 0.06748750060796738, 0.12297350913286209, 0.28215840458869934, 0.03837518021464348, 0.20375865697860718, 0.4363470673561096, 0.357291042804718, -0.05760163068771362, 0.0346493273973465, 0.14704260230064392, 0.16450823843479156, 0.3921542465686798, -0.14036929607391357, 0.2668763995170593, 0.15419134497642517, 0.6361615657806396, 0.20796361565589905, 0.47284939885139465, 0.04312808811664581, -0.23493735492229462, 0.11492893844842911, 0.23651345074176788, 0.40769028663635254, -0.022570278495550156, 0.06023496761918068, 0.2249785214662552, -0.2551378607749939, 0.379734605550766, 0.004630608018487692, 0.11508671194314957, 0.17414358258247375, 0.38084185123443604, 0.15603579580783844, 0.31697380542755127, 0.5323243141174316, 0.2598726153373718, 0.042532097548246384, -0.08648104965686798, -0.5096248388290405, -0.3515329360961914, 0.33747777342796326, -0.045370783656835556, -0.1877395063638687, 0.2996121942996979, -0.11057544499635696, 0.00550421979278326, -0.4214336574077606, 0.2576477527618408, -0.4718394875526428, -0.5655088424682617, -0.06202569231390953, 0.386315256357193, 0.1245240792632103, 0.016965392976999283, -0.15687894821166992, 0.18663419783115387, 0.5253559350967407, 0.033693719655275345, -0.1272687166929245, 0.016136925667524338, -0.08897174894809723, 0.15551257133483887, -0.7278755903244019, 0.38311147689819336, 0.223744198679924, 0.13023117184638977, 0.6942092776298523, 0.39773470163345337, -0.19217006862163544, -0.11619677394628525, 0.4159539043903351, 0.8320656418800354, -0.446723610162735, -0.05015713721513748, 0.2385927438735962, -0.011220650747418404, -0.2857149839401245, 0.08147743344306946, 0.14722244441509247, 0.3107227087020874, 0.42804643511772156, 0.22019809484481812, -0.6049472093582153, 0.44154465198516846, -0.040196742862463, 0.07433554530143738, 0.0733635425567627, 0.1579560786485672, 0.2186516374349594, -0.21063151955604553, 0.2797219455242157, 0.32183972001075745, -0.2568347156047821, -0.020622722804546356, -0.055960994213819504, 0.2424258440732956, -0.014626939781010151, -0.3097200393676758, -0.3731137812137604, -0.10743805766105652, 0.19856323301792145, 0.306079626083374, -0.2852766811847687, -0.06430444866418839, -0.1926589459180832, -0.2168995887041092, 0.28877806663513184, -0.16719232499599457, -0.0919308289885521, -0.1537718027830124, -0.13748538494110107, 0.22901606559753418, -0.039422839879989624, 0.5330948829650879, -0.5472382307052612, -0.08766073733568192, 0.22894299030303955, 0.01704852655529976, -0.417329877614975, 0.4730035960674286, 0.5503664612770081, 0.1583983600139618, -0.021937716752290726, 0.0291795302182436, 0.6517468690872192, 0.07178645581007004, -0.17782731354236603, -0.3998068869113922, 0.1610880196094513, -0.2695934772491455, -0.468096524477005, -0.09620891511440277, 0.13023553788661957, 0.0573621541261673, 0.05343560501933098, -0.25575268268585205, 0.21518507599830627, 0.27442124485969543, -0.14946871995925903, -0.49399080872535706, -0.050694264471530914, 0.6435705423355103, 0.19356442987918854, -0.09100943058729172, -0.2593023478984833, -0.5840858817100525, 0.3126123547554016, 0.08996505290269852, 0.06118294224143028, -0.11235546320676804, 0.15749508142471313, 0.2870090901851654, -0.04712434858083725, -0.35479676723480225, -0.6118907332420349, 0.17377325892448425, -0.569847822189331, -0.40416383743286133, 0.20779965817928314, -0.1352909356355667, 0.68755042552948, -0.04801409691572189, 0.0037134913727641106, -0.21607422828674316, -0.243414044380188, -0.47386088967323303, -0.3837295174598694, -0.08276000618934631, 0.01249577198177576, 0.45979008078575134, -0.17913755774497986, -0.12125152349472046, 0.14353539049625397, -0.09903156012296677, -0.40855664014816284, 0.05019782483577728, 0.1459941864013672, 0.05475001037120819, 0.07264401018619537, 0.052443668246269226, -0.5102161765098572, -0.07251256704330444, 0.23974716663360596, 0.7627547979354858, -0.29502689838409424, -0.0591365210711956, -0.3258719742298126, -0.20837955176830292, 0.26341158151626587, 0.600348949432373, -0.21566690504550934, 0.45509102940559387, 0.5098834037780762, -0.011339660733938217, 0.4522192180156708, -0.3360375463962555, -0.008715718053281307, 0.28824660181999207, -0.17221663892269135, 0.2986369729042053, 0.6445804834365845, -0.02851882018148899, -0.12934555113315582, -0.018137747421860695, -0.007916129194200039, -0.07381034642457962, 0.0019989695865660906, -0.011552611365914345, -0.3861957788467407, 0.004140955395996571, 0.06358637660741806, 0.06037430837750435, 0.6278899908065796, 0.024861490353941917, 0.25570008158683777, 0.2006460279226303, 0.738437831401825, 0.10329343378543854, 0.1949165016412735, -0.07352130115032196, -0.10690993815660477, -0.15205490589141846, 0.3856918513774872, 0.28949594497680664, 0.05443664267659187, -0.12280632555484772, -0.058060482144355774, 0.31995347142219543, -0.3235863149166107, 0.04580505192279816, -0.01215312723070383, -0.4526940882205963, 0.4532451033592224, 0.10042469948530197, -0.26669883728027344, 0.02792826108634472, 0.1256767213344574, 0.10116030275821686, 0.16579779982566833, 0.18069924414157867, -0.26770445704460144, -0.5815654397010803, -0.4568502902984619, 0.15094545483589172, -0.46065840125083923, -0.3612940013408661, -0.0025152452290058136, 0.11573914438486099, 0.12124279141426086, 0.06158227100968361, 0.14997613430023193, 0.29142048954963684, -0.23272667825222015, 0.547571063041687, 0.02985956519842148, 0.29546496272087097, 0.38163840770721436, -0.36570802330970764, -0.233407124876976, -0.046510763466358185, 0.05500688776373863, 0.08817174285650253, -0.44395262002944946, 0.4304713308811188, 0.019075296819210052, -0.01541411317884922, 0.6970852613449097, -0.012409472838044167, 0.151701882481575, -0.6593521237373352, -0.08882731944322586, 0.2232004553079605, -0.0035698888823390007, -0.4487907290458679, 0.27041420340538025, -0.390383780002594, -0.362189918756485, -0.12281738966703415, -0.7641241550445557, -0.0018334761261940002, 0.3279803991317749, -0.5035759806632996, -0.5160378813743591, 0.14798767864704132, 0.1551254838705063, 0.1861492544412613, 0.07794348895549774, -0.010132700204849243, -0.2576518654823303, -0.3127608299255371, 0.4708839952945709, -0.19136057794094086, -0.007087446749210358, -0.3989064693450928, -0.16352076828479767, -0.19503054022789001, 0.329549103975296, 0.020543888211250305, 0.35326990485191345, -0.1863512545824051, -0.015248451381921768, -0.25522488355636597, -0.12568819522857666, 0.41637933254241943, 0.04216134175658226, 0.08744823187589645, -0.15550652146339417, 0.21250291168689728, -0.6388146877288818, -0.4424764811992645, -0.48185569047927856, -0.06998451054096222, -0.32746705412864685, -0.4262470304965973, 0.4498336613178253, -0.42217883467674255, 0.605431318283081, -0.19390219449996948, -0.4010795056819916, -0.2234775722026825, -0.07960156351327896, -0.44411060214042664, -0.38752281665802, 0.2779882252216339, -0.03345471993088722, -0.2966231405735016, -0.09302029758691788, -0.05229498818516731, -0.15835994482040405, -0.009220987558364868, 0.3155305087566376, -0.0959530770778656, 0.4021734297275543, -0.00981426052749157, 0.31191179156303406, -0.8567836284637451, 0.4420214295387268, -0.43968111276626587, 0.09094352275133133, -0.2571859657764435, -0.11226598173379898, -0.4883055090904236, 0.040261462330818176, -0.07143640518188477, -0.20789732038974762, -0.10901270061731339, -0.4926746189594269 ]
Design, ethnography, and future-proof data science Schaun Wheeler https://towardsdatascience.com/data-is-a-stakeholder-31bfdb650af0
Data is a stakeholder
[ -0.11300075799226761, -0.17513114213943481, 0.024066857993602753, 0.4070228636264801, -0.04884723201394081, -0.01914893090724945, -0.1662323921918869, -0.2938818037509918, 0.14175155758857727, 0.06516548246145248, -0.17925705015659332, -0.2507474422454834, -0.062476519495248795, -0.06462103873491287, -0.15714414417743683, 0.14377783238887787, 0.0932781994342804, -0.04840870201587677, -0.17958691716194153, 0.12579388916492462, -0.4773097634315491, -0.4731895327568054, 0.6131226420402527, -0.2020953744649887, 0.09439198672771454, -0.11243002116680145, 0.4871426522731781, 0.015928925946354866, -0.25325119495391846, 0.29882776737213135, -0.20944082736968994, 0.3952293395996094, 0.12204111367464066, 0.21032868325710297, -0.36223116517066956, 0.13337188959121704, -0.11899912357330322, -0.019233303144574165, -0.06375619024038315, -0.25602611899375916, -0.39011621475219727, 0.11614653468132019, -0.257850706577301, 0.5383235216140747, -0.21465890109539032, -0.36689427495002747, -1.7372987270355225, 0.14535054564476013, -0.358852356672287, 0.06401121616363525, -0.4618542790412903, 0.12540748715400696, -0.2976946234703064, 0.3111857771873474, -0.38920629024505615, -0.017706817016005516, 0.12867310643196106, -0.3569289445877075, 0.05787234380841255, -0.20242460072040558, 0.0012954080011695623, -0.12508372962474823, 0.023966092616319656, 0.11485502123832703, 0.2979779541492462, -0.22072134912014008, 0.10993137955665588, 0.40404343605041504, -0.022440176457166672, 0.04864669591188431, -0.2789457440376282, 0.3359988331794739, -0.23288051784038544, 0.33378762006759644, -0.13064773380756378, -0.08095312863588333, 0.28273722529411316, 0.4603623151779175, 0.09775994718074799, -0.13385096192359924, -0.4616152346134186, -0.08898374438285828, -0.05696187540888786, 0.07677857577800751, 0.23354744911193848, -0.2926892936229706, -0.019673842936754227, -0.3483395278453827, -0.6137428283691406, 0.37651553750038147, -0.18146876990795135, -0.25949496030807495, 0.2024535983800888, -0.1489419937133789, 0.2624770998954773, 0.10172704607248306, 0.6379356980323792, 0.19700053334236145, 0.10387406498193741, 0.2516123056411743, -0.3863306939601898, -0.15706144273281097, -0.2204885482788086, -0.11975649744272232, -0.07222568243741989, 0.11919225007295609, -0.14885006844997406, -0.3254074156284332, -0.2285657674074173, 0.34683293104171753, -0.410351425409317, 0.09564606845378876, 0.1781153380870819, 0.2641623616218567, 0.079609714448452, 0.7390073537826538, 0.25957515835762024, -0.06217833235859871, -0.11155489087104797, -0.06439244747161865, 0.004637913312762976, 0.541370689868927, -0.33132410049438477, -0.43421196937561035, -0.048731300979852676, 0.13815335929393768, 0.3229943811893463, 0.6107686758041382, 0.07555563747882843, 0.42526912689208984, 0.2361946702003479, -0.3094994127750397, 0.07214497029781342, -0.32666775584220886, -0.05323021486401558, -0.5100001692771912, -0.3339059352874756, -0.03801829367876053, 0.36739152669906616, 0.018695924431085587, 0.03776668757200241, -0.3656834065914154, -0.26303747296333313, -0.2893923223018646, 0.3215438723564148, -0.09136474877595901, -0.2150052785873413, 0.5529555082321167, -0.28515565395355225, 0.25804948806762695, -0.04240946099162102, 0.08727695792913437, -0.16966365277767181, -0.07444415986537933, -0.2883676588535309, -0.0028460160829126835, -0.12179070711135864, -0.10764420032501221, -0.19525973498821259, 0.38648486137390137, 0.2554059624671936, 0.0996626541018486, 0.051916398108005524, -0.39953985810279846, 0.6744246482849121, 0.0013102508382871747, 0.47759827971458435, 0.19939573109149933, -0.3791637718677521, -0.18258221447467804, 0.08546886593103409, -0.26219379901885986, 0.4360869228839874, 0.11672984063625336, 0.35256311297416687, -0.08323176950216293, 0.02202780731022358, -0.22840267419815063, 0.10987550020217896, 0.04050678759813309, -0.4479193091392517, -0.015458300709724426, 0.41167667508125305, 0.24467766284942627, 0.08644074946641922, -0.20206555724143982, -0.05809275805950165, -0.0866401270031929, 0.5965090394020081, -0.06994304060935974, -0.2044067084789276, -0.299256294965744, 0.3638995885848999, -0.7778816819190979, 0.48558083176612854, -0.23553422093391418, 0.34993427991867065, 0.40361231565475464, -0.02022305503487587, -0.19739089906215668, 0.006146660074591637, -0.4530610740184784, 0.357253760099411, 0.09010899811983109, 0.013896986842155457, 0.17661650478839874, 0.39881259202957153, 0.2294103503227234, -0.0078201899304986, -0.09393490105867386, 0.14598879218101501, 0.21663010120391846, 0.0721835196018219, -0.26076382398605347, -0.0958000123500824, -0.27698633074760437, 0.15249356627464294, 0.3285245895385742, 0.38573530316352844, 0.19920861721038818, 0.9440206289291382, -0.14167100191116333, -0.08214828372001648, 0.11943644285202026, 0.045761656016111374, 0.4704689085483551, 0.7490431070327759, 0.19351719319820404, 0.5873401761054993, -0.1366419941186905, -0.09246189147233963, -0.05067509040236473, 0.6141890287399292, -0.7814021110534668, -0.14658810198307037, 0.38864666223526, -0.2097610980272293, 0.2285049706697464, 0.3139907419681549, -0.13621008396148682, 0.026734134182333946, 0.5355477929115295, -0.14862312376499176, 0.24367287755012512, 0.02439708635210991, 0.07007674127817154, -0.11250963807106018, -0.0358722060918808, -0.28685468435287476, -0.16004802286624908, 0.34043198823928833, 0.3717530369758606, 0.0140198590233922, -0.27594417333602905, -0.01856854557991028, 0.07528047263622284, -0.13649679720401764, -0.24860991537570953, 0.012631654739379883, 0.35517218708992004, -0.32504960894584656, 0.1552508920431137, -0.27817922830581665, -0.1793607473373413, 0.28469589352607727, -0.37207671999931335, -0.12110992521047592, -0.24142895638942719, -0.0566842220723629, 0.45110777020454407, 0.6116853356361389, 0.09682341665029526, 0.31152501702308655, 0.22814610600471497, -0.2188696265220642, -0.46019247174263, 0.5651625990867615, -0.06482065469026566, -0.363598495721817, -0.35096827149391174, 0.13501323759555817, 0.06466759741306305, -0.12178792804479599, -0.08774224668741226, 0.26428931951522827, -0.41922351717948914, -0.06680667400360107, 0.26673611998558044, -0.2744590938091278, -0.23794899880886078, -0.08700170367956161, 0.1890748292207718, 0.15417613089084625, -0.3355756103992462, 0.1875363290309906, 0.4389825761318207, -0.24811534583568573, -0.26257115602493286, -0.4320453703403473, 0.18192264437675476, -0.7613034248352051, 0.2306402623653412, 0.37798723578453064, -0.3616829812526703, -0.02057979255914688, -0.09206264466047287, -0.3535286784172058, 0.027529574930667877, -6.492644786834717, -0.0380411222577095, -0.8512254953384399, -0.40237852931022644, -0.21668726205825806, -0.5042555928230286, -0.13542933762073517, 0.24507349729537964, 0.22794248163700104, -0.056024130433797836, 0.006872893776744604, -0.573451817035675, 0.07290270924568176, 0.43763265013694763, 0.3886473774909973, 0.8699781894683838, 0.5090265274047852, 0.07745730131864548, -0.10363170504570007, 0.32075750827789307, -0.24669647216796875, 0.040170781314373016, -0.29427140951156616, 0.6610681414604187, 0.49803483486175537, -0.165144145488739, -0.6702942848205566, 0.593849241733551, -0.38763731718063354, -0.19305910170078278, 0.5394952297210693, -0.1404321789741516, -0.6299697160720825, 0.047948937863111496, -0.06868546456098557, 0.11925273388624191, -0.13771463930606842, 0.27774620056152344, 0.08913853019475937, -0.394145667552948, -0.014722730033099651, 0.11411191523075104, -0.29882165789604187, -0.4215187430381775, 0.43909454345703125, -0.28250500559806824, -0.10986189544200897, 0.36384689807891846, -0.10560709983110428, -0.08456682413816452, 0.0061065563932061195, 0.08923856168985367, -0.005681423936039209, 0.0073374006897211075, -0.1328524649143219, -0.5401325821876526, 0.5784112811088562, 0.15582028031349182, -0.4476073682308197, 0.4089061915874481, -0.029805613681674004, -0.3168316185474396, -0.056061264127492905, -0.4669712483882904, -0.7046223282814026, -0.27424249053001404, -0.5479944944381714, -0.09076184034347534, -0.21241657435894012, -0.04170074313879013, -0.8640633821487427, 0.3691745102405548, -0.08143863081932068, -0.7310961484909058, 0.34028059244155884, -0.14050894975662231, 0.024329325184226036, -0.10172367841005325, 0.2581939697265625, -0.27725881338119507, -0.4715162217617035, -0.3827202320098877, 0.38626953959465027, 0.2880355417728424, 0.3543436527252197, 0.312836617231369, 0.2067030668258667, -0.00010248247417621315, -0.28058046102523804, 0.12884235382080078, 0.3513810634613037, -0.4144323468208313, 1.0361696481704712, 0.09136097878217697, 0.0990176722407341, 0.1334155946969986, 0.3943682312965393, 0.08132771402597427, 0.2437947392463684, -0.11910924315452576, 0.5474956035614014, -0.08683159947395325, -0.7119026780128479, -0.7309324741363525, -0.24913880228996277, 0.2212664633989334, -0.26746395230293274, -0.0978279560804367, 0.7800719141960144, -0.09444130212068558, 0.24615532159805298, 0.5720869302749634, -0.4364137053489685, -0.6961449384689331, 0.19299568235874176, -0.039179105311632156, -0.6436728835105896, 0.0849103108048439, 0.4525187611579895, 0.03202362358570099, 0.09920088201761246, -0.09057389944791794, -0.1422680765390396, 0.0870094820857048, -0.27022784948349, -0.19758090376853943, 0.0192648246884346, 0.38934600353240967, 0.21440672874450684, 0.1588599532842636, 0.20832055807113647, 0.18076850473880768, -0.23881658911705017, 0.18164436519145966, 0.1748085618019104, -0.018725058063864708, 0.42500200867652893, 0.33341094851493835, -0.2631041705608368, -0.5384617447853088, 0.6887078881263733, 0.06168646737933159, 0.2999311089515686, -0.08841471374034882, 0.3444150984287262, 0.009205576963722706, 0.2083454430103302, 0.4731132984161377, -0.06260033696889877, 0.3174952566623688, 0.17952723801136017, -0.1160363182425499, 0.0013585177948698401, 0.14364950358867645, 0.010392996482551098, 0.13908590376377106, 0.4093600809574127, -0.06833196431398392, 0.3654520809650421, -0.4097234010696411, -0.0006459334399551153, -0.37583982944488525, -0.5195262432098389, -0.20440596342086792, 0.4130437672138214, 0.2029290646314621, -0.3069288730621338, 0.13751837611198425, -0.049069248139858246, 0.2203036993741989, 0.26094117760658264, -0.25104886293411255, -0.11137928813695908, -0.17506511509418488, 0.14570502936840057, -0.24042239785194397, 0.3822600841522217, 0.1319914311170578, -0.3163508474826813, 0.4068569540977478, -0.25127726793289185, 0.06020204350352287, -0.5722743272781372, 0.557545006275177, 0.5384351015090942, -0.1809050738811493, -0.01970699429512024, 0.26362842321395874, -0.24019324779510498, -0.31599846482276917, 0.14382177591323853, -0.338460236787796, 0.06411293148994446, 0.22988691926002502, 0.3724910616874695, -0.4164140224456787, 0.4452807903289795, 0.03121097944676876, -0.18482370674610138, -0.18563131988048553, -0.02018551714718342, 0.049195028841495514, 0.00826574768871069, 0.44350916147232056, 0.6070226430892944, -0.23640663921833038, 0.3731890618801117, -0.3923547863960266, 0.2654377222061157, -0.07287094742059708, -0.21085616946220398, -0.17541654407978058, -0.08886425942182541, -0.13889001309871674, 0.26117241382598877, -0.14689992368221283, -0.21335679292678833, -0.28903117775917053, -0.21145321428775787, 0.24084582924842834, 0.1281459778547287, -0.03038252331316471, -0.03156575560569763, -0.12661826610565186, 0.4005644619464874, 0.16819068789482117, 0.3662220239639282, -0.2412535548210144, 0.4049604833126068, -0.13512685894966125, -0.25442245602607727, -0.5887289047241211, 0.38686448335647583, 0.5919484496116638, -0.46993330121040344, -0.18425889313220978, -0.32492923736572266, 0.7827969193458557, -0.21942302584648132, -0.31672054529190063, -0.6909600496292114, -0.0540233813226223, 0.17189931869506836, -0.33609792590141296, -0.13716477155685425, -0.0015400948468595743, -0.2596518099308014, 0.2225797027349472, -0.31334131956100464, 0.22052623331546783, -0.0649343729019165, -0.04793763533234596, -0.6509402394294739, 0.23581744730472565, 0.611655056476593, 0.16564244031906128, 0.0962742418050766, -0.4284908175468445, -0.09120715409517288, 0.17413963377475739, 0.29946252703666687, -0.3274485468864441, -0.24610890448093414, 0.6197294592857361, -0.12040232867002487, -0.060024529695510864, 0.02013368345797062, -0.36252230405807495, 0.3383754789829254, -0.4699801802635193, -0.762546956539154, 0.10034076869487762, -0.04214780032634735, 0.3431883156299591, -0.26306942105293274, -0.32794448733329773, -0.11422251164913177, 0.1875993311405182, -0.6180053949356079, -0.12304290384054184, -0.36587029695510864, -0.4315372109413147, 0.3399697244167328, 0.08627966791391373, -0.1521259844303131, -0.002236815867945552, 0.04300616309046745, 0.2984410226345062, -0.35618025064468384, 0.09377747029066086, -0.524503231048584, -0.07226324081420898, -0.6179046630859375, -0.2667733132839203, -0.29162532091140747, -0.11901900917291641, 0.1970020830631256, -0.07367192208766937, -0.26578956842422485, 0.17920081317424774, -0.163704052567482, 0.4253636300563812, 0.8269884586334229, -0.26525717973709106, 0.2252424955368042, 0.1615578979253769, -0.2748378813266754, -0.43170166015625, 0.07906034588813782, -0.09485495090484619, 0.09897449612617493, -0.03604584559798241, 0.5353378653526306, 0.34122034907341003, -0.15074005722999573, -0.016295619308948517, -0.1781158298254013, 0.520444929599762, 0.07659175992012024, 0.15994930267333984, -0.35009342432022095, -0.01953889988362789, 0.43006399273872375, -0.21507245302200317, 0.1334182769060135, 0.3851533532142639, 0.05686294659972191, 0.1548832505941391, 0.009357770904898643, 0.46860837936401367, 0.13597993552684784, 0.2570192515850067, -0.06065750867128372, 0.5400726795196533, -0.19986969232559204, 0.030012670904397964, -0.03257736563682556, -0.13546302914619446, 0.09904894977807999, 0.03795156255364418, 0.15251058340072632, 0.10375422984361649, 0.15405084192752838, -0.1027207151055336, -0.6376659274101257, 0.3096492886543274, -0.1762678027153015, 0.4272914230823517, -0.10709264129400253, 0.5212721824645996, 0.3378356695175171, -0.00929502584040165, 0.12115577608346939, -0.5970609188079834, -0.3999324142932892, -0.1958550363779068, 0.30897822976112366, -0.17172904312610626, -0.33801037073135376, 0.31648486852645874, 0.12863989174365997, 0.20243442058563232, 0.41448697447776794, -0.08207057416439056, -0.19877777993679047, -0.2125641256570816, 0.4356662333011627, -0.2598276138305664, 0.3453023433685303, 0.707991361618042, -0.07185117900371552, 0.38352176547050476, -0.13369165360927582, 0.39294835925102234, 0.36291372776031494, -0.12607602775096893, 0.10876575112342834, -0.2757332921028137, 0.1358344703912735, 0.2627403140068054, -0.11384030431509018, -0.19046248495578766, -0.5167211294174194, 0.012087431736290455, 0.11102104932069778, -0.33593815565109253, 0.5404629111289978, 0.4045576751232147, -0.48443591594696045, -0.21729902923107147, -0.21931108832359314, -0.2594761848449707, 0.23528219759464264, 0.0319618321955204, -0.10180582106113434, -0.20570021867752075, 0.1256023496389389, 0.08108657598495483, 0.5464615821838379, 0.6198523640632629, 0.0170623566955328, -0.532451868057251, 0.15787726640701294, 0.13444969058036804, 0.0772492066025734, 0.032258663326501846, -0.08879902213811874, -0.06168213486671448, -0.2924945056438446, -0.022915970534086227, 0.29810476303100586, -0.16274426877498627, -0.35296741127967834, 0.2673614025115967, -0.10911344736814499, 0.2338060885667801, 0.31790366768836975, 0.344417542219162, -0.0588894821703434, 0.0045076217502355576, 0.10329187661409378, -0.6076617240905762, -0.15146122872829437, 0.20396782457828522, -0.4061358869075775, 0.10644408315420151, -0.2148771584033966, 0.1699521541595459, -0.24965985119342804, 0.08925043791532516, -0.17894719541072845, -0.43856415152549744, -0.0016579297371208668, 0.4414271414279938, -0.54515141248703, 0.18800051510334015, -0.05053350329399109, -0.2547485828399658, -0.1765189915895462, -0.006579643115401268, -0.05346621945500374, -0.3094117343425751, -0.06758873164653778, 0.5059177279472351, -0.054416730999946594, 0.5718130469322205, -0.21923984587192535, -0.09227060526609421, -0.5441766381263733, 0.6236308217048645, -0.30277109146118164, 0.1793188601732254, -0.2614659368991852, -0.1826339066028595, -0.25222697854042053, 0.2252717763185501, -0.05445723235607147, -0.45579278469085693, -0.007292671594768763, -0.24117796123027802 ]
Its been a short week, what with the Bank Holiday, but weve still be pretty busy. Oh, and the David Ottewell https://towardsdatascience.com/data-journalism-highlights-this-week-5b603d9d4b92
Data journalism highlights this week
[ -0.014383232221007347, -0.016398927196860313, 0.5235340595245361, 0.09975941479206085, 0.05083945021033287, -0.1780397891998291, -0.2644761800765991, 0.3990599811077118, -0.08390170335769653, 0.16310346126556396, -0.30584460496902466, 0.16385608911514282, 0.3858729898929596, -0.08620645105838776, -0.2436806559562683, 0.3662567734718323, 0.05194412171840668, 0.11248136311769485, -0.06504493951797485, -0.42646270990371704, -0.3450087308883667, -0.5420446395874023, 0.9386786222457886, -0.138912633061409, -0.0037682245019823313, -0.5335949659347534, 0.33587974309921265, 0.09333721548318863, -0.6910369396209717, 0.03956373408436775, -0.3146975040435791, 0.6815204620361328, 0.24418039619922638, 0.3384990096092224, -0.07928083837032318, -0.1779906004667282, -0.23646607995033264, -0.18862414360046387, 0.08468451350927353, -0.23977512121200562, -0.15542331337928772, -0.0926196351647377, -0.2292160540819168, 0.24385614693164825, -0.09084033221006393, -0.3838527202606201, -1.542762041091919, 0.029440298676490784, -0.4887852370738983, 0.1352655291557312, -0.6108072996139526, 0.48235273361206055, 0.7349671125411987, -0.07246408611536026, -0.1758655160665512, 0.19761690497398376, 0.02936340495944023, -0.32096171379089355, 0.05693433806300163, -0.15181750059127808, 0.26999518275260925, 0.09894727170467377, -0.38701504468917847, 0.248661071062088, 0.49684637784957886, -0.20910246670246124, 0.37512606382369995, 0.32448476552963257, -0.2151983678340912, 0.04995862394571304, -0.1301783323287964, 0.123867467045784, -0.11599743366241455, 0.1837199628353119, 0.07466831058263779, 0.020040737465023994, 0.30784428119659424, 0.019476357847452164, 0.5723682641983032, -0.05686511471867561, 0.007669574581086636, -0.15301373600959778, 0.204830139875412, 0.19214245676994324, 0.05016733705997467, 0.018386920914053917, -0.491542249917984, -0.4138851761817932, -0.1911541074514389, 0.1956382840871811, -0.2824161648750305, -0.24692799150943756, 0.17045579850673676, -0.11189037561416626, 0.4314802289009094, 0.14709195494651794, 0.3630739152431488, 0.21855317056179047, -0.3848772346973419, 0.4626622200012207, -0.3761683702468872, -0.24159486591815948, 0.2564050257205963, -0.16384242475032806, -0.10304243862628937, 0.13355685770511627, -0.3122112452983856, -0.528571367263794, 0.02965240739285946, 0.32063570618629456, -0.5138033628463745, 0.3058803975582123, 0.11853508651256561, 0.3361029624938965, -0.224831685423851, 0.48627740144729614, 0.04976069554686546, -0.13593553006649017, -0.7989987730979919, 0.02550717629492283, -0.48169493675231934, 0.6224170327186584, 0.1312679648399353, -0.27997782826423645, 0.10544467717409134, 0.365186482667923, 0.05751149356365204, 0.12138480693101883, 0.32373809814453125, 0.24995969235897064, 0.3910897970199585, 0.2775905728340149, 0.02739882841706276, -0.28962111473083496, 0.14742597937583923, -0.6636324524879456, -0.26109862327575684, -0.40464162826538086, 0.5138705372810364, 0.2667926549911499, -0.05867107957601547, -0.08311955630779266, -0.5864599347114563, -0.1743975579738617, -0.174503356218338, 0.04405803233385086, -0.2972962260246277, 0.42016175389289856, -0.049546774476766586, 0.09285575896501541, 0.041238125413656235, 0.07938160747289658, -0.8338813185691833, -0.18527361750602722, -0.007888543419539928, -0.12496595829725266, 0.12829861044883728, -0.3331027925014496, 0.0920649915933609, 0.22187182307243347, 0.15666139125823975, 0.31275054812431335, 0.1331123560667038, 0.02725752256810665, 0.5056133270263672, 0.19426676630973816, 0.5967071652412415, -0.2336399257183075, 0.20543985068798065, 0.021311359480023384, -0.2395188957452774, 0.144844189286232, 0.6591170430183411, 0.021463576704263687, 0.265209436416626, 0.20391906797885895, 0.28629976511001587, -0.28150635957717896, 0.3581509292125702, 0.20229262113571167, -0.5138062834739685, -0.02082255855202675, 0.3739449977874756, 0.028708074241876602, 0.3766106069087982, -0.24825787544250488, 0.09439833462238312, 0.03346781060099602, 0.2427118569612503, 0.15926316380500793, -0.46083909273147583, -0.31565701961517334, 0.5882646441459656, -0.7036395072937012, 0.5084112286567688, -0.08498989045619965, 0.28186044096946716, 0.5828220248222351, 0.233700230717659, 0.2789401412010193, -0.11244497448205948, 0.09117606282234192, 0.4759521186351776, 0.10402598977088928, -0.09073712676763535, 0.10979358851909637, -0.05155280977487564, -0.054512374103069305, 0.004720013123005629, 0.3193971514701843, -0.051441602408885956, 0.06792788952589035, 0.05798061192035675, -0.15903878211975098, -0.3479079008102417, -0.012543771415948868, 0.5929983854293823, -0.0011942858109250665, -0.28953689336776733, 0.3427513539791107, 0.6624912023544312, -0.08172415941953659, 0.10617299377918243, 0.5108547806739807, 0.113642118871212, 0.5638453960418701, 0.4528160095214844, -0.008274752646684647, 0.274465411901474, -0.0763525739312172, -0.3474489748477936, -0.050291236490011215, 0.3878888189792633, -0.546306312084198, -0.1874549388885498, 0.3695601522922516, -0.31640416383743286, -0.027877818793058395, 0.09045320004224777, -0.2818855941295624, 0.26108065247535706, 0.2998131811618805, 0.07006943225860596, 0.36658817529678345, 0.07562997937202454, 0.16636846959590912, 0.20052842795848846, 0.12719550728797913, -0.040804434567689896, -0.39488762617111206, 0.7335063219070435, 0.24762462079524994, -0.06064055860042572, -0.29409798979759216, -0.1777205467224121, 0.19931776821613312, 0.11585933715105057, -0.3341456353664398, 0.197792649269104, 0.6333138942718506, -0.5716388821601868, 0.15815439820289612, -0.415583074092865, 0.1486651748418808, 0.12751083076000214, -0.46822839975357056, 0.18047398328781128, -0.6132179498672485, 0.10150712728500366, 0.3043844997882843, 0.2076200544834137, 0.0746738538146019, 0.04302457720041275, 0.4474622309207916, -0.08946894854307175, -0.8076751232147217, 0.40948912501335144, -0.11276549845933914, -0.4202219247817993, -0.6706146001815796, 0.24814942479133606, 0.5699267983436584, -0.0015000969870015979, 0.3471772372722626, -0.28184524178504944, -0.7045114636421204, -0.12493583559989929, 0.1562548130750656, -0.4449968934059143, -0.4653126001358032, -0.034448493272066116, -0.1067657545208931, 0.09908191114664078, -0.1569153219461441, 0.0537693127989769, 0.1862763911485672, 0.051726941019296646, -0.5517545342445374, -0.3359543979167938, -0.03156577795743942, -0.36427947878837585, 0.6833023428916931, 0.6668338775634766, -0.47770553827285767, 0.03352697193622589, -0.4418870508670807, -0.6539484858512878, 0.09848039597272873, -6.295607566833496, 0.21516525745391846, -1.0856544971466064, -0.35883867740631104, -0.27180352807044983, -0.3308904469013214, 0.14204607903957367, 0.196504145860672, 0.251638799905777, -0.6410207152366638, -0.41241249442100525, -0.29374727606773376, 0.1487456113100052, 0.7278732657432556, 0.418647438287735, 0.3962439000606537, 0.21082477271556854, -0.11299904435873032, 0.5746292471885681, 0.45965731143951416, -0.004436921328306198, 0.3117894232273102, -0.06502486765384674, 0.44071346521377563, 0.43829503655433655, -0.2502010464668274, -0.6072751879692078, 0.6410704851150513, -0.45369958877563477, 0.044238124042749405, 0.7482878565788269, -0.00803782045841217, -0.4124501645565033, 0.223026305437088, -0.17642557621002197, -0.04175062105059624, -0.0411578007042408, 0.22213900089263916, 0.32486793398857117, -0.7479941248893738, 0.1381637156009674, 0.09844833612442017, -0.38570472598075867, -0.15278786420822144, 0.46485865116119385, -0.13539904356002808, -0.2757810354232788, -0.12693724036216736, 0.05132477357983589, 0.09506482630968094, 0.06628701090812683, 0.12993083894252777, -0.03774751350283623, -0.06368885934352875, -0.5644096732139587, -0.8470994234085083, 0.20213399827480316, 0.3876107335090637, -0.17400400340557098, 0.23408877849578857, -0.003117294516414404, -0.3395261764526367, 0.054505955427885056, -0.788356602191925, -0.8988538384437561, -0.048213060945272446, -0.6283661723136902, -0.2767587900161743, 0.07041141390800476, 0.04627599939703941, -0.7997721433639526, -0.046680748462677, -0.06605835258960724, -0.8370869755744934, 0.534885585308075, -0.13831090927124023, -0.07730621844530106, 0.5284698009490967, 0.039514921605587006, 0.1370219886302948, -0.4704938530921936, -0.5339305996894836, 0.06265303492546082, 0.15703728795051575, 0.320322722196579, -0.5013667345046997, 0.15454880893230438, -0.18368439376354218, -0.18688011169433594, 0.026757841929793358, 0.6320284605026245, -0.6705656051635742, 0.6960246562957764, 0.4162963032722473, 0.5200574398040771, -0.03228723630309105, 0.0083551537245512, 0.30739516019821167, 0.10359539836645126, -0.42257800698280334, 0.42760664224624634, -0.05981636792421341, -0.7587544918060303, -0.5914024710655212, -0.14417880773544312, -0.1991482973098755, 0.04550951346755028, 0.16080325841903687, 0.2328980714082718, 0.10786937177181244, 0.15484899282455444, 0.3226310610771179, -0.6242114305496216, -0.48970285058021545, 0.052088189870119095, -0.12410303950309753, -0.0331902839243412, 0.12170501798391342, 0.37517762184143066, -0.005415096413344145, -0.5612916350364685, -0.2365066260099411, 0.33665210008621216, 0.25653132796287537, 0.12452711164951324, -0.005457865074276924, -0.32432883977890015, -0.09668929129838943, 0.20735836029052734, 0.633794903755188, 0.33524802327156067, 0.26799842715263367, 0.12198156863451004, 0.15298475325107574, 0.28914332389831543, 0.03969080001115799, 0.28131139278411865, -0.17331629991531372, -0.15393535792827606, -0.7321748733520508, 0.7177838683128357, 0.24537044763565063, -0.06031971797347069, -0.09483344852924347, 0.07341599464416504, 0.17029039561748505, -0.482951283454895, 0.44361934065818787, -0.34280428290367126, 0.38978761434555054, -0.12946483492851257, -0.07545862346887589, -0.37748754024505615, 0.06383652240037918, 0.16338759660720825, 0.546019434928894, 0.3464242219924927, 0.20464788377285004, 0.14223982393741608, -0.16170337796211243, -0.020765118300914764, -0.5136719942092896, -0.5009969472885132, 0.05281012877821922, 0.18519790470600128, 0.05966563895344734, -0.6955252289772034, -0.21570564806461334, 0.16029584407806396, 0.49565231800079346, 0.0320647694170475, 0.21667543053627014, -0.28991827368736267, 0.11644848436117172, 0.29528412222862244, -0.4197387397289276, 0.042839933186769485, 0.3358284533023834, 0.22401398420333862, 0.43775156140327454, 0.035398613661527634, -0.22185967862606049, -0.31159213185310364, 0.6746957898139954, 0.8289951086044312, 0.279308021068573, -0.08262283354997635, 0.18883173167705536, -0.1261989027261734, -0.2758718430995941, 0.4759717583656311, -0.005966175347566605, -0.08945782482624054, 0.2181299328804016, 0.21793648600578308, -0.8241546154022217, 0.5855880379676819, 0.287151575088501, -0.4424270689487457, -0.2652358412742615, -0.057858657091856, 0.5391366481781006, -0.404927134513855, 0.5202584266662598, -0.055031903088092804, -0.2139328569173813, 0.4751136004924774, -0.36149412393569946, -0.08285398781299591, -0.07116106152534485, -0.18129605054855347, -0.07309424877166748, -0.06996947526931763, 0.1938738077878952, 0.08501655608415604, -0.04914621636271477, -0.36176225543022156, -0.32888782024383545, 0.058591078966856, 0.4767511188983917, -0.0226360484957695, 0.15933789312839508, -0.5108203291893005, -0.3548395335674286, 0.14484138786792755, 0.045453738421201706, 0.6651071310043335, -0.7430024743080139, 0.0016798079013824463, 0.04650560021400452, 0.36352068185806274, -0.1706460565328598, 0.3199411630630493, 0.6741025447845459, 0.08178611099720001, 0.1744987815618515, -0.3157338798046112, 0.7449429631233215, 0.005996653810143471, -0.13233543932437897, -0.38551223278045654, -0.18022821843624115, -0.11081814020872116, -0.7003189325332642, -0.44217628240585327, 0.42194947600364685, -0.04345112666487694, 0.06432771682739258, -0.3919154703617096, 0.26015740633010864, 0.3233531713485718, 0.08663590252399445, -0.26718562841415405, -0.18672586977481842, 0.3926650881767273, -0.19471339881420135, -0.09942038357257843, -0.3312651813030243, -0.22101449966430664, -0.02443074621260166, 0.2803049087524414, -0.1380600780248642, -0.1740381270647049, 0.8266369104385376, 0.07718842476606369, 0.4018779993057251, 0.2506399154663086, -0.2630484402179718, 0.3957372307777405, -0.10717364400625229, -1.0903249979019165, 0.012911850586533546, -0.3728901445865631, 0.3253943920135498, -0.25189730525016785, -0.16380253434181213, 0.006501819472759962, -0.19253209233283997, -0.458225280046463, -0.219657763838768, -0.14097772538661957, -0.2486678510904312, 0.30635547637939453, -0.053215570747852325, -0.2989053428173065, -0.1368929147720337, 0.1317402571439743, 0.8240320682525635, -0.23761050403118134, 0.46331942081451416, 0.20501050353050232, 0.07847347855567932, -0.7352247834205627, -0.3123047351837158, -0.3541598916053772, 0.15295463800430298, 0.6761965155601501, 0.012810192070901394, -0.26612910628318787, -0.24908679723739624, -0.15754899382591248, 0.3093315660953522, 0.42922189831733704, -0.2877075672149658, 0.27415233850479126, 0.550455629825592, -0.17080292105674744, 0.02862800471484661, -0.07611584663391113, -0.08679871261119843, 0.004025445785373449, 0.14937378466129303, 0.31926482915878296, 0.5889798402786255, 0.010022726841270924, -0.0720202773809433, -0.17260496318340302, 0.5736759305000305, -0.20001062750816345, 0.07924939692020416, 0.027569949626922607, -0.5699237585067749, 0.15575754642486572, -0.2273734211921692, -0.056610919535160065, 0.6992953419685364, 0.07649409770965576, 0.11768309026956558, 0.10383348166942596, 0.4716193675994873, -0.062221065163612366, 0.22854074835777283, -0.4236904978752136, 0.36347222328186035, -0.13507741689682007, -0.07669202983379364, -0.036184534430503845, -0.30196884274482727, 0.2782813310623169, -0.2253328263759613, 0.4837331175804138, 0.29601988196372986, 0.3203190267086029, 0.013692404143512249, -0.09145449846982956, 0.10887737572193146, -0.29658257961273193, -0.10393939912319183, 0.2390737533569336, -0.09564702957868576, 0.18890169262886047, 0.20928969979286194, -0.2564859092235565, -0.8353787660598755, -0.27442827820777893, -0.43845850229263306, 0.3626258671283722, -0.4899003207683563, 0.004405415616929531, 0.46014639735221863, 0.25093069672584534, 0.41742080450057983, -0.20798464119434357, 0.18400980532169342, 0.017831698060035706, -0.0666591003537178, 0.9175485372543335, -0.12133727967739105, 0.49393031001091003, 0.5494102835655212, -0.14892703294754028, -0.07113827019929886, -0.37747809290885925, -0.12874150276184082, -0.0448346883058548, -0.4755121171474457, 0.08984759449958801, -0.21119041740894318, 0.4399505853652954, 0.5601536631584167, -0.3749537765979767, 0.4666881263256073, -0.6315025687217712, 0.0832151398062706, 0.005847986321896315, -0.26220062375068665, 0.0015184144722297788, 0.4075455069541931, -0.3697405159473419, -0.22382394969463348, 0.09873119741678238, -0.7237818837165833, -0.5420454740524292, -0.08554738759994507, -0.3389311730861664, -0.40388500690460205, 0.32418498396873474, 0.39353251457214355, 0.3736012578010559, 0.2520783245563507, -0.07545533776283264, -0.5636304020881653, 0.13404683768749237, 0.06196605786681175, 0.031643494963645935, -0.09232756495475769, 0.09399908781051636, -0.26411136984825134, -0.13881444931030273, 0.10616172105073929, 0.28311172127723694, 0.16947853565216064, -0.505285382270813, 0.37535834312438965, -0.16680292785167694, -0.0032433539163321257, 0.21073226630687714, -0.21023710072040558, -0.19460757076740265, 0.006395656615495682, 0.1213541030883789, -0.251094788312912, 0.19053617119789124, 0.33256134390830994, -0.12097423523664474, 0.0403849333524704, -0.45527732372283936, 0.4220213294029236, -0.1860673427581787, 0.1916576772928238, -0.33073219656944275, -0.5315915942192078, -0.10256633907556534, 0.2524016201496124, -0.7540149688720703, 0.02339755930006504, -0.18099157512187958, -0.2774125337600708, 0.009732683189213276, -0.18021024763584137, -0.32957589626312256, -0.6162603497505188, -0.23261161148548126, 0.13335032761096954, 0.14473958313465118, 0.19518133997917175, -0.05211583152413368, -0.21235774457454681, -0.7034825682640076, 0.4082639515399933, -0.2726038992404938, 0.029821161180734634, -0.17779581248760223, 0.0007694305968470871, -0.00983795803040266, 0.009512503631412983, -0.1668710857629776, -0.40218961238861084, 0.016087699681520462, -0.3291130065917969 ]
A detailed examination of Jason Forrest https://towardsdatascience.com/data-journalism-in-the-study-of-w-e-b-du-bois-the-negro-problem-part-2-of-4-e5ea9b976adc
Data Journalism in the study of W.E.B. Du Bois' "The Negro Problem" (Part 2)
[ -0.011964504607021809, 0.06923554837703705, -0.2653925120830536, 0.13414625823497772, 0.3426612615585327, 0.03273097053170204, -0.1603608876466751, -0.14008395373821259, -0.321507066488266, -0.1341184824705124, -0.18678691983222961, 0.12641489505767822, -0.5633299946784973, -0.06497448682785034, 0.06170596182346344, 1.0971018075942993, 0.2433510273694992, -0.14161276817321777, -0.1875501573085785, -0.3613324463367462, -0.21728962659835815, -0.33493489027023315, 0.6996589303016663, 0.35970738530158997, 0.2224341630935669, 0.08140860497951508, 0.6141801476478577, 0.04934060946106911, -0.6606215238571167, 0.6092424392700195, -0.017857423052191734, 0.18354539573192596, 0.7663229703903198, 0.2617700695991516, -0.7123723030090332, 0.1689756214618683, -0.9111810326576233, -0.29569539427757263, 0.1620846390724182, -0.1672705113887787, -0.33715254068374634, 0.4254429042339325, -0.47371354699134827, 0.5502859950065613, 0.17096079885959625, -0.31497621536254883, -1.6024397611618042, 0.28587469458580017, -0.6039896011352539, 0.003797162789851427, -0.37189120054244995, 0.8506104946136475, 0.14058059453964233, 0.38674718141555786, -0.4304610788822174, 0.15785345435142517, -0.11464264988899231, -0.23855909705162048, -0.07680933177471161, -0.251034140586853, 0.6049142479896545, 0.15336447954177856, 0.12526771426200867, 0.13303248584270477, 0.28328701853752136, -0.044446539133787155, -0.019188618287444115, 0.36129894852638245, -0.2506723403930664, 0.3120439350605011, -0.05816853418946266, 0.4680904746055603, -0.06952421367168427, 0.10280177742242813, -0.11790238320827484, 0.4065636694431305, 0.62596595287323, 0.12519970536231995, 0.4766071140766144, 0.15626774728298187, -0.5125665664672852, -0.2571382522583008, 0.14980289340019226, 0.2543131709098816, -0.13216662406921387, 0.20239105820655823, -0.2019597738981247, -0.08963918685913086, -0.31911689043045044, -0.03743787482380867, -0.635369598865509, -0.07442541420459747, 0.03482837229967117, 0.11773506551980972, 0.2690269947052002, 0.30116674304008484, 1.122085690498352, -0.035950154066085815, -0.4655245244503021, 0.08840649574995041, 0.01417504157871008, 0.17760276794433594, 0.16315039992332458, 0.4058040976524353, -0.8181950449943542, 0.18386560678482056, -0.3005315959453583, -0.36937758326530457, -0.24207882583141327, 0.20504790544509888, -0.4403194189071655, 0.17225520312786102, -0.01000218465924263, -0.43179619312286377, 0.06012079492211342, 0.7527288198471069, 0.3536195158958435, 0.13510248064994812, -0.2795727252960205, 0.18458391726016998, -0.402805358171463, 0.4784068465232849, 0.05586089566349983, 0.006178685463964939, 0.04405038058757782, -0.1478220522403717, 0.2555696964263916, 0.20886167883872986, -0.05436267331242561, 0.8212009072303772, 0.3720746338367462, 0.07052797824144363, 0.04356065019965172, -0.27300506830215454, -0.39222630858421326, -0.5638313889503479, 0.14023689925670624, -0.17886289954185486, 0.2198169082403183, 0.015039165504276752, -0.05127810686826706, -0.17656758427619934, -0.5436705350875854, -0.19401438534259796, -0.4572720527648926, -0.10954736173152924, -0.31070271134376526, 0.7379798889160156, -0.034706905484199524, -0.21048156917095184, 0.22782458364963531, 0.07950440049171448, -0.24577699601650238, -0.31823301315307617, -0.2651815712451935, 0.21114715933799744, -0.3075982332229614, -0.244624063372612, -0.10594701021909714, 0.3320505917072296, 0.18034084141254425, 0.08062874525785446, 0.413736492395401, -0.055886682122945786, 0.21381625533103943, 0.10539168864488602, 0.4170546233654022, -0.4735757112503052, -0.20784446597099304, -0.18132779002189636, 0.46813762187957764, -0.17895956337451935, 0.25282230973243713, -0.33366823196411133, 0.23929309844970703, 0.29895567893981934, -0.02448192797601223, 0.1799861490726471, -0.2577362060546875, 0.13702282309532166, -0.5292341113090515, -0.188062384724617, 0.40975087881088257, -0.012369787320494652, 0.23412229120731354, 0.06556307524442673, 0.5766398906707764, -0.21601924300193787, 0.12825390696525574, 0.3918784558773041, -0.3455081284046173, -0.5513214468955994, 0.4844028055667877, -0.8472363352775574, 0.43278297781944275, 0.14608630537986755, 0.183632954955101, 0.4041743874549866, 0.09093111008405685, -0.2174731343984604, -0.11225172877311707, -0.12515152990818024, 0.5612693428993225, 0.012948951683938503, -0.15828773379325867, 0.10117954015731812, -0.5220133066177368, 0.5570604205131531, -0.3308083713054657, 0.34088173508644104, 0.2349478155374527, -0.379534512758255, -0.04849988594651222, -0.10427623987197876, 0.0424901507794857, -0.20110230147838593, 0.31026628613471985, -0.23055198788642883, 0.012071855366230011, 0.35208505392074585, 0.47949540615081787, -0.30641403794288635, -0.029106460511684418, 0.1643373668193817, 0.26981911063194275, 0.9206420183181763, 0.12373670935630798, -0.23473700881004333, 0.7476529479026794, -0.18716135621070862, -0.6238988637924194, 0.19653849303722382, 0.6111618876457214, -0.7702052593231201, -0.10247699916362762, 0.05237888544797897, -0.6979041695594788, -0.1855548769235611, 0.07581403106451035, 0.11137617379426956, 0.3023632764816284, -0.28678685426712036, -0.2828136682510376, -0.06323622912168503, 0.14411307871341705, -0.133321151137352, -0.48451682925224304, 0.15394985675811768, 0.0976741835474968, 0.15029342472553253, 0.2684042453765869, 1.124286413192749, 0.09915044158697128, -0.3562374711036682, 0.13287606835365295, 0.314541757106781, 0.09245076030492783, -0.36020591855049133, -0.12981179356575012, 0.12506221234798431, -0.6047141551971436, 0.25626713037490845, -0.7075969576835632, -0.024088865146040916, 0.058101847767829895, -0.41301751136779785, -0.1872391253709793, -0.04296379163861275, -0.11748488992452621, 0.28897660970687866, 0.46772441267967224, -0.19367648661136627, -0.12269815802574158, 0.1677381992340088, 0.22080613672733307, -0.3269485533237457, 0.580640971660614, 0.05289262533187866, -0.6282274127006531, -0.6161113381385803, 0.07749549299478531, 0.3750758469104767, -0.22439970076084137, -0.1678323745727539, -0.1570041924715042, -0.06696949154138565, -0.36704903841018677, 0.1994456648826599, 0.013096638955175877, -0.18924236297607422, -0.11705037206411362, 0.5023486614227295, 0.36906683444976807, -0.8672924041748047, -0.0978536456823349, 0.3021778166294098, -0.2749364674091339, 0.229470357298851, -0.1963275820016861, -0.07094906270503998, -0.49882474541664124, 0.5096339583396912, 0.45678091049194336, -0.5299344062805176, 0.5215789675712585, -0.13628752529621124, -0.4280088245868683, 0.7156049013137817, -6.118002414703369, 0.4475020468235016, -0.4861960709095001, -0.6326656937599182, -0.26440098881721497, -0.2020510733127594, -0.009952794760465622, 0.3542318344116211, 0.07738550752401352, -0.23893894255161285, -0.7124935388565063, -0.5103424191474915, 0.019063998013734818, 0.12304501980543137, 0.154208242893219, 0.5199993848800659, 0.30067119002342224, -0.4489728808403015, 0.16433578729629517, 0.736211359500885, -0.12157581746578217, 0.06398531049489975, -0.5128374695777893, 0.2749079167842865, 0.32556143403053284, 0.1796749234199524, -0.6783531308174133, 0.5624980926513672, -0.4966426193714142, -0.3537920415401459, 0.4380917549133301, -0.1340877115726471, -0.4779021143913269, 0.0712469294667244, 0.0014504129067063332, -0.012690966948866844, -0.4205576479434967, 0.20576715469360352, -0.5277562737464905, -0.034570034593343735, -0.3421909511089325, -0.05382179841399193, -0.4506482183933258, -0.4808805584907532, 0.5605849623680115, -0.00833145622164011, -0.21691596508026123, -0.2996411919593811, 0.06807728111743927, -0.03262580186128616, 0.1611143797636032, -0.1828409880399704, 0.005775523837655783, 0.2524315118789673, 0.10696925222873688, -0.6794130802154541, 0.1170588955283165, -0.033968932926654816, -0.37450650334358215, -0.12446112185716629, 0.5824325084686279, -0.09192654490470886, -0.16331306099891663, -0.655314564704895, -0.5833096504211426, -0.3807346820831299, -0.45944955945014954, -0.5592784285545349, 0.22636254131793976, 0.22945399582386017, -0.3591071367263794, 0.902571976184845, -0.30698129534721375, -0.8964391350746155, -0.004837729502469301, -0.15026795864105225, -0.4027216136455536, -0.00027473646332509816, 0.163192480802536, -0.5229707360267639, -0.4547271728515625, -0.4924461841583252, 0.17788253724575043, 0.07894182950258255, -0.09674930572509766, -0.10911723971366882, -0.4755061864852905, 0.9301273226737976, -0.25424888730049133, 0.2875339090824127, 0.4790758788585663, -0.018884697929024696, 0.3716808259487152, 0.6449235677719116, 0.61525559425354, -0.6516502499580383, 0.21057681739330292, 0.4711868166923523, 0.09947342425584793, -0.17957109212875366, 0.23780609667301178, -0.40175285935401917, -0.674116849899292, -0.6445372104644775, -0.2380809336900711, 0.0560147687792778, -0.19682949781417847, -0.12076731771230698, 0.2944037914276123, 0.09785987436771393, 0.3277902603149414, 0.08292417973279953, -0.6264469623565674, -0.2083846479654312, 0.9873587489128113, -0.14372621476650238, 0.047179218381643295, -0.15441787242889404, 0.45657485723495483, -0.38512539863586426, -0.16834715008735657, -0.020096968859434128, -0.20422086119651794, 0.3044221103191376, 0.006544100120663643, 0.1187329813838005, 0.05456271022558212, 0.31102851033210754, -0.06403180211782455, 0.17198172211647034, 0.5446332097053528, 0.13182301819324493, 0.024744048714637756, 0.31716156005859375, 0.24435684084892273, -0.2701096534729004, 0.12964656949043274, -0.018124299123883247, 0.14164181053638458, -0.48415935039520264, 0.5057505965232849, 0.0037781072314828634, 0.3575027287006378, -0.3210050165653229, 0.4911547899246216, -0.14442957937717438, -0.20553478598594666, 0.13893470168113708, -0.0905611515045166, 0.45361530780792236, 0.22024847567081451, -0.29461950063705444, 0.10841745883226395, 0.1796293407678604, -0.2858245372772217, 0.41847115755081177, 0.6956416964530945, -0.13955125212669373, 0.5416853427886963, -0.5620676875114441, 0.1857902556657791, -0.5591399073600769, -0.3878883719444275, -0.07840544730424881, 0.0003896568377967924, 0.3988422453403473, -0.5157948732376099, -0.08564867079257965, 0.28252068161964417, 0.4518207311630249, 0.07479368150234222, -0.340406596660614, -0.11665304750204086, -0.009763047099113464, 0.19640521705150604, -0.41885262727737427, -0.1889139711856842, 0.3619675040245056, -0.29217109084129333, 0.42582055926322937, -0.25553813576698303, -0.2902469038963318, -0.34348011016845703, 0.7578270435333252, 0.5080211162567139, 0.2504413425922394, -0.15191787481307983, 0.09600768983364105, -0.45680564641952515, -0.2894841134548187, 0.6197692155838013, -0.07565011829137802, 0.005246694665402174, 0.5524652004241943, -0.08382967114448547, -0.3697078824043274, 0.22667139768600464, -0.4326138496398926, 0.16281448304653168, 0.08245719224214554, 0.2042001485824585, 0.17045430839061737, 0.3423260450363159, 0.47400039434432983, 0.16215769946575165, -0.3872249126434326, 0.015992052853107452, -0.4805842339992523, -0.7234111428260803, -0.0035479713696986437, 0.13123925030231476, -0.2844006419181824, -0.029515741392970085, 0.0602194219827652, 0.24773050844669342, -0.012049864046275616, 0.18725770711898804, -0.34877142310142517, 0.33526405692100525, 0.3001689612865448, -0.21884813904762268, -0.028236359357833862, -0.13375023007392883, -0.11169467866420746, 0.43950384855270386, 0.4806061387062073, 0.5449172854423523, -0.37949690222740173, 0.3577134609222412, 0.050228334963321686, -0.4791264235973358, -0.11630575358867645, 0.3020925521850586, 0.6744259595870972, -0.2821769714355469, -0.19370003044605255, 0.1333054006099701, 1.085614562034607, 0.21436627209186554, -0.27471497654914856, -0.3979116678237915, -0.20140106976032257, -0.05057525262236595, -0.12089917808771133, 0.589552104473114, 0.08174750208854675, 0.1888192594051361, -0.051322199404239655, -0.271099328994751, 0.31746119260787964, 0.23459146916866302, -0.08822312206029892, -0.812518298625946, 0.051808059215545654, 0.752117395401001, 0.41179147362709045, 0.1807490736246109, -0.4110247790813446, -0.054253142327070236, 0.3065410554409027, 0.2778225541114807, -0.031711094081401825, -0.20400890707969666, 0.3584907054901123, -0.14320623874664307, 0.1536070704460144, 0.18476735055446625, 0.046681616455316544, 0.40130239725112915, -0.496100515127182, -0.9376533031463623, -0.19706952571868896, -0.4737094044685364, 0.4015975594520569, -0.16582493484020233, -0.007230061572045088, -0.11039556562900543, 0.17553405463695526, -0.686408519744873, -0.2778877317905426, -0.3061539828777313, -0.4913954436779022, 0.3924616575241089, -0.018049011006951332, 0.39651548862457275, 0.315735787153244, 0.09317193925380707, 0.46826696395874023, -0.22845332324504852, -0.15951266884803772, -0.0031858363654464483, 0.0736955925822258, -0.11042536050081253, -0.44075074791908264, -0.16117636859416962, -0.30215775966644287, 0.5073236227035522, 0.32201042771339417, 0.22740809619426727, 0.14999425411224365, 0.058327749371528625, 0.4324658215045929, 0.2761226296424866, -0.2791702449321747, 0.8037338852882385, -0.18450479209423065, -0.2293718308210373, -0.15348395705223083, -0.4996711313724518, -0.08521080762147903, 0.27182501554489136, -0.08069505542516708, 0.27129918336868286, 0.4537290632724762, -0.6232805848121643, -0.0827455222606659, -0.20149096846580505, 0.7244778275489807, 0.45744314789772034, -0.23774509131908417, 0.03391272574663162, 0.052127283066511154, 0.5723294615745544, -0.13391517102718353, 0.2698266804218292, 0.4373965859413147, 0.038446489721536636, 0.4690363109111786, 0.09141059219837189, 0.16061142086982727, 0.008996295742690563, 0.23098057508468628, -0.10027874261140823, 0.3811027407646179, -0.0188094824552536, 0.24783693253993988, -0.06315432488918304, -0.3904775381088257, 0.3176426589488983, -0.266241192817688, 0.12463431060314178, -0.16516347229480743, 0.19226647913455963, 0.22116290032863617, 0.028066175058484077, -0.20391523838043213, -0.36286690831184387, -0.11474690586328506, 0.23709680140018463, 0.2512666583061218, 0.1977030634880066, 0.21064326167106628, -0.13473857939243317, -0.7806107401847839, -0.20444898307323456, 0.19944846630096436, 0.4249412417411804, -0.3359226882457733, -0.5990563631057739, 0.5855088233947754, -0.17552196979522705, 0.4569707214832306, 0.3377012014389038, 0.15493948757648468, 0.11039327085018158, 0.19715578854084015, 0.6596004962921143, -0.2443433701992035, 0.43098026514053345, 0.40018004179000854, -0.11294333636760712, -0.49300312995910645, -0.12395603209733963, -0.05500015616416931, 0.27730390429496765, -0.26820895075798035, 0.10791932046413422, -0.20587244629859924, 0.3595063090324402, 0.39057862758636475, 0.2117694467306137, 0.2964315116405487, -0.6829032897949219, -0.39152467250823975, -0.07312216609716415, -0.009902531281113625, 0.1496264487504959, 0.5546914935112, 0.10244213044643402, -0.18130430579185486, 0.03233793377876282, -0.5458382368087769, -0.28823772072792053, 0.25424495339393616, 0.07201622426509857, -0.06086857616901398, -0.20200417935848236, 0.42444294691085815, 0.3432602882385254, 0.2031705379486084, -0.1178826093673706, -0.40511029958724976, -0.07637090981006622, -0.1728639155626297, 0.0036271889694035053, 0.41108736395835876, 0.06786920130252838, 0.016500668600201607, -0.57041996717453, 0.1066676676273346, -0.42167627811431885, -0.017724422737956047, -0.44763845205307007, 0.41455644369125366, 0.10392852127552032, 0.17600290477275848, 0.04329242557287216, -0.17977695167064667, -0.593246579170227, -0.0228769239038229, 0.012540068477392197, -0.3410804271697998, 0.006648169830441475, 0.20589092373847961, -0.3919791281223297, -0.17047204077243805, -0.6194614768028259, 0.22079600393772125, -0.10772765427827835, 0.19280943274497986, 0.24233099818229675, -0.41071704030036926, -0.11746653914451599, -0.00030190395773388445, -0.44735783338546753, -0.24795643985271454, 0.0787348672747612, -0.28052085638046265, -0.6319102048873901, -0.33107587695121765, -0.03218735381960869, -0.4518425166606903, -0.1368076503276825, 0.20699283480644226, -0.19663412868976593, 0.0750807374715805, -0.09242505580186844, 0.2836292088031769, -0.23829908668994904, 0.5237337946891785, -0.1697005033493042, 0.18396532535552979, -1.00141179561615, -0.3576183319091797, 0.09949052333831787, -0.06314389407634735, -0.3236154317855835, -0.5131605267524719, 0.12492920458316803, -0.19484682381153107 ]
1. Introduction to data mining and tools Anuradha Wickramarachchi https://towardsdatascience.com/data-mining-bc7feca95887
Data Mining
[ -0.17479941248893738, 0.07346611469984055, -0.4509866535663605, 0.1636161357164383, 0.39468616247177124, -0.22455142438411713, -0.08593882620334625, -0.29398462176322937, -0.17269045114517212, 0.4671958386898041, -0.16140253841876984, 0.17497587203979492, 0.14566999673843384, -0.12923583388328552, -0.002076519187539816, 0.3879811763763428, -0.1250634640455246, 0.03277354687452316, -0.027271756902337074, -0.10103251785039902, -0.1001945436000824, -0.4003039300441742, 1.117803692817688, 0.20035767555236816, -0.029573682695627213, -0.13100385665893555, 0.5364195704460144, 0.4181530773639679, -0.13651397824287415, 0.025793764740228653, -0.2944338321685791, 0.298480749130249, 0.23340477049350739, 0.11878258734941483, -0.1980784833431244, 0.09238871932029724, -0.41744670271873474, 0.2778966426849365, -0.1389431357383728, -0.2009134590625763, -0.07842313498258591, 0.03709806501865387, -0.49271121621131897, 0.08855817466974258, 0.04157581180334091, -0.32224926352500916, -1.3095468282699585, 0.008181432262063026, -0.8451182246208191, -0.05781280994415283, -0.0045447503216564655, 0.6954190731048584, 0.37386488914489746, -0.2673880159854889, -0.16600526869297028, 0.3613467812538147, -0.07470403611660004, -0.2707172930240631, -0.11812280863523483, 0.05816522613167763, 0.21115176379680634, 0.319913387298584, -0.3898991048336029, -0.04460630938410759, 0.6723963022232056, 0.11632932722568512, -0.17050719261169434, 0.19536127150058746, -0.1727234572172165, 0.2432851642370224, 0.21785065531730652, 0.2281668335199356, -0.10746745020151138, 0.5349447131156921, -0.023695286363363266, -0.13259799778461456, 0.3042536675930023, -0.07143925130367279, 0.4878615736961365, 0.015482882037758827, -0.25439903140068054, -0.3488989770412445, 0.3296116590499878, 0.025719309225678444, 0.3026885688304901, -0.060921136289834976, -0.04682649299502373, 0.06734607368707657, -0.5833950042724609, 0.2807067036628723, -0.41481274366378784, -0.15156015753746033, -0.0017386878607794642, 0.306167334318161, 0.513819694519043, 0.056485746055841446, 0.39380598068237305, 0.3115038275718689, 0.0922577753663063, 0.2836690843105316, -0.5263373851776123, 0.2993663251399994, -0.2191588282585144, 0.06761465221643448, -0.19893744587898254, 0.3229650557041168, -0.4051554799079895, -0.12401850521564484, -0.6092314720153809, 0.17142046988010406, -0.29919278621673584, 0.0027719896752387285, -0.1685934066772461, -0.02334951050579548, -0.18973998725414276, 0.21709881722927094, 0.00347995781339705, 0.04365525394678116, -0.04497823491692543, 0.08887655287981033, 0.12677115201950073, 0.6994804739952087, -0.0319581963121891, 0.3412964940071106, 0.08512735366821289, 0.49398180842399597, 0.08404555916786194, 0.441401869058609, 0.4601842164993286, 0.8900101184844971, 0.3940088450908661, 0.28919824957847595, -0.050396211445331573, -0.04685455188155174, -0.36142125725746155, -0.4661484360694885, -0.1276177167892456, -0.12117522209882736, 0.6277958750724792, 0.02313605137169361, -0.06442016363143921, 0.1208973079919815, -0.230772003531456, 0.06301666796207428, 0.1004967987537384, -0.0023927742149680853, -0.22819405794143677, 0.316467821598053, -0.47718673944473267, 0.0676836147904396, -0.19789446890354156, 0.4882640540599823, -0.7763476967811584, -0.34697219729423523, -0.2916567623615265, 0.3161340057849884, 0.06107032299041748, -0.015520712360739708, 0.07918589562177658, 0.4374459385871887, -0.40538063645362854, -0.11793705075979233, -0.2706761360168457, 0.07053139805793762, 0.49169230461120605, -0.23965127766132355, 0.7093213200569153, 0.09235809743404388, 0.14760258793830872, -0.13021937012672424, -0.2790285050868988, -0.17087259888648987, -0.19789691269397736, -0.01964985392987728, -0.2123052030801773, 0.152593731880188, -0.11150093376636505, 0.2644692361354828, 0.1047021672129631, 0.05141286551952362, -0.5932912230491638, 0.029727701097726822, -0.1871269792318344, 0.07463894784450531, 0.16258656978607178, -0.36315420269966125, 0.35079947113990784, 0.1454436480998993, -0.05505963787436485, 0.16992023587226868, -0.3677797019481659, 0.03141632676124573, 0.47016623616218567, -0.5991162657737732, 0.4891136884689331, 0.15274471044540405, 0.0847863256931305, 0.5109402537345886, 0.09263165295124054, 0.20028237998485565, -0.1275153011083603, 0.2050379514694214, 0.12289075553417206, -0.14382871985435486, -0.17070011794567108, 0.08709169924259186, 0.011109557934105396, 0.07819151133298874, -0.1350891888141632, -0.08630308508872986, -0.3673507273197174, 0.3668769299983978, 0.19341865181922913, -0.7712833881378174, -0.2692951261997223, 0.1275530755519867, -0.20701099932193756, 0.22951234877109528, 0.5559770464897156, 0.4277167022228241, 0.5646331310272217, -0.4373323619365692, -0.08323901146650314, 0.19625675678253174, 0.1438017338514328, 0.5106363296508789, 0.19530391693115234, 0.11643622070550919, 0.40584683418273926, -0.3918687105178833, -0.2129860669374466, -0.4847160279750824, 0.2337886542081833, -0.3418333828449249, 0.08183693140745163, 0.3695642948150635, -0.41032999753952026, 0.4274818003177643, -0.13863559067249298, 0.03149104490876198, 0.31658700108528137, 0.24501381814479828, -0.09448682516813278, 0.830756664276123, -0.27276289463043213, 0.41641831398010254, -0.3182588815689087, -0.21406516432762146, -0.3258938789367676, 0.28379929065704346, 0.5411726236343384, 0.07867418974637985, -0.12547828257083893, -0.04259425029158592, -0.255376935005188, -0.04712412506341934, -0.7373101711273193, -0.532625138759613, 0.37171071767807007, 0.12505924701690674, -0.10531922429800034, -0.06501367688179016, -0.37920767068862915, 0.2562728524208069, 0.207696333527565, -0.5142717361450195, 0.2073865532875061, -0.5791204571723938, 0.2931317389011383, 0.21748116612434387, 0.1617598831653595, -0.15701015293598175, 0.35349711775779724, 0.25773191452026367, 0.17227724194526672, -0.9781842827796936, 0.6673248410224915, 0.020520947873592377, -0.6397519707679749, -0.3349616229534149, 0.23569156229496002, 0.4882098436355591, -0.29204511642456055, 0.11315041780471802, -0.24111290276050568, 0.05318889766931534, -0.12697230279445648, -0.14651665091514587, -0.24070125818252563, -0.1196814551949501, -0.24571102857589722, 0.2445705085992813, 0.21986334025859833, -0.43048661947250366, 0.03768910467624664, 0.26011520624160767, -0.3306242823600769, -0.28952983021736145, -0.0869784876704216, -0.10978739708662033, -0.7014212012290955, 0.5417154431343079, -0.24180951714515686, -0.09165535122156143, -0.16719822585582733, -0.2112462818622589, -0.16595816612243652, -0.13617688417434692, -6.381643295288086, -0.213108628988266, -0.8227962851524353, -0.5737164616584778, -0.17404145002365112, -0.11832962185144424, -0.1539713591337204, 0.13882943987846375, 0.01310996524989605, 0.026517389342188835, -0.24991928040981293, 0.03747454658150673, 0.10870532691478729, 0.21935223042964935, 0.21743525564670563, 0.4765300154685974, 0.4788242280483246, -0.1012265756726265, 0.22988343238830566, 0.58335280418396, -0.1064552590250969, 0.0011223505716770887, -0.5280198454856873, 0.36952468752861023, 0.6058921813964844, -0.16730064153671265, -0.17740505933761597, 0.714057981967926, -0.17724758386611938, -0.28066784143447876, 0.49417465925216675, -0.39082425832748413, -0.6431304216384888, 0.13274042308330536, -0.3407234251499176, 0.11783415079116821, 0.18277515470981598, 0.49200087785720825, 0.46162840723991394, -0.25652381777763367, -0.0036416747607290745, -0.06797363609075546, -0.1441442221403122, -0.25831663608551025, 0.7251530885696411, -0.7481001615524292, -0.03020600788295269, 0.26110655069351196, 0.08645695447921753, 0.19733935594558716, 0.0032336642034351826, -0.3956480324268341, 0.3678106963634491, -0.10375731438398361, -0.38013526797294617, -0.2687416970729828, 0.28846219182014465, -0.09480784088373184, -0.23334290087223053, 0.3625413179397583, -0.044442128390073776, -0.3343378007411957, 0.18230830132961273, -0.9069995880126953, -0.9081534147262573, -0.09281423687934875, -0.492781400680542, -0.3875751197338104, -0.2735820710659027, 0.07387769967317581, -0.8090280294418335, 0.3747245967388153, -0.01817178726196289, -0.5598500967025757, 0.18775096535682678, -0.4407753050327301, -0.22262154519557953, 0.0630853921175003, -0.19080734252929688, 0.31408438086509705, -0.32800838351249695, -0.2939091622829437, 0.3030141294002533, 0.3334388732910156, 0.12638378143310547, 0.06638787686824799, 0.26954376697540283, -0.1717696636915207, -0.24041718244552612, 0.25689613819122314, 0.37936607003211975, -0.13917848467826843, 0.4227980673313141, 0.3516329526901245, 0.39463183283805847, -0.12444695830345154, 0.11513206362724304, 0.10847193002700806, 0.42381101846694946, -0.6073192954063416, 0.5075845122337341, -0.19890931248664856, -0.3833337128162384, -0.6813592910766602, -0.4032285213470459, -0.3095335066318512, 0.15369176864624023, -0.3835810422897339, 0.4731084108352661, -0.3295847475528717, 0.3112085163593292, 0.4007473289966583, -0.5038094520568848, 0.18389245867729187, 0.3054095208644867, 0.06882017850875854, -0.6896755695343018, -0.09955037385225296, 0.5781519412994385, 0.31598958373069763, -0.3500373363494873, -0.18053334951400757, 0.23162329196929932, 0.06988776475191116, 0.27764859795570374, -0.5072166323661804, 0.4156184792518616, 0.7899993658065796, 0.09809979051351547, -0.12546862661838531, 0.2974795997142792, -0.04059619829058647, 0.022981051355600357, -0.009687379002571106, 0.23723529279232025, 0.05322761461138725, -0.12349574267864227, 0.014973359182476997, 0.16814260184764862, -0.2869506776332855, 0.20073968172073364, -0.1941014528274536, 0.057449933141469955, 0.3677474558353424, 0.6636911034584045, -0.07239244133234024, 0.07443191856145859, 0.334020733833313, -0.13657031953334808, 0.04333493858575821, -0.2767521142959595, -0.4137699007987976, 0.32090267539024353, -0.4253717064857483, 0.06560080498456955, -0.05157189071178436, 0.3060995638370514, 0.21254314482212067, 0.4009174406528473, -0.3326719403266907, -0.003356311237439513, -0.7959690093994141, -0.502477765083313, 0.3157823979854584, 0.2156161665916443, 0.1452697366476059, -0.618951141834259, -0.16331692039966583, 0.010828414000570774, 0.27976036071777344, 0.4586007297039032, -0.054095104336738586, -0.3466229736804962, 0.005584646016359329, 0.0028914990834891796, -0.23670046031475067, 0.24480965733528137, -0.11144305765628815, -0.09282217174768448, 0.31408873200416565, -0.212354376912117, -0.7501259446144104, -0.06083247438073158, 0.981096625328064, 0.4675084948539734, 0.3665522038936615, -0.23729650676250458, 0.11003603786230087, -0.011912740767002106, 0.046858541667461395, 0.10760494321584702, -0.15706780552864075, 0.33762508630752563, 0.09686947613954544, 0.4688575565814972, -0.2383415549993515, 0.3737458288669586, 0.2788044810295105, -0.3070688247680664, -0.6775761842727661, 0.06716494262218475, 0.061528850346803665, 0.2898366153240204, 0.2661670446395874, 0.2903422713279724, -0.3082621097564697, 0.04172405228018761, -0.05562391132116318, -0.16874223947525024, -0.14978526532649994, -0.1823005974292755, 0.3776114284992218, 0.48285603523254395, 0.05993783101439476, 0.34488311409950256, 0.043068740516901016, -0.14507053792476654, -0.07085765153169632, -0.07846494019031525, -0.13103359937667847, -0.2012576460838318, 0.07428909838199615, -0.1142919510602951, -0.3666571378707886, -0.01939895562827587, 0.16675366461277008, 0.8552110195159912, -0.2800872325897217, -0.00003915839261026122, -0.02324042282998562, -0.30991676449775696, -0.17245666682720184, 0.23165209591388702, 0.01201971061527729, 0.285892128944397, 0.1679651439189911, -0.02172991633415222, 0.941828727722168, 0.03967506065964699, -0.695785641670227, -0.7096646428108215, -0.32518690824508667, 0.06283479183912277, -0.1518937051296234, -0.2411651313304901, -0.346903532743454, -0.10023900866508484, 0.011500482447445393, -1.0316022634506226, 0.21298983693122864, 0.1213342621922493, 0.05264134332537651, -0.5050029158592224, -0.07092106342315674, 0.8404470086097717, -0.483024924993515, 0.16920660436153412, -0.24728529155254364, 0.020291341468691826, 0.21971653401851654, -0.009103083051741123, -0.1394142508506775, -0.34820449352264404, 0.24058303236961365, -0.051110170781612396, 0.17585428059101105, -0.1114722415804863, -0.628302276134491, 0.5789552330970764, -0.5665124654769897, -0.7511296272277832, -0.1827521026134491, -0.3176674544811249, 0.11951865255832672, -0.05627032741904259, -0.03436710312962532, 0.19346654415130615, -0.09293488413095474, -0.6536291837692261, -0.09467228502035141, -0.2949657142162323, -0.08034863322973251, 0.12103884667158127, -0.26336798071861267, -0.08902569115161896, -0.2686980068683624, -0.0022425903007388115, 0.311926007270813, -0.5119584798812866, 0.027314119040966034, -0.24895988404750824, 0.26124122738838196, -0.5178915858268738, -0.30465957522392273, -0.19332481920719147, -0.06382226943969727, 0.1070876270532608, -0.2807280719280243, -0.5033641457557678, -0.054896045476198196, 0.4328882694244385, 0.4907289743423462, 0.48675206303596497, -0.3070851266384125, 0.13266561925411224, 0.30698519945144653, -0.08529365807771683, 0.34502044320106506, -0.21760044991970062, 0.1748950481414795, -0.1227736696600914, 0.18342430889606476, 0.38465070724487305, 0.4101414978504181, -0.25880497694015503, -0.6181798577308655, -0.11211927235126495, 0.22814776003360748, 0.3080352246761322, 0.09127859026193619, 0.006689595524221659, -0.20469610393047333, 0.74825119972229, -0.3437265455722809, 0.2070787250995636, 0.6051571369171143, -0.41562703251838684, 0.16204790771007538, -0.1300017386674881, 0.1639212667942047, -0.14349275827407837, 0.28349095582962036, -0.35546982288360596, 0.47364112734794617, 0.11602434515953064, -0.10769075900316238, 0.11673535406589508, 0.005510599818080664, 0.24805696308612823, 0.1278800666332245, 0.16952785849571228, 0.563848614692688, 0.14744463562965393, 0.24950599670410156, -0.2814169228076935, 0.44713258743286133, 0.028211316093802452, 0.29035142064094543, -0.6519479155540466, 0.26348549127578735, 0.042370427399873734, 0.2313520610332489, 0.055904291570186615, -0.8436163067817688, -0.30953073501586914, -0.03014514595270157, 0.36345335841178894, -0.10210156440734863, 0.12738902866840363, 0.41496002674102783, 0.4159097373485565, 0.7566559314727783, 0.33127808570861816, 0.1395949274301529, 0.19912314414978027, -0.3090325593948364, 0.14536960422992706, -0.044865772128105164, 0.23694922029972076, 0.36882415413856506, 0.17695403099060059, -0.0005621093441732228, -0.4055522084236145, 0.15918806195259094, 0.08043541759252548, -0.357223778963089, -0.1653055101633072, -0.304239422082901, -0.014001567848026752, 0.2548377215862274, -0.07656488567590714, 0.10440424829721451, -0.3963228464126587, -0.12698951363563538, 0.055563636124134064, -0.33301088213920593, 0.499727725982666, 0.5876004695892334, -0.03819837421178818, -0.0340857096016407, -0.02744087018072605, -0.006495968904346228, -0.09051170945167542, 0.11169923096895218, -0.5034621953964233, -0.11767624318599701, 0.0017565448069944978, -0.13436365127563477, 0.6104071140289307, 0.0735270231962204, 0.07473628968000412, -0.07139155268669128, 0.26628220081329346, 0.13091984391212463, -0.1902850717306137, 0.16925238072872162, -0.30680808424949646, 0.4438714385032654, -0.2701732814311981, -0.36911827325820923, 0.5380582809448242, 0.09936491400003433, -0.156649649143219, 0.24656186997890472, -0.10952097177505493, 0.18802142143249512, 0.3931821584701538, -0.11744502931833267, -0.20089100301265717, -0.1484285295009613, -0.21025508642196655, -0.37070196866989136, 0.07092787325382233, 0.5415560007095337, -0.17673727869987488, -0.045008812099695206, -0.30181288719177246, 0.1943953037261963, -0.25552329421043396, 0.42836809158325195, 0.07190033048391342, -0.5056341290473938, -0.35462141036987305, 0.6858441829681396, -0.16938640177249908, -0.017879445105791092, -0.2231462299823761, -0.18841363489627838, 0.063025563955307, -0.0937376618385315, -0.47737568616867065, -0.009202723391354084, -0.14346179366111755, 0.40534111857414246, -0.4360269606113434, 0.16360852122306824, -0.3165598213672638, -0.09229674935340881, -0.3126623034477234, 0.7206937074661255, -0.13124386966228485, 0.17340309917926788, -0.19373317062854767, -0.38607192039489746, -0.19329844415187836, 0.02589579112827778, 0.05803174898028374, -0.36922121047973633, -0.16938917338848114, -0.19990697503089905 ]
2. Introduction to Pandas data structures and essential operations Anuradha Wickramarachchi https://towardsdatascience.com/data-mining-e06cf1a0b7ee
Data Mining
[ -0.2925151586532593, 0.18801259994506836, -0.5184357166290283, -0.04997943341732025, 0.3032834827899933, 0.08318037539720535, -0.12569837272167206, -0.46920540928840637, -0.1781817525625229, 0.3833904564380646, -0.04857662320137024, 0.3954389691352844, 0.25597214698791504, -0.2735697329044342, -0.04154805839061737, 0.28515803813934326, -0.1129446029663086, -0.04555557295680046, -0.28568345308303833, -0.08265600353479385, -0.0954965353012085, -0.4230493903160095, 0.7302263379096985, 0.19353052973747253, -0.02658364549279213, -0.11164525896310806, 0.5756015777587891, 0.6904686093330383, -0.10467758774757385, 0.144881010055542, -0.2514932155609131, 0.17141981422901154, 0.017536045983433723, 0.25131940841674805, -0.10009799897670746, -0.04710359871387482, -0.4557335674762726, 0.18733656406402588, 0.12967772781848907, -0.5246374607086182, -0.047396816313266754, 0.13860230147838593, -0.44777101278305054, 0.1558714509010315, -0.17199300229549408, -0.1928938925266266, -1.475875735282898, 0.04285847395658493, -0.8631390929222107, -0.07186868786811829, 0.02346736192703247, 0.6352746486663818, 0.310821533203125, -0.426701158285141, 0.0155388368293643, 0.4155155420303345, -0.16896496713161469, -0.23920926451683044, 0.015920080244541168, -0.16944755613803864, 0.14595630764961243, 0.12798961997032166, -0.12186133116483688, -0.15235251188278198, 0.6114148497581482, -0.08445010334253311, -0.19388140738010406, 0.03420191630721092, 0.05089201033115387, 0.1753881722688675, 0.06988736242055893, 0.10007286071777344, -0.2174486517906189, 0.5777915716171265, -0.17478393018245697, -0.1946692019701004, 0.19082356989383698, -0.20680248737335205, 0.3701172471046448, 0.07302016764879227, -0.2666883170604706, 0.00932746659964323, 0.19087007641792297, 0.014544387347996235, 0.26992106437683105, -0.09691166877746582, 0.0017692885594442487, -0.044818099588155746, -0.711999237537384, 0.16655007004737854, -0.523965060710907, -0.01606588065624237, 0.007885199040174484, 0.2535383999347687, 0.2254386842250824, 0.2753990590572357, 0.5190321803092957, -0.10665235668420792, 0.4068290591239929, 0.07591136544942856, -0.7644661068916321, 0.2043934166431427, -0.11752697080373764, -0.23129698634147644, -0.36380794644355774, 0.25142648816108704, -0.5723463892936707, -0.21653731167316437, -0.6131064891815186, 0.15844473242759705, -0.24594908952713013, -0.05805611237883568, 0.028221111744642258, -0.10192754864692688, -0.06594489514827728, 0.41615235805511475, -0.17994436621665955, 0.12444992363452911, -0.36593666672706604, 0.17481857538223267, 0.20696395635604858, 0.821161150932312, 0.05267052352428436, 0.2012052834033966, 0.1924791783094406, 0.1475968360900879, 0.05094290152192116, 0.4037134349346161, 0.44450056552886963, 1.0169422626495361, 0.15238893032073975, 0.20879341661930084, -0.07049103081226349, -0.1774841994047165, -0.4717985689640045, -0.40138012170791626, -0.17384250462055206, -0.037585701793432236, 0.565726101398468, 0.026033392176032066, -0.07251597195863724, 0.04603946581482887, 0.17070284485816956, -0.11181070655584335, 0.17381320893764496, -0.03884013742208481, -0.1211191713809967, 0.19250234961509705, -0.2725980281829834, -0.0237711351364851, -0.07822255045175552, 0.3264780044555664, -0.5867502093315125, -0.23280028998851776, -0.22264738380908966, 0.5687593221664429, 0.0824899971485138, -0.044561292976140976, 0.08116532862186432, 0.38581225275993347, -0.3647238314151764, -0.2190876454114914, -0.07388633489608765, -0.1700897514820099, 0.5260719656944275, -0.24794338643550873, 0.6975197792053223, 0.43401116132736206, 0.0765867829322815, -0.29768818616867065, -0.23687638342380524, -0.24919164180755615, -0.11287306249141693, 0.22176706790924072, -0.24231784045696259, 0.3017182946205139, -0.2625824511051178, 0.26720577478408813, 0.02449766732752323, -0.11799847334623337, -0.6158992648124695, 0.13442449271678925, -0.021893424913287163, 0.3464885652065277, 0.2641240358352661, -0.388025164604187, 0.05172054469585419, 0.07353226095438004, 0.16455715894699097, 0.3288154602050781, -0.3341168761253357, 0.23039846122264862, 0.402291476726532, -0.45280885696411133, 0.47499653697013855, 0.09361056983470917, -0.037783436477184296, 0.47488683462142944, 0.13738447427749634, 0.19045542180538177, -0.28655678033828735, 0.2529952824115753, -0.020648391917347908, -0.35739877820014954, 0.11479812115430832, 0.026923893019557, -0.11039917916059494, 0.06903549283742905, -0.0873471274971962, 0.18351611495018005, -0.2763218581676483, 0.5358362793922424, 0.252166748046875, -0.821692943572998, -0.12353052943944931, 0.03211763873696327, -0.062485795468091965, 0.2737017571926117, 0.4985837936401367, 0.4028784930706024, 0.8301230669021606, -0.238035649061203, -0.013407820835709572, 0.39350447058677673, 0.12190534174442291, 0.48055946826934814, 0.23785540461540222, -0.0018688053824007511, 0.7027247548103333, -0.4338991940021515, -0.036877937614917755, -0.48052605986595154, 0.029975280165672302, -0.3992573916912079, -0.02926464192569256, 0.34008514881134033, -0.30521324276924133, 0.44922152161598206, 0.03856795281171799, 0.034258559346199036, -0.07144084572792053, 0.28517913818359375, -0.20084452629089355, 0.80511075258255, -0.26552489399909973, 0.32658901810646057, -0.37825465202331543, -0.30513232946395874, -0.574888288974762, 0.19010388851165771, 0.2756940424442291, 0.3160523772239685, -0.15317492187023163, -0.12662233412265778, -0.07337785512208939, -0.04583710804581642, -0.633293092250824, -0.38642457127571106, 0.3235030174255371, 0.39660242199897766, -0.20714500546455383, -0.06230699270963669, -0.4448506534099579, 0.16275350749492645, 0.022805972024798393, -0.43595585227012634, 0.1932472437620163, -0.5210124254226685, 0.06787559390068054, 0.19436170160770416, -0.009077493101358414, -0.10757939517498016, 0.16774781048297882, 0.15684260427951813, 0.14574851095676422, -1.1727054119110107, 0.6101855635643005, -0.07048235833644867, -0.45907893776893616, -0.12115246057510376, 0.18436500430107117, 0.4272696375846863, -0.39575040340423584, -0.03192520886659622, -0.07462894171476364, 0.08596182614564896, 0.13177238404750824, -0.45444342494010925, -0.17911304533481598, 0.14199678599834442, -0.09768817573785782, 0.21692980825901031, 0.3279954493045807, -0.4564193785190582, 0.05039138346910477, 0.2698451280593872, -0.1358119547367096, -0.2854461073875427, -0.165366992354393, 0.08404796570539474, -0.8488988280296326, 0.45052000880241394, -0.13202331960201263, -0.04032134264707565, 0.02786037139594555, -0.1242644190788269, -0.23461414873600006, 0.14468923211097717, -6.367791652679443, -0.11513299494981766, -0.6724531650543213, -0.49459826946258545, -0.3367656469345093, -0.002380378544330597, -0.2548421025276184, 0.23891271650791168, 0.032382842153310776, 0.04250069335103035, -0.06719101965427399, -0.08668418973684311, 0.16410261392593384, 0.13019312918186188, -0.027058981359004974, 0.3062925338745117, 0.4451909363269806, 0.20944096148014069, 0.12267329543828964, 0.7400676608085632, -0.21085970103740692, -0.0346776507794857, -0.4366118609905243, 0.5811407566070557, 0.5026565194129944, -0.015048110857605934, -0.15990054607391357, 0.7159518003463745, -0.20427612960338593, -0.35321927070617676, 0.36172112822532654, -0.20406410098075867, -0.3088940680027008, -0.006185269448906183, -0.32120415568351746, 0.1802729368209839, -0.01930771768093109, 0.4939727783203125, 0.3057762086391449, -0.33425629138946533, 0.0936807170510292, -0.15413275361061096, 0.009369795210659504, -0.40821585059165955, 0.6081344485282898, -0.7870537638664246, -0.0486011728644371, 0.2238217294216156, 0.0514780655503273, 0.28463467955589294, -0.02247760072350502, -0.3177480399608612, 0.14729920029640198, -0.281068354845047, -0.2807118892669678, -0.28673455119132996, 0.17448118329048157, 0.009042222052812576, -0.012792227789759636, 0.2465941458940506, 0.251654714345932, -0.2788030803203583, 0.2694491446018219, -0.7782077789306641, -0.6871511340141296, 0.007220195606350899, -0.4582781493663788, -0.4649626910686493, -0.11407311260700226, -0.22934487462043762, -1.041398525238037, 0.21278518438339233, 0.04044991731643677, -0.7309240698814392, 0.0006537149311043322, -0.5840185284614563, -0.13331575691699982, -0.0439005084335804, -0.13672597706317902, 0.3242514133453369, -0.3863372504711151, -0.39643949270248413, 0.3657320439815521, 0.4942583441734314, 0.30611932277679443, 0.10455499589443207, 0.10815852135419846, -0.06436622142791748, -0.35667434334754944, 0.30252066254615784, 0.6774671077728271, -0.21978668868541718, 0.1864825040102005, 0.2448267787694931, 0.44429850578308105, -0.09374059736728668, -0.017175020650029182, -0.016910851001739502, 0.19623509049415588, -0.30659765005111694, 0.8341648578643799, 0.07053735107183456, -0.14551004767417908, -0.6572096347808838, -0.2294355183839798, -0.27035024762153625, 0.09430364519357681, -0.16115902364253998, 0.5240890383720398, -0.24548181891441345, -0.006576265674084425, 0.16460780799388885, -0.013149687089025974, 0.07711111754179001, 0.2691601514816284, 0.4518727660179138, -0.6291652917861938, -0.043622393161058426, 0.5678765773773193, 0.3313586711883545, -0.2343444675207138, 0.012359384447336197, 0.1146920695900917, -0.02515007182955742, 0.44176986813545227, -0.5709656476974487, 0.48703888058662415, 0.6395852565765381, 0.029568249359726906, -0.3513889014720917, 0.2921276390552521, -0.15010271966457367, 0.050694018602371216, 0.41190633177757263, -0.04024878516793251, 0.19161023199558258, -0.2198122888803482, -0.029653389006853104, 0.25172001123428345, -0.47220513224601746, 0.10177958756685257, -0.1245337650179863, -0.015133648179471493, 0.22941599786281586, 0.635140061378479, -0.1503874957561493, 0.14808936417102814, 0.3127472698688507, 0.12513720989227295, 0.03255206719040871, -0.19054359197616577, -0.2789171636104584, 0.3659866154193878, -0.5577555894851685, -0.16783279180526733, -0.2061741054058075, 0.22732505202293396, 0.32808640599250793, 0.7108017206192017, -0.2343127578496933, 0.06222710758447647, -0.7376977801322937, -0.25089752674102783, -0.06107101961970329, 0.14454904198646545, -0.03411267325282097, -0.4969014525413513, -0.4212358593940735, -0.08037493377923965, 0.2070675641298294, 0.20340678095817566, 0.15015526115894318, -0.48081398010253906, -0.1357390582561493, -0.03304872289299965, -0.23661096394062042, 0.09525936096906662, -0.3206618130207062, -0.10230358690023422, 0.5141764879226685, -0.2068328559398651, -0.6280620694160461, 0.029108641669154167, 0.9139878153800964, 0.7689131498336792, 0.043981004506349564, 0.02243822067975998, 0.2884553372859955, 0.08569946885108948, 0.12417983263731003, 0.12437143921852112, -0.1999582201242447, 0.49869856238365173, 0.18084567785263062, 0.503413200378418, -0.20290051400661469, 0.44416946172714233, 0.288015753030777, -0.23950164020061493, -0.5617164969444275, -0.07525166124105453, 0.17780300974845886, 0.14163032174110413, 0.22676949203014374, 0.3464069962501526, -0.2908036708831787, 0.24078261852264404, 0.023387925699353218, 0.27836814522743225, -0.2736015319824219, -0.05108000710606575, 0.16227464377880096, 0.2880622446537018, -0.08838395774364471, 0.4355058968067169, 0.33995845913887024, -0.3180926442146301, -0.5331252813339233, -0.26543208956718445, -0.29824352264404297, -0.07173760235309601, 0.019227739423513412, 0.07945035398006439, -0.23988674581050873, 0.24993641674518585, 0.021383749321103096, 0.7416941523551941, -0.22444264590740204, -0.2493625432252884, 0.08076555281877518, -0.3271061182022095, -0.03578927740454674, 0.10235536098480225, 0.07231708616018295, -0.20420058071613312, 0.013611525297164917, 0.10286029428243637, 0.9157961010932922, 0.05523437634110451, -0.616320013999939, -0.5483848452568054, 0.10188096761703491, -0.07842885702848434, -0.25456637144088745, -0.18562525510787964, -0.20168328285217285, -0.13356901705265045, -0.07657984644174576, -1.0079058408737183, 0.09148894250392914, 0.3270069658756256, 0.000423728721216321, -0.6788142919540405, -0.02710321731865406, 0.5522540807723999, -0.5362107157707214, 0.15871886909008026, -0.06538031995296478, -0.02156255580484867, 0.07844024151563644, 0.3186187148094177, -0.06679372489452362, -0.5108996629714966, 0.029107844457030296, -0.22359439730644226, 0.14908276498317719, -0.11696217209100723, -0.6449123024940491, 0.6863857507705688, -0.5435817241668701, -0.4636378288269043, -0.27396637201309204, -0.16921038925647736, -0.18775394558906555, -0.2127373069524765, 0.052798397839069366, 0.1890409290790558, -0.030134620144963264, -0.5591860413551331, -0.1568254977464676, -0.3052347004413605, 0.1785568743944168, -0.06485086679458618, -0.07449929416179657, -0.10072337090969086, -0.3562086224555969, -0.10810317099094391, 0.20685257017612457, -0.3242875635623932, 0.1349644511938095, -0.19944633543491364, 0.402754008769989, -0.19690333306789398, -0.5049921274185181, -0.2913099229335785, -0.0006503937765955925, 0.06767575442790985, -0.2632283866405487, -0.5896226763725281, -0.15702617168426514, 0.4131070375442505, 0.32012873888015747, 0.45927467942237854, -0.13830378651618958, 0.36151087284088135, 0.4905276298522949, -0.12056843936443329, 0.1176353394985199, -0.28323981165885925, 0.16024091839790344, -0.19562993943691254, 0.14200782775878906, 0.21802091598510742, 0.6312592029571533, -0.29992714524269104, -0.48768314719200134, -0.08108552545309067, 0.32253703474998474, 0.4668597877025604, 0.2056064009666443, -0.22581489384174347, -0.17990431189537048, 0.35022976994514465, -0.2905358374118805, 0.18650802969932556, 0.6941069960594177, -0.5624276995658875, 0.017407642677426338, -0.09775316715240479, 0.45151257514953613, -0.07868582755327225, 0.5575804114341736, -0.2936825454235077, -0.11047493666410446, 0.27570152282714844, -0.08412269502878189, 0.5715845823287964, 0.09812788665294647, 0.17517806589603424, 0.06412265449762344, 0.16417351365089417, 0.25467148423194885, -0.24817951023578644, 0.1803879588842392, -0.4255876839160919, 0.4806608557701111, -0.1527392715215683, 0.47255465388298035, -0.6128014922142029, 0.7279819846153259, 0.002358675003051758, 0.5300261378288269, 0.0036212224513292313, -0.6689558029174805, -0.13475126028060913, 0.16048891842365265, 0.14143885672092438, -0.15950806438922882, 0.1684420257806778, 0.4916060268878937, 0.30759865045547485, 0.8730720281600952, 0.03658496215939522, 0.10552696138620377, 0.14102640748023987, -0.2509021759033203, 0.1900724172592163, 0.045625828206539154, 0.30098244547843933, 0.4598204791545868, -0.21707375347614288, -0.24577686190605164, -0.4274101257324219, 0.016789723187685013, 0.37352630496025085, -0.5453294515609741, -0.206629678606987, -0.4234843850135803, 0.04108760505914688, 0.2971084415912628, -0.04438438639044762, 0.09896422922611237, -0.18896852433681488, -0.06764302402734756, -0.06124533340334892, -0.1923086941242218, 0.5610078573226929, 0.5635678172111511, -0.25203120708465576, 0.04181818664073944, -0.026560422033071518, 0.04210294783115387, -0.1672782301902771, 0.2651914060115814, -0.35885289311408997, 0.05501244589686394, -0.08468939363956451, -0.10104279965162277, 0.40917250514030457, 0.14887811243534088, -0.011807829141616821, -0.007073454093188047, 0.30074602365493774, 0.0596931055188179, 0.19870932400226593, -0.17032301425933838, -0.5976172685623169, 0.4121420979499817, -0.18783459067344666, -0.35621652007102966, 0.2793846130371094, 0.029534775763750076, -0.34323757886886597, 0.3435354232788086, -0.13386613130569458, 0.19792883098125458, 0.3465656340122223, -0.01787140592932701, -0.16071608662605286, 0.01876625046133995, 0.004344777204096317, -0.46541136503219604, 0.15320640802383423, 0.6639416813850403, -0.3574531078338623, -0.14979517459869385, -0.3219541311264038, 0.24321505427360535, -0.4386688768863678, 0.2980788052082062, 0.20786815881729126, -0.4187285304069519, -0.3917553722858429, 0.4565364420413971, -0.3049914240837097, -0.2018328756093979, -0.429726779460907, -0.08266866952180862, -0.0678606778383255, -0.09411326795816422, -0.13162696361541748, 0.017763661220669746, 0.37833544611930847, 0.4148879051208496, -0.44114622473716736, 0.26407772302627563, -0.2838582694530487, 0.329444020986557, -0.34305712580680847, 0.5692570805549622, -0.19652722775936127, 0.10721509158611298, 0.08277609944343567, -0.2912113666534424, -0.2381504476070404, 0.34817904233932495, -0.008532000705599785, -0.4023807644844055, -0.2326975166797638, -0.28698018193244934 ]
Data mining is a very popular topic nowadays. Unlike a few years ago, everything is bind with data now and we are capable Sidath Asiri https://towardsdatascience.com/data-mining-in-brief-26483437f178
Data Mining in Brief
[ 0.08134151995182037, -0.09866560995578766, 0.39599454402923584, 0.20185250043869019, 0.05288653448224068, -0.28855982422828674, -0.45783451199531555, 0.1712421327829361, -0.031059663742780685, 0.044934507459402084, -0.33916276693344116, 0.2501104176044464, 0.04909985512495041, 0.09327396750450134, -0.11822817474603653, 0.4092966616153717, -0.20703649520874023, -0.04207875207066536, 0.0011292299022898078, -0.18579402565956116, -0.2121310830116272, -0.23883526027202606, 0.7521597146987915, -0.49790120124816895, 0.3639375567436218, 0.05020488426089287, 0.47444483637809753, 0.10302390903234482, -0.269830584526062, 0.18207348883152008, -0.0941024124622345, 0.3522447943687439, -0.09599629789590836, 0.16345365345478058, -0.2570822238922119, 0.0025088677648454905, -0.11404164135456085, 0.049590710550546646, -0.3291161358356476, -0.18950946629047394, -0.20255303382873535, 0.15181803703308105, -0.18241746723651886, 0.18498556315898895, -0.141240194439888, -0.48724982142448425, -1.0987905263900757, 0.09687688201665878, -0.4585806131362915, 0.030404184013605118, -0.6313101649284363, 0.4828641414642334, 0.2986854910850525, 0.027853770181536674, 0.00033390786848030984, 0.06490357965230942, 0.14076928794384003, -0.33815476298332214, 0.16502423584461212, -0.28284722566604614, 0.05740293487906456, 0.10424186289310455, -0.37056204676628113, 0.0274350605905056, 0.37520962953567505, 0.20526686310768127, -0.1806613802909851, 0.014454727992415428, -0.2588161826133728, -0.0945981964468956, 0.3575906753540039, -0.13610248267650604, -0.36419177055358887, 0.6558107137680054, 0.04662199318408966, 0.14722105860710144, 0.15659847855567932, 0.27794763445854187, -0.1301741600036621, 0.14571096003055573, -0.01904163509607315, 0.11195922642946243, 0.46850883960723877, 0.16521650552749634, 0.3572312593460083, -0.13957837224006653, -0.3960493803024292, 0.41094771027565, -0.182735413312912, 0.28987783193588257, -0.005366316996514797, -0.216378852725029, 0.15733857452869415, -0.28093644976615906, 0.33609461784362793, 0.32029518485069275, 0.05673625320196152, 0.2529240846633911, -0.34174004197120667, 1.0325477123260498, -0.6409608125686646, 0.17744508385658264, 0.02803863398730755, -0.49122390151023865, -0.24301952123641968, 0.3431621193885803, -0.03764551877975464, 0.030974190682172775, -0.2724741995334625, 0.25954195857048035, -0.4410686492919922, 0.3295109272003174, 0.051221463829278946, 0.15380056202411652, -0.43844661116600037, 0.6238272190093994, 0.0341406986117363, 0.07854582369327545, -0.10609068721532822, -0.13837242126464844, -0.23639611899852753, 1.0773561000823975, 0.3865152895450592, -0.1321689486503601, 0.48243075609207153, 0.4000557065010071, 0.016425158828496933, 0.3735966682434082, 0.1047755554318428, 0.49462229013442993, 0.570398211479187, 0.49406200647354126, 0.15247546136379242, -0.2310410737991333, -0.22253872454166412, -0.5015779733657837, -0.061267584562301636, -0.41411054134368896, 0.5270556807518005, -0.1689407378435135, -0.10018804669380188, 0.11552176624536514, -0.6328412294387817, -0.05659984052181244, 0.22513432800769806, -0.24792777001857758, -0.1241559237241745, 0.35960668325424194, -0.32244235277175903, 0.25242140889167786, -0.4736580550670624, -0.03087545558810234, -0.6028217077255249, -0.21550534665584564, -0.1322518289089203, 0.017653100192546844, 0.10081884264945984, -0.16315549612045288, 0.3231354057788849, 0.38763388991355896, -0.1489461213350296, 0.22927652299404144, -0.3307366669178009, 0.16950538754463196, 0.6105254888534546, -0.0881064385175705, 0.3250700831413269, -0.03802677243947983, 0.4048426151275635, 0.10767540335655212, -0.392863929271698, 0.06103657931089401, 0.2241191416978836, -0.32255348563194275, -0.07774913311004639, 0.06559129059314728, 0.4258517920970917, -0.23461951315402985, 0.2768748104572296, -0.14313121140003204, -0.6241782903671265, -0.3072206676006317, 0.15642833709716797, 0.36735546588897705, 0.07241708040237427, -0.6446734070777893, 0.47307273745536804, 0.029752323403954506, 0.1342250257730484, -0.1157662644982338, -0.6777864694595337, -0.06003829091787338, 0.3621526062488556, -1.0687034130096436, 0.9171375036239624, 0.10330070555210114, -0.14682236313819885, 0.7190346121788025, -0.13279114663600922, 0.5324758291244507, -0.24851208925247192, 0.03384043648838997, 0.21014638245105743, -0.009104574099183083, -0.1144447773694992, 0.1447426676750183, 0.24018563330173492, 0.17959442734718323, -0.026673827320337296, 0.19326096773147583, 0.11479269713163376, 0.3000633716583252, 0.1959746927022934, -0.9913800954818726, -0.3169085383415222, -0.2801540791988373, 0.26823684573173523, 0.37369978427886963, 0.08304373174905777, 0.45097219944000244, 0.9978753924369812, -0.5498830080032349, -0.06135125085711479, 0.47075673937797546, 0.08278758078813553, 0.26064446568489075, 0.40727612376213074, 0.0024706695694476366, 0.3313940465450287, -0.15143519639968872, -0.2879835367202759, -0.2992669939994812, 0.28134724497795105, -0.5556145310401917, -0.1933531016111374, 0.41399332880973816, -0.5017263889312744, -0.07489532232284546, -0.2779510021209717, -0.05832895636558533, 0.0562756322324276, 0.3704849183559418, -0.052674517035484314, 0.4264170825481415, 0.04795578494668007, 0.32978856563568115, -0.022150222212076187, -0.15555362403392792, -0.1357198804616928, 0.09291637688875198, 0.05941075459122658, 0.22444701194763184, -0.44842764735221863, -0.6206380724906921, -0.07546587288379669, 0.3830811679363251, -0.133366197347641, -0.4395163357257843, 0.2838604748249054, 0.39494073390960693, -0.5124744176864624, 0.14988642930984497, -0.15385480225086212, 0.45789310336112976, 0.04702792316675186, -0.23731161653995514, 0.13069811463356018, -0.7220737934112549, -0.010272824205458164, 0.5514405965805054, 0.3580396771430969, 0.00748671917244792, -0.08310026675462723, 0.05883539468050003, -0.1181299239397049, -0.45359694957733154, 0.45587998628616333, 0.038891397416591644, -0.4375513195991516, -0.3738352060317993, 0.2169918566942215, 0.38059744238853455, 0.010567759163677692, 0.32575783133506775, -0.43627557158470154, -0.30717048048973083, -0.16091451048851013, 0.09674477577209473, -0.5053576827049255, -0.29450660943984985, -0.45979011058807373, -0.040094539523124695, -0.3536086678504944, 0.04611268639564514, 0.0414176881313324, 0.13556401431560516, 0.06574979424476624, -0.4560478627681732, 0.11178304255008698, -0.32680490612983704, -1.0527435541152954, 0.5215516090393066, 0.036734797060489655, -0.10469037294387817, 0.01412525400519371, -0.14630889892578125, -0.270872563123703, 0.051730990409851074, -6.266501426696777, -0.06802158057689667, -0.8255645036697388, -0.5184686183929443, -0.15112823247909546, 0.005999310873448849, -0.050585005432367325, -0.04736344888806343, 0.1458452343940735, -0.14839677512645721, -0.4237593710422516, -0.005751714110374451, 0.11319082975387573, 0.6615064740180969, 0.1670539826154709, 0.4800857603549957, 0.49014395475387573, 0.5170552730560303, 0.35395005345344543, 0.41893255710601807, -0.0796668529510498, -0.03698539733886719, -0.2562583088874817, 0.32747694849967957, 0.6608777642250061, -0.27729934453964233, -0.7523097395896912, 0.6622282862663269, -0.40963560342788696, -0.10326377302408218, 0.5968511700630188, -0.19918684661388397, -0.34597355127334595, 0.09112125635147095, -0.42957818508148193, 0.06217856705188751, 0.4073127210140228, 0.18281607329845428, 0.4526365101337433, -0.6331943273544312, -0.13202576339244843, 0.3920871317386627, -0.2967931628227234, -0.4483742415904999, 0.32320308685302734, -0.37530022859573364, -0.378093421459198, -0.12076780200004578, 0.16374439001083374, 0.04384342208504677, -0.14712443947792053, -0.23295247554779053, -0.19717615842819214, 0.07436338812112808, -0.28593116998672485, -0.6669644117355347, 0.39684730768203735, 0.24461503326892853, -0.11326886713504791, 0.3205580711364746, 0.09158368408679962, -0.5151882171630859, -0.3981951177120209, -1.1199349164962769, -0.927484929561615, 0.018937813118100166, -0.5089136362075806, -0.048512738198041916, 0.19227543473243713, 0.24962446093559265, -0.7279595136642456, 0.5893087387084961, -0.23955564200878143, -0.49459972977638245, 0.6400939226150513, -0.3161129653453827, 0.044482313096523285, -0.0040051499381661415, 0.00923555064946413, 0.34579041600227356, -0.47484904527664185, -0.3565170168876648, 0.2826017141342163, 0.5039623975753784, 0.1498086303472519, -0.020512424409389496, 0.4988577961921692, -0.3649091422557831, -0.012097440659999847, 0.13314393162727356, 0.8298250436782837, -0.511523425579071, 0.25576555728912354, -0.057496655732393265, 0.6462059020996094, -0.034526415169239044, 0.16033506393432617, 0.17401668429374695, 0.31016281247138977, -0.37969493865966797, 0.6961444020271301, 0.10725010931491852, -0.7900730967521667, -0.8597100973129272, -0.04749254882335663, -0.1381233185529709, -0.053682081401348114, 0.010598227381706238, 0.48319634795188904, 0.2176619917154312, 0.018981914967298508, 0.591956377029419, -0.3387530446052551, 0.23064939677715302, 0.14120762050151825, 0.26868557929992676, -0.44767114520072937, -0.25690680742263794, 0.35904672741889954, 0.09869666397571564, -0.556545615196228, -0.28626585006713867, 0.18706582486629486, 0.20124903321266174, 0.45504072308540344, -0.3302583694458008, 0.1638909876346588, 0.8003257513046265, -0.10147618502378464, 0.15864476561546326, 0.11019261926412582, 0.16827081143856049, -0.06358660012483597, 0.19847580790519714, 0.2645553946495056, -0.35319268703460693, 0.12263282388448715, 0.30041685700416565, 0.7277036309242249, -0.5876966714859009, 0.41755351424217224, 0.16033396124839783, -0.21024176478385925, -0.07441481947898865, 0.6415876746177673, 0.18233142793178558, 0.01645255833864212, 0.5135201215744019, -0.31575584411621094, 0.016161607578396797, -0.1679287850856781, -0.29375410079956055, -0.06872360408306122, 0.022035079076886177, 0.32691553235054016, -0.2544425427913666, 0.23343132436275482, -0.028606776148080826, 0.44026854634284973, -0.3783934712409973, -0.04882805049419403, -0.1507328450679779, -0.48385608196258545, 0.18911930918693542, 0.1789517104625702, -0.3075411915779114, -0.7739405632019043, 0.05895717069506645, 0.20471706986427307, 0.26393675804138184, -0.13012465834617615, 0.0011272483970969915, -0.3015730679035187, -0.12652748823165894, 0.09460651874542236, -0.24157977104187012, -0.11076813191175461, 0.1368088722229004, -0.2285708487033844, 0.3238523304462433, 0.10672097653150558, -0.1881314516067505, -0.026094095781445503, 0.6580986976623535, 0.6584486961364746, -0.1807006299495697, -0.15763063728809357, 0.4227198362350464, 0.010396819561719894, -0.3579281270503998, 0.2895772457122803, -0.08955451101064682, 0.2591772675514221, 0.02265237644314766, 0.3034019470214844, -0.5461386442184448, 0.34117045998573303, 0.35645604133605957, -0.2431689351797104, -0.25422000885009766, 0.1766567826271057, 0.32750019431114197, -0.16148342192173004, 0.37732061743736267, -0.13526427745819092, -0.2431565672159195, 0.3275342583656311, -0.15393318235874176, -0.28507503867149353, -0.3018110990524292, -0.5895487070083618, -0.2912411093711853, 0.04592730477452278, 0.15458980202674866, -0.017629563808441162, 0.06702739745378494, -0.23293355107307434, -0.26738905906677246, -0.07207654416561127, -0.19592304527759552, 0.3914307653903961, -0.047010406851768494, 0.12610386312007904, -0.044499702751636505, -0.0061295353807508945, 0.16170631349086761, 0.8409481048583984, -0.5838027000427246, 0.1434016078710556, 0.059511683881282806, 0.2522251307964325, -0.19851064682006836, 0.2253350466489792, -0.0744074285030365, -0.14854362607002258, -0.21676665544509888, -0.17365187406539917, 0.6051124930381775, 0.05573791638016701, -0.6456699371337891, -0.46283814311027527, -0.011833949945867062, -0.4630865752696991, -0.2153940051794052, -0.11959186941385269, 0.10558240860700607, -0.19498535990715027, -0.1116427630186081, -1.1039608716964722, 0.408021479845047, 0.49703988432884216, -0.1432085931301117, -0.553650438785553, -0.3734962046146393, 0.6112568378448486, -0.07169298082590103, -0.051166780292987823, -0.24994073808193207, -0.3242689073085785, 0.21118859946727753, 0.2989351451396942, -0.20276500284671783, -0.2369135320186615, 0.4684023857116699, -0.21365509927272797, 0.21965719759464264, -0.04575672373175621, -0.4636021554470062, 0.5966641902923584, -0.33628302812576294, -0.9193757772445679, -0.1458008587360382, -0.21171726286411285, 0.23819690942764282, -0.2502909004688263, 0.007435894571244717, 0.20063331723213196, 0.16974224150180817, -0.15674196183681488, -0.09086530655622482, -0.5041144490242004, -0.03273673728108406, 0.2553240954875946, 0.01656983233988285, -0.3617153465747833, -0.2118377536535263, 0.32871755957603455, 0.6220917105674744, -0.3896592855453491, 0.45791250467300415, -0.3205939531326294, 0.494432270526886, -0.6299684047698975, -0.08647286146879196, -0.4475753903388977, -0.1359063684940338, 0.22056534886360168, -0.35959377884864807, -0.4562826156616211, -0.0907364934682846, -0.027028396725654602, 0.19744619727134705, 0.7651064395904541, -0.6560271978378296, 0.5660170316696167, 0.14156953990459442, -0.10736165195703506, 0.16171401739120483, 0.06990543752908707, -0.09880196303129196, 0.07368084043264389, 0.388540655374527, 0.5512139797210693, 0.6988322138786316, -0.14965762197971344, -0.3895706534385681, -0.08026044815778732, 0.40596094727516174, 0.1113833338022232, 0.15195459127426147, -0.04867761209607124, -0.2597968280315399, 0.5044289231300354, -0.6146970987319946, -0.4243597686290741, 0.5461676120758057, 0.1738801747560501, 0.5545987486839294, -0.2102825939655304, 0.2207973450422287, -0.22050635516643524, -0.04386121779680252, -0.2439267635345459, 0.3154679834842682, -0.037095069885253906, -0.14029324054718018, 0.4888059198856354, -0.22149817645549774, 0.020518846809864044, -0.070065438747406, 0.3407982289791107, 0.3814152479171753, -0.013168119825422764, 0.13130055367946625, -0.19062675535678864, 0.4465791881084442, -0.03354779630899429, 0.2658582329750061, 0.09447555243968964, 0.07451058179140091, 0.12702512741088867, 0.2715475857257843, -0.16964396834373474, -0.4351503252983093, -0.4053099453449249, -0.07218782603740692, 0.3222290873527527, -0.33570918440818787, -0.013070653192698956, 0.5291349291801453, 0.3713860809803009, 0.44774049520492554, 0.04682675749063492, 0.19089864194393158, -0.0002407012798357755, -0.036399610340595245, 0.458971232175827, -0.49201372265815735, 0.5244487524032593, 0.4599282443523407, -0.019800590351223946, 0.2793292999267578, -0.3560139238834381, 0.010639872401952744, 0.16931165754795074, -0.4397156238555908, -0.01258403342217207, 0.13203682005405426, -0.04903699457645416, 0.23687975108623505, -0.06874151527881622, 0.3708314299583435, -0.0776292234659195, -0.0873759314417839, -0.09897689521312714, -0.3265930414199829, 0.265102744102478, 0.24330225586891174, 0.032473042607307434, -0.0035790535621345043, -0.45920783281326294, -0.23286551237106323, 0.32833969593048096, 0.10439684242010117, -0.29776668548583984, -0.32533687353134155, 0.04653388261795044, 0.12696649134159088, 0.5276578664779663, 0.11767172813415527, 0.28618600964546204, -0.32772254943847656, 0.2434660643339157, -0.10641882568597794, -0.04011733457446098, 0.2145155817270279, 0.008486250415444374, 0.09381105750799179, -0.23835530877113342, 0.11661634594202042, 0.7073257565498352, 0.3775908052921295, -0.3161209225654602, 0.3512238562107086, -0.5348901748657227, 0.11610326170921326, -0.006091701332479715, -0.10794244706630707, 0.08817477524280548, -0.2634751796722412, -0.48940742015838623, -0.1743830293416977, 0.0747424066066742, 0.40256819128990173, -0.04997120425105095, 0.03532823547720909, -0.2717380225658417, 0.4149843752384186, -0.11060880869626999, 0.2393106073141098, -0.18556229770183563, -0.5419377684593201, -0.22897787392139435, 0.8568302989006042, -0.5341238975524902, -0.020176276564598083, -0.523859977722168, -0.31707763671875, 0.2858748435974121, -0.46105554699897766, -0.4836258888244629, 0.05026216804981232, -0.12403958290815353, 0.07807029783725739, -0.031669553369283676, 0.40841636061668396, -0.4052729904651642, -0.1642734855413437, -0.9069907069206238, 0.5402151346206665, 0.0059225005097687244, -0.3237127661705017, -0.028648238629102707, 0.01057181041687727, -0.22089305520057678, 0.013458633795380592, 0.21548905968666077, -0.5624774694442749, -0.342343807220459, -0.21174781024456024 ]
This is a blog for people new to Data Science, like me. I hope we learn together through this process Abhinav Ralhan https://towardsdatascience.com/data-preparation-and-exploration-5e09b92cf00e
Data Preparation and Exploration
[ -0.1104608103632927, -0.00261217774823308, -0.17409586906433105, 0.1508782058954239, 0.3683759868144989, -0.39856189489364624, -0.39373791217803955, 0.06838545948266983, 0.08369496464729309, 0.21469499170780182, -0.34253716468811035, 0.10572513192892075, 0.31684789061546326, -0.2713877260684967, -0.035428278148174286, 0.3593783378601074, -0.08147382736206055, -0.1193644106388092, -0.08389625698328018, -0.1649281531572342, -0.31191539764404297, -0.39572587609291077, 0.7790757417678833, -0.02544429898262024, 0.2867453396320343, -0.2769351899623871, 0.33451876044273376, 0.19727574288845062, -0.4727835953235626, 0.0009885947220027447, -0.2621156573295593, 0.5799349546432495, 0.3415718376636505, 0.2825483977794647, -0.11364901810884476, -0.37744566798210144, -0.5568066239356995, 0.004792008548974991, -0.25376418232917786, -0.02219972014427185, -0.20064140856266022, 0.14461375772953033, -0.5269349813461304, 0.13799676299095154, -0.09003057330846786, -0.5167425274848938, -1.2898086309432983, 0.2141934186220169, -0.332975298166275, 0.1244329959154129, -0.07847108691930771, 0.6070783734321594, 0.1247275248169899, -0.21110668778419495, -0.27922654151916504, 0.14216768741607666, 0.16319991648197174, -0.41654038429260254, -0.2984001934528351, -0.09833269566297531, 0.33728185296058655, 0.5207568407058716, -0.26996445655822754, -0.23840954899787903, 0.7988265156745911, -0.014771554619073868, -0.005396770779043436, 0.07150904089212418, 0.16999658942222595, 0.44097256660461426, -0.11962270736694336, 0.4750102162361145, -0.2524653971195221, 0.4047071635723114, -0.10139571875333786, 0.08807847648859024, 0.5172074437141418, 0.15143828094005585, 0.26474902033805847, -0.15528303384780884, -0.019375517964363098, -0.49896886944770813, 0.22017161548137665, 0.18599198758602142, -0.12160972505807877, -0.09586630016565323, -0.2711081802845001, -0.21547161042690277, -0.0777369812130928, -0.21013662219047546, -0.5591955184936523, -0.47593560814857483, 0.06278155744075775, 0.12918861210346222, 0.3799208700656891, 0.23033687472343445, 0.6313616633415222, 0.19524455070495605, -0.3440749943256378, 0.15435682237148285, -0.44199931621551514, 0.14358283579349518, -0.11196557432413101, -0.04487288370728493, 0.08962664753198624, 0.23726721107959747, -0.3030490279197693, -0.2519161105155945, -0.4719525873661041, 0.510789692401886, -0.28824055194854736, 0.5101199150085449, -0.14514859020709991, 0.23305217921733856, -0.32730162143707275, 0.5297361612319946, -0.001610980718396604, -0.16329525411128998, -0.4416939318180084, -0.08976197242736816, -0.21383504569530487, 0.6762557029724121, 0.07712792605161667, 0.19074536859989166, 0.041197363287210464, 0.17218174040317535, 0.028324496001005173, -0.03975542634725571, 0.15186704695224762, 0.7831417918205261, 0.40052884817123413, 0.14950434863567352, -0.12385687977075577, -0.247006356716156, -0.30924123525619507, -0.3357677161693573, -0.11371532082557678, -0.2550959289073944, 0.704249918460846, 0.2126726359128952, 0.10817566514015198, -0.260159432888031, -0.3186359107494354, -0.06570996344089508, 0.06621859967708588, 0.21581804752349854, -0.30515265464782715, 0.34567493200302124, -0.8874072432518005, -0.19539618492126465, -0.14551125466823578, 0.09899918735027313, -0.9987573027610779, -0.44498512148857117, 0.0581839345395565, 0.17305788397789001, -0.3761991560459137, 0.13226130604743958, 0.3778744041919708, 0.10079776495695114, -0.13388054072856903, 0.020490920171141624, 0.035640936344861984, -0.041536182165145874, 0.4545837938785553, -0.03250380977988243, 0.5931249856948853, -0.13867047429084778, -0.07817832380533218, -0.38527950644493103, -0.17336267232894897, -0.028383009135723114, 0.19110390543937683, -0.16823749244213104, 0.10686032474040985, 0.20654261112213135, 0.12448150664567947, 0.05614399164915085, 0.14830206334590912, -0.03487503528594971, -0.5871531367301941, -0.06780114024877548, -0.03840676695108414, -0.12254861742258072, 0.24624912440776825, -0.3954983651638031, 0.18412192165851593, 0.009898846969008446, 0.10759365558624268, -0.05674417316913605, -0.373098224401474, -0.05322004482150078, 0.35964158177375793, -0.6825944185256958, 0.2965747117996216, -0.17506101727485657, 0.49700480699539185, 0.7955927848815918, 0.4668124318122864, 0.48902738094329834, -0.2675941288471222, 0.16613024473190308, 0.4408646523952484, -0.15914659202098846, 0.14136889576911926, 0.17062808573246002, 0.10739824175834656, -0.06698828935623169, 0.3813747465610504, 0.1808532029390335, -0.20091462135314941, 0.4197631776332855, 0.20980219542980194, -0.44702810049057007, -0.10613268613815308, 0.035393040627241135, 0.11361812800168991, 0.3796977698802948, 0.0893482193350792, 0.615644633769989, 0.8221191763877869, -0.2845422923564911, 0.12612733244895935, 0.6132931113243103, 0.07773653417825699, 0.8664799928665161, 0.3908528685569763, 0.17582547664642334, 0.3993995785713196, -0.21252551674842834, -0.39610663056373596, -0.64838707447052, 0.35843804478645325, -0.40716126561164856, -0.17600096762180328, 0.4441871643066406, -0.321063369512558, 0.10991693288087845, 0.2747298777103424, 0.1872296780347824, 0.23270897567272186, 0.14829443395137787, -0.12889301776885986, 0.7590840458869934, 0.1424262970685959, 0.40792909264564514, -0.6504376530647278, -0.023774830624461174, -0.17575593292713165, 0.18487705290317535, 0.061462558805942535, 0.3244331181049347, -0.004050398711115122, -0.23083001375198364, -0.01590973697602749, 0.09814823418855667, -0.6427510976791382, -0.4138127565383911, 0.4144599139690399, 0.420147180557251, -0.28153207898139954, 0.1883579045534134, -0.2671157121658325, 0.3060108423233032, 0.1062435433268547, -0.42762723565101624, 0.22545084357261658, -0.468095988035202, 0.16018612682819366, 0.4641776382923126, 0.09214477986097336, -0.11061728745698929, 0.19457527995109558, 0.5187857747077942, 0.21292497217655182, -0.8313586115837097, 0.30030548572540283, 0.058498527854681015, -0.10734078288078308, -0.44428324699401855, 0.48418378829956055, 0.2728929817676544, -0.1299450695514679, 0.3636198043823242, -0.04284143075346947, -0.27127641439437866, -0.1632995754480362, 0.012913663871586323, -0.23584868013858795, -0.17543257772922516, -0.10289330780506134, 0.07270798832178116, 0.14314374327659607, -0.06839843839406967, 0.0689808577299118, 0.041078414767980576, 0.0715230330824852, -0.41504380106925964, -0.3629673719406128, 0.06710835546255112, -0.810697078704834, 0.3237704634666443, 0.31308427453041077, -0.08508209139108658, 0.17065946757793427, -0.10630455613136292, -0.3005003333091736, 0.044109560549259186, -6.369028091430664, -0.19247710704803467, -0.7055186629295349, -0.300466924905777, -0.5938623547554016, -0.07961168885231018, 0.16198332607746124, -0.19344033300876617, 0.17763377726078033, -0.057654764503240585, -0.4812636375427246, -0.15297171473503113, 0.26177266240119934, 0.46099379658699036, 0.09469221532344818, 0.5113884210586548, 0.4781991243362427, 0.507232666015625, 0.2734507918357849, 0.8663219213485718, -0.15767718851566315, 0.23480324447155, -0.19770868122577667, 0.34634968638420105, 0.9460751414299011, -0.20911149680614471, -0.27105674147605896, 0.7968552708625793, -0.16085471212863922, -0.24338708817958832, 0.4346597492694855, -0.2764526605606079, -0.6637097001075745, 0.20330946147441864, -0.21976466476917267, 0.08690652996301651, -0.07350817322731018, 0.2555772066116333, 0.6260569095611572, -0.2835686504840851, -0.08112379163503647, -0.07032016664743423, -0.010924036614596844, -0.34351882338523865, 0.5878281593322754, -0.6087293028831482, -0.17896489799022675, 0.25019165873527527, 0.08794033527374268, 0.15485714375972748, 0.10715530812740326, -0.056094031780958176, 0.2130008488893509, 0.05258627608418465, -0.16006618738174438, -0.4413717985153198, 0.3987610340118408, -0.0809837058186531, -0.18059886991977692, 0.3472878932952881, 0.3303951025009155, -0.23221592605113983, -0.35463252663612366, -0.969871461391449, -0.7055525183677673, -0.15821681916713715, -0.09488976746797562, -0.6483931541442871, -0.22055204212665558, 0.07395731657743454, -1.0201208591461182, 0.32990309596061707, -0.08413115888834, -0.5562978386878967, 0.36985599994659424, -0.4430108368396759, -0.12338785827159882, 0.04464717209339142, -0.027170538902282715, 0.09822838753461838, -0.5598878860473633, -0.16136813163757324, -0.09479294717311859, 0.411131352186203, -0.05515987426042557, -0.04620636627078056, 0.23802144825458527, -0.09836765378713608, -0.3424086272716522, 0.06613940745592117, 0.5455273985862732, -0.34677034616470337, 0.5056829452514648, 0.23677264153957367, 0.3993971645832062, -0.14779676496982574, 0.034335315227508545, 0.28422811627388, 0.3300571143627167, -0.5261332392692566, 0.45732274651527405, 0.10195202380418777, -0.21063002943992615, -0.724532961845398, -0.5407999157905579, -0.09359534084796906, 0.10832913219928741, -0.40580692887306213, 0.6131457090377808, -0.14870072901248932, 0.25738823413848877, 0.5953189730644226, -0.5162780284881592, -0.03522735461592674, 0.18078291416168213, -0.008355305530130863, -0.2581152617931366, 0.05607456713914871, 0.5826560258865356, 0.0994446873664856, -0.39680609107017517, -0.34562948346138, -0.07482040673494339, 0.2951297461986542, 0.4058822989463806, -0.28972405195236206, 0.07589744031429291, 0.15262433886528015, 0.4372365176677704, 0.1597633957862854, 0.4446199834346771, -0.03348581865429878, 0.08918437361717224, 0.1305786520242691, 0.16029737889766693, -0.25498685240745544, 0.03459020331501961, -0.1461622416973114, 0.27614715695381165, -0.3008277118206024, 0.03172780200839043, 0.0731205865740776, 0.4845563769340515, 0.07183455675840378, 0.2683805525302887, 0.04939210042357445, 0.007602568715810776, 0.3971574008464813, 0.10210178792476654, 0.34854578971862793, -0.11206911504268646, -0.19141103327274323, 0.08241680264472961, -0.16494977474212646, 0.2832567095756531, 0.017453022301197052, 0.036208704113960266, 0.06323624402284622, 0.231695756316185, -0.13492938876152039, 0.17171813547611237, -0.8511417508125305, -0.4287264943122864, 0.14346487820148468, 0.15765611827373505, 0.4191763401031494, -0.7216648459434509, -0.2582210600376129, 0.08267029374837875, 0.11217467486858368, 0.20358820259571075, -0.12286113202571869, -0.3466171622276306, -0.2300199717283249, 0.20447251200675964, -0.25691619515419006, 0.23241493105888367, -0.009976659901440144, -0.17307858169078827, 0.23646603524684906, -0.22088615596294403, -0.4246496856212616, -0.2841886281967163, 0.7691662907600403, 0.49426501989364624, 0.14365163445472717, 0.03989902138710022, 0.023952042683959007, 0.010278860107064247, -0.03723498806357384, 0.06249729543924332, 0.05228089168667793, 0.1362452656030655, 0.04206576943397522, 0.37679561972618103, -0.6210753321647644, 0.4242991805076599, 0.23769140243530273, -0.4534769058227539, -0.3854917287826538, 0.0945340245962143, -0.35705527663230896, 0.09884840995073318, 0.5069946646690369, 0.2807066738605499, -0.11381958425045013, 0.2574320137500763, -0.09744162112474442, -0.022402407601475716, 0.17235936224460602, -0.23767274618148804, -0.08383028954267502, 0.16107724606990814, -0.11084368079900742, 0.4029137194156647, 0.24726320803165436, -0.2092444896697998, -0.525182843208313, 0.03285885229706764, 0.24962709844112396, -0.2675784230232239, -0.018375709652900696, -0.16876623034477234, -0.3788404166698456, 0.12835381925106049, 0.12465451657772064, 0.6450985074043274, -0.24002504348754883, -0.04876036196947098, 0.040923021733760834, -0.06297900527715683, -0.01985306479036808, 0.398593008518219, 0.09592772275209427, -0.1805867999792099, 0.09442462027072906, -0.11596404761075974, 0.8506953120231628, 0.10511399060487747, -0.5316764116287231, -0.4079816937446594, -0.2313067466020584, -0.019512126222252846, -0.4209885001182556, -0.3868084251880646, 0.2481304556131363, -0.07741546630859375, 0.2356259673833847, -0.7490159273147583, 0.08139176666736603, 0.49604958295822144, -0.19797846674919128, -0.6785661578178406, -0.15875685214996338, 0.8942602872848511, -0.35525262355804443, -0.05916978418827057, -0.12370248138904572, -0.2578186094760895, 0.1486625373363495, 0.5378067493438721, -0.38129663467407227, -0.5248292684555054, 0.2503281235694885, -0.04196746647357941, 0.0768389105796814, 0.02407858334481716, -0.4366556704044342, 0.20617909729480743, -0.4702596366405487, -0.8514332175254822, -0.08072282373905182, -0.12133550643920898, 0.33364665508270264, -0.11604636162519455, 0.05763154849410057, 0.0894237831234932, -0.008293313905596733, -0.6345971822738647, -0.4262732267379761, -0.2608978748321533, -0.13058380782604218, 0.1371842622756958, -0.2095676213502884, -0.2064443826675415, -0.20534943044185638, -0.15073885023593903, 0.4263583719730377, -0.23241671919822693, 0.18008962273597717, -0.3132196068763733, 0.10184100270271301, -0.6073910593986511, -0.009431561455130577, -0.011414316482841969, 0.0910293236374855, 0.3586709499359131, 0.43750762939453125, -0.5602995157241821, -0.056544575840234756, 0.16891494393348694, 0.32245904207229614, 0.554859459400177, -0.16611219942569733, 0.1602054238319397, 0.7973756194114685, -0.13481247425079346, 0.08967644721269608, 0.141901895403862, -0.07024594396352768, 0.3946479558944702, 0.06893425434827805, 0.43182510137557983, 0.44936633110046387, -0.3803611695766449, -0.4501999318599701, 0.13549667596817017, 0.23173661530017853, 0.14423470199108124, 0.11963137239217758, 0.18722184002399445, -0.4537602663040161, 0.401303231716156, -0.41869840025901794, -0.009944181889295578, 0.4168180525302887, -0.2537861168384552, 0.06731289625167847, 0.11403544992208481, 0.16698704659938812, -0.10636213421821594, 0.360177218914032, -0.2767111659049988, 0.3243121802806854, -0.2611429989337921, 0.02047465741634369, -0.008926146663725376, -0.20513436198234558, 0.19239968061447144, -0.2176339477300644, 0.27665504813194275, 0.08143263310194016, 0.06311547011137009, 0.07062044739723206, -0.4078599512577057, 0.5126341581344604, 0.3626331090927124, 0.4733538031578064, -0.5867969393730164, 0.3147875964641571, -0.2942982017993927, 0.30794402956962585, 0.2048998773097992, -0.9301128387451172, -0.35854974389076233, -0.21878698468208313, 0.21112653613090515, -0.18259960412979126, 0.057519327849149704, 0.33615872263908386, 0.34467461705207825, 0.39683637022972107, 0.17719751596450806, 0.22764556109905243, 0.3176003098487854, -0.16078779101371765, 0.586995542049408, -0.4566439688205719, 0.5183444023132324, 0.2671378552913666, -0.05595129728317261, -0.09765476733446121, -0.6159479022026062, -0.25208064913749695, -0.0035975095815956593, -0.703125536441803, -0.02580602653324604, -0.3431607782840729, 0.030428599566221237, 0.4053163230419159, -0.139451801776886, 0.043841347098350525, -0.4025834798812866, -0.14240127801895142, 0.11331591010093689, 0.01321172434836626, -0.045297496020793915, 0.42512574791908264, -0.23668327927589417, -0.016818035393953323, 0.027189986780285835, -0.3401285707950592, -0.07595369964838028, 0.13788947463035583, -0.2163296639919281, -0.14195764064788818, 0.3215837776660919, 0.0746982991695404, 0.5530867576599121, 0.14257588982582092, 0.1441529542207718, -0.2595803737640381, 0.2854331433773041, -0.059022195637226105, 0.06162242591381073, 0.14386555552482605, -0.5808615684509277, -0.11646295338869095, -0.456842303276062, -0.2815357446670532, 0.056609634310007095, 0.11451160162687302, -0.34305116534233093, 0.44642752408981323, -0.0936366394162178, -0.09884186834096909, 0.18906885385513306, 0.1532830446958542, 0.020242147147655487, -0.2790755033493042, -0.2013261765241623, -0.05952370539307594, -0.10931096971035004, 0.35198965668678284, -0.1937061995267868, 0.07703371345996857, -0.563547670841217, 0.02622929774224758, -0.3388979136943817, 0.17276336252689362, -0.03349390625953674, -0.9182429313659668, -0.4968595504760742, 0.4434773623943329, -0.15470096468925476, -0.5323091149330139, 0.1295507550239563, -0.12104286998510361, 0.1949865221977234, -0.049365200102329254, -0.27779942750930786, -0.08912178128957748, 0.18205372989177704, 0.46503716707229614, -0.23166385293006897, 0.2961127758026123, -0.2533929944038391, -0.03192727640271187, -0.41341766715049744, 0.7695634961128235, -0.14650018513202667, 0.2843906879425049, -0.044411949813365936, -0.15862588584423065, -0.11525805294513702, -0.1315689980983734, -0.07624474912881851, -0.4823421537876129, -0.025493798777461052, -0.34929728507995605 ]
Part OneData Structures, Types and Melody Ucros https://towardsdatascience.com/data-preprocessing-for-non-techies-basic-terms-and-definitions-ea517038a4e5
Data Preprocessing For Non-Techies: Basic Terms and Definitions
[ -0.08765269070863724, -0.08113311231136322, 0.011470281518995762, 0.24793322384357452, 0.17656509578227997, 0.16744877398014069, -0.3167373538017273, -0.07965575903654099, -0.08232749998569489, 0.05062461644411087, -0.4656347632408142, 0.15138359367847443, -0.11867937445640564, -0.08971146494150162, -0.04316200688481331, 0.3810727596282959, -0.07588183134794235, 0.14686428010463715, -0.1560784876346588, -0.23291970789432526, -0.3125978410243988, -0.3590218126773834, 0.46750587224960327, -0.5167418122291565, 0.09801573306322098, -0.14788618683815002, 0.3717779219150543, 0.06046837940812111, -0.4267834722995758, 0.13871902227401733, -0.2293284386396408, 0.4784884452819824, 0.1628609597682953, -0.016086863353848457, -0.0575026273727417, -0.3161679208278656, -0.46346068382263184, -0.22754782438278198, -0.24945712089538574, -0.4441105127334595, -0.32105621695518494, -0.09311835467815399, -0.3000771999359131, 0.0073899878188967705, 0.2824743986129761, -0.07361303269863129, -1.2055193185806274, -0.2825503647327423, -0.5101754665374756, 0.1541731208562851, -0.32060903310775757, 0.3617126941680908, 0.12803591787815094, 0.28667202591896057, -0.10792332887649536, -0.2857435345649719, 0.03913659229874611, -0.4677211046218872, -0.03478337451815605, -0.0703505203127861, 0.08325549960136414, 0.5710288882255554, -0.18214499950408936, 0.3332611620426178, 0.6635758280754089, 0.05525808408856392, -0.08238481730222702, 0.2422790676355362, -0.30898740887641907, -0.09366559982299805, 0.059777773916721344, 0.19764328002929688, -0.25195181369781494, 0.10528456419706345, 0.0983964055776596, 0.19149468839168549, 0.5281397104263306, 0.05368741229176521, 0.41051608324050903, 0.2605054974555969, -0.12670281529426575, 0.2905258536338806, 0.3834722340106964, 0.06832332909107208, 0.12808546423912048, -0.12938423454761505, -0.3339744806289673, -0.08049973845481873, -0.5224176049232483, 0.14212267100811005, -0.24230371415615082, -0.501343309879303, 0.06831689178943634, 0.09478139877319336, 0.08470530807971954, 0.3146286606788635, 0.23728638887405396, -0.04215581342577934, -0.11247875541448593, 0.5859161019325256, -0.9346751570701599, 0.5060402154922485, -0.13894805312156677, -0.4132351577281952, -0.37627503275871277, -0.052180882543325424, -0.5559609532356262, -0.46953389048576355, -0.19542305171489716, 0.4746536314487457, -0.2578244209289551, 0.12509648501873016, 0.13256072998046875, 0.20466995239257812, -0.08400441706180573, 0.6224765777587891, -0.08614763617515564, -0.008075995370745659, -0.17332111299037933, -0.18201930820941925, 0.013683818280696869, 0.7170484066009521, 0.24975740909576416, -0.004359271377325058, 0.4347955584526062, 0.4316522479057312, 0.3204594850540161, 0.09890639036893845, 0.22185978293418884, 0.3955366909503937, 0.26965954899787903, 0.5251781344413757, 0.0285491943359375, -0.035718899220228195, 0.11987173557281494, -0.45037397742271423, 0.0157453753054142, 0.25960999727249146, 0.6490001678466797, 0.10394067317247391, -0.12812194228172302, 0.011320031248033047, -0.3698928952217102, -0.39390936493873596, -0.14117327332496643, -0.1709822565317154, -0.396343469619751, 0.4457172751426697, -0.4006454646587372, -0.058243297040462494, -0.15077097713947296, 0.060646310448646545, -0.3289247155189514, -0.2200985699892044, -0.2839663624763489, 0.05870574340224266, -0.014107650145888329, 0.22479365766048431, -0.21400964260101318, 0.20053087174892426, -0.1186939999461174, 0.3730928897857666, -0.24869489669799805, 0.11415598541498184, 0.7420662045478821, 0.08384805172681808, -0.14672298729419708, 0.49306219816207886, 0.1431523710489273, 0.07780757546424866, -0.10796630382537842, -0.6645534038543701, 0.2035420835018158, -0.5746452808380127, -0.05407821014523506, 0.11917264759540558, 0.4295635223388672, -0.20514696836471558, 0.20897996425628662, 0.027765393257141113, -0.5421580076217651, -0.24250905215740204, 0.1302221715450287, -0.24434904754161835, 0.1171955019235611, -0.2455252707004547, -0.1041475459933281, 0.01646500453352928, 0.1103118509054184, 0.0568404458463192, -0.2548235356807709, -0.14539456367492676, 0.7975711226463318, -0.5861682891845703, 0.4729387164115906, 0.2570914924144745, -0.02868516370654106, 0.5119722485542297, -0.04079229012131691, 0.0710969939827919, -0.18418964743614197, 0.11719875037670135, 0.25140655040740967, -0.008275432512164116, 0.01826738379895687, 0.005096131004393101, -0.006828860379755497, -0.2533244490623474, -0.12403815239667892, -0.10447806864976883, -0.13204853236675262, 0.18089626729488373, 0.4593254327774048, -0.5173012018203735, -0.0551365427672863, -0.6069591641426086, 0.020925093442201614, -0.07525613903999329, 0.3528498113155365, -0.10012028366327286, 0.2775357961654663, -0.2340603768825531, -0.0016776351258158684, -0.1273016482591629, -0.18501408398151398, 0.4979115426540375, 0.29528215527534485, 0.156508207321167, 0.6783737540245056, -0.011706775054335594, -0.009181570261716843, -0.02969776839017868, 0.09438858181238174, -0.4785761535167694, -0.12431398779153824, 0.2621438801288605, -0.3762425184249878, 0.031016355380415916, 0.19971111416816711, -0.10269802808761597, -0.22424152493476868, 0.25317826867103577, -0.3643316626548767, -0.03561988100409508, 0.08129696547985077, -0.21676653623580933, -0.22925148904323578, -0.16734470427036285, 0.0749928280711174, 0.028520578518509865, 0.27552521228790283, 0.4348298907279968, -0.10710426419973373, -0.4455317258834839, -0.05989024043083191, 0.31206876039505005, -0.4409591555595398, -0.2998422086238861, -0.06801792234182358, 0.5868318676948547, -0.61175537109375, 0.34372636675834656, -0.27935218811035156, 0.25548866391181946, 0.2663605809211731, -0.546445369720459, -0.08807823061943054, -0.2996005713939667, 0.13634173572063446, 0.36085590720176697, 0.1800563931465149, 0.07350155711174011, -0.3219080865383148, -0.13924190402030945, -0.21327891945838928, -0.3958740532398224, 0.3860693573951721, -0.13824327290058136, -0.21622958779335022, -0.6300658583641052, 0.2500053942203522, 0.2436017096042633, 0.08845257014036179, -0.16338276863098145, -0.33886364102363586, 0.06533177942037582, 0.22999359667301178, 0.005976345390081406, -0.38869237899780273, -0.10258687287569046, -0.21913355588912964, 0.2219773530960083, -0.2658928334712982, 0.055798016488552094, 0.4169396162033081, -0.0007557704229839146, -0.06761699914932251, 0.008484993129968643, -0.04540844261646271, 0.028284650295972824, -0.8343592882156372, 0.4060647487640381, 0.38413482904434204, -0.42128127813339233, 0.04871535301208496, 0.06728730350732803, -0.19550681114196777, 0.16700269281864166, -6.51435661315918, -0.09044025838375092, -1.1854512691497803, -0.13012471795082092, -0.10352244973182678, 0.06533446162939072, 0.288568377494812, 0.016211790964007378, -0.006656250916421413, -0.3088690936565399, -0.4916570782661438, -0.25020632147789, -0.138270303606987, 0.5496999025344849, -0.005215680692344904, 0.4107339382171631, 0.12729351222515106, 0.07587568461894989, 0.2800343334674835, 0.5548573136329651, -0.08033666014671326, -0.06352324038743973, -0.11156992614269257, 0.47341981530189514, 0.39352360367774963, -0.24966101348400116, -0.4053570330142975, 0.4938308894634247, -0.5833341479301453, -0.15525242686271667, 0.8047835230827332, -0.10355010628700256, -0.5728708505630493, 0.2177233248949051, -0.27457544207572937, -0.03670723736286163, -0.4452888071537018, 0.3878248929977417, 0.15483778715133667, -0.47862178087234497, 0.02446603961288929, -0.06432513147592545, 0.180887371301651, -0.4538412094116211, -0.09869719296693802, -0.15426436066627502, -0.2006966918706894, 0.014230170287191868, 0.4632009267807007, 0.3022356629371643, -0.11323318630456924, 0.017111627385020256, 0.32914626598358154, 0.07651793211698532, -0.2729271650314331, -0.5200241208076477, 0.38950255513191223, 0.10537256300449371, -0.34346306324005127, -0.19880656898021698, 0.4496396780014038, -0.4485418200492859, -0.12645047903060913, -0.9288352131843567, -0.32639405131340027, 0.019658217206597328, -0.7473581433296204, 0.012510846368968487, -0.01813160441815853, 0.5355641841888428, -0.8979102969169617, 0.20297081768512726, -0.4023706018924713, -0.6635650992393494, 0.6356397867202759, -0.35065674781799316, -0.37043580412864685, 0.009739630855619907, 0.2434530407190323, -0.07463241368532181, -0.09565024822950363, -0.3191819190979004, -0.09763292223215103, 0.2336816042661667, -0.03928350657224655, -0.28182488679885864, -0.018509406596422195, -0.252418577671051, 0.045432817190885544, 0.38367941975593567, 0.7633262872695923, -0.1729259043931961, 0.6038587093353271, 0.04205343872308731, 0.47204816341400146, -0.30730563402175903, 0.35858070850372314, 0.4431942105293274, 0.08531679213047028, -0.06143897771835327, 0.3131127953529358, -0.20712251961231232, -0.47902268171310425, -0.19600699841976166, -0.340227872133255, -0.04565541073679924, -0.10064248740673065, -0.5891791582107544, 0.564278244972229, -0.0750441700220108, 0.28897517919540405, -0.00179363414645195, -0.432035356760025, -0.10903686285018921, -0.10004129260778427, 0.007038571871817112, -0.14614592492580414, 0.35886988043785095, 0.5463223457336426, -0.10243238508701324, 0.05781048163771629, -0.06656772643327713, -0.10986732691526413, 0.25556984543800354, 0.14069873094558716, 0.10816542059183121, 0.031443215906620026, 0.4372059106826782, 0.059258654713630676, 0.014621008187532425, 0.16328907012939453, -0.24051959812641144, -0.22702071070671082, -0.009842116385698318, 0.26105794310569763, -0.11375349014997482, 0.09339335560798645, 0.26353976130485535, 0.012723462656140327, -0.692528486251831, 0.3864802122116089, -0.05390338599681854, 0.40687423944473267, -0.11456423252820969, 0.532352864742279, 0.07944703847169876, 0.453194260597229, 0.1205071285367012, -0.13191796839237213, 0.11404046416282654, 0.41270148754119873, -0.5107170343399048, 0.18082372844219208, 0.15745189785957336, -0.26806220412254333, -0.005083512980490923, 0.41530469059944153, -0.04082533344626427, 0.09805351495742798, -0.34128814935684204, 0.15167777240276337, -0.5152251124382019, -0.38997894525527954, -0.3292354345321655, 0.18477647006511688, 0.058655980974435806, -0.3967617154121399, -0.30626150965690613, -0.19499635696411133, 0.08797420561313629, -0.07922612875699997, -0.015178877860307693, 0.09819945693016052, 0.12057972699403763, 0.10637059062719345, -0.30040448904037476, 0.33527517318725586, 0.1297527253627777, 0.047271572053432465, 0.5836654901504517, 0.001772965770214796, -0.12767615914344788, -0.019184023141860962, 0.1688012331724167, 0.44174453616142273, 0.13325342535972595, -0.10465782135725021, 0.7225226163864136, -0.23536397516727448, -0.5489598512649536, -0.021912313997745514, 0.07284347712993622, 0.20644688606262207, -0.07687939703464508, -0.33563709259033203, -0.40917277336120605, 0.2500178813934326, 0.5906684994697571, 0.01800289936363697, -0.6428003907203674, 0.2630077302455902, 0.12297198176383972, -0.15675488114356995, 0.7002518773078918, 0.03712492436170578, -0.21335434913635254, 0.5030529499053955, -0.399051308631897, -0.01271961908787489, 0.030839169397950172, -0.06687609851360321, -0.41414520144462585, 0.38968491554260254, 0.018944837152957916, 0.028531335294246674, -0.10194337368011475, -0.12457190454006195, -0.28965604305267334, -0.2314906120300293, 0.05344052612781525, -0.28832197189331055, 0.0432254895567894, -0.07709736377000809, 0.15582096576690674, -0.12272106856107712, 0.24328017234802246, 0.3501562476158142, -0.4722765386104584, 0.22075459361076355, -0.16529129445552826, 0.3377200663089752, 0.048885151743888855, 0.3030259609222412, 0.07460208982229233, -0.2621675431728363, -0.08528123050928116, -0.38947951793670654, 0.5694351196289062, 0.3611421585083008, -0.08150375634431839, -0.6268644332885742, -0.05092363432049751, -0.37230750918388367, -0.47325029969215393, -0.05284671112895012, 0.28196537494659424, -0.17411498725414276, -0.28559646010398865, -0.4578969478607178, 0.33790531754493713, 0.3491203188896179, -0.06378774344921112, -0.45797041058540344, -0.13842345774173737, 1.0407477617263794, 0.18380682170391083, -0.2808047831058502, -0.2460261434316635, -0.29211661219596863, 0.30048036575317383, 0.46147406101226807, -0.05263621732592583, -0.4966150224208832, 0.4900829493999481, 0.07344278693199158, 0.19909052550792694, 0.05253361538052559, -0.09629660844802856, 0.11518210917711258, -0.23380433022975922, -0.5509395003318787, 0.48791149258613586, 0.18800820410251617, 0.39080843329429626, -0.2307891845703125, -0.2795741558074951, 0.12125404924154282, 0.03934954106807709, -0.18281400203704834, -0.32368576526641846, -0.3479641079902649, -0.32326653599739075, 0.402422159910202, 0.27932214736938477, 0.11566470563411713, 0.012313097715377808, -0.0007184441783465445, 0.3653077483177185, -0.19928985834121704, 0.3904320299625397, -0.05458861589431763, 0.669569194316864, -0.19349808990955353, 0.055432938039302826, -0.05316661298274994, 0.1983499974012375, 0.29194188117980957, -0.2618456482887268, 0.39250391721725464, -0.3617766201496124, 0.11954452842473984, 0.32234811782836914, 0.9603369832038879, -0.12036986649036407, 0.18329322338104248, 0.45279446244239807, 0.13902972638607025, -0.09373588114976883, -0.34101662039756775, -0.13713271915912628, 0.5259827375411987, 0.11094246804714203, 0.6563981771469116, 0.6206019520759583, -0.08651700615882874, -0.10282260179519653, -0.25785306096076965, 0.24523746967315674, 0.23617202043533325, 0.1057279035449028, 0.05027201399207115, -0.2103101760149002, 0.2413340061903, -0.09428462386131287, -0.21715348958969116, 0.2922290861606598, 0.0024456686805933714, -0.26043131947517395, -0.029142405837774277, 0.6655965447425842, 0.20025332272052765, 0.1914815902709961, 0.12369745224714279, 0.30152013897895813, -0.3849771320819855, -0.44073015451431274, -0.4029218256473541, -0.09172721952199936, 0.14181427657604218, -0.03836296126246452, 0.27872493863105774, -0.15040132403373718, 0.1904708594083786, -0.010005485266447067, -0.22309234738349915, 0.3891337215900421, -0.24606308341026306, 0.4244665503501892, 0.31858086585998535, 0.18708868324756622, -0.25500917434692383, 0.36421099305152893, 0.15545713901519775, -0.3324316143989563, -0.7501905560493469, -0.23841416835784912, 0.40564534068107605, 0.2715049386024475, -0.10555369406938553, 0.3398253321647644, -0.2326347678899765, 0.6071714758872986, 0.23258481919765472, 0.10126010328531265, -0.12885397672653198, -0.07635968178510666, 0.5747644305229187, 0.3832855224609375, 0.4211302399635315, 0.21652927994728088, -0.006633981131017208, 0.12920323014259338, -0.5729735493659973, -0.05532567948102951, -0.18989965319633484, -0.27459093928337097, 0.25929445028305054, 0.1053258553147316, 0.12857630848884583, 0.3934559226036072, 0.05035104602575302, 0.3344545066356659, -0.35817310214042664, -0.001275045913644135, 0.27349328994750977, -0.2700563073158264, 0.14132773876190186, 0.2399163693189621, -0.08595400303602219, 0.08783937245607376, -0.15786823630332947, -0.8241187930107117, 0.22557377815246582, -0.09003939479589462, -0.26398876309394836, -0.08228719234466553, 0.2326633483171463, 0.31684210896492004, 0.7804136872291565, 0.14134441316127777, 0.23640422523021698, -0.1555522382259369, -0.17456984519958496, 0.11546658724546432, -0.053906671702861786, 0.1644255518913269, -0.20871679484844208, 0.25794467329978943, -0.10974477976560593, 0.19914600253105164, 0.34367281198501587, 0.25395071506500244, -0.021366199478507042, 0.046487487852573395, -0.11035299301147461, 0.0517534576356411, 0.30562153458595276, 0.0020686162170022726, -0.5297327637672424, 0.17126156389713287, 0.043189845979213715, -0.3171052932739258, 0.011447621509432793, -0.0718822032213211, -0.1157393530011177, 0.020966455340385437, -0.37318679690361023, 0.5868399739265442, 0.0790870413184166, 0.32048043608665466, -0.2040623128414154, -0.49602487683296204, -0.25307562947273254, 0.4721781015396118, -0.1463330090045929, 0.3348671793937683, -0.3538077771663666, -0.10065197199583054, -0.2732059061527252, -0.171844020485878, -0.46338483691215515, -0.1458180993795395, -0.12757405638694763, 0.40573471784591675, -0.32802221179008484, -0.0037743409629911184, -0.19077950716018677, 0.13520613312721252, -0.8773360848426819, 0.21917732059955597, -0.04822861775755882, 0.2812487781047821, -0.28326162695884705, -0.06644867360591888, -0.3482869863510132, -0.27216070890426636, 0.2943270206451416, -0.10981275141239166, -0.4910598695278168, 0.22076772153377533 ]
Part TwoChecklist of Most Melody Ucros https://towardsdatascience.com/data-preprocessing-for-non-techies-feature-exploration-and-engineering-f1081438a5de
Data Preprocessing for Non-Techies: Feature Exploration and Engineering
[ -0.14328831434249878, -0.14676892757415771, -0.04347957298159599, 0.3549586236476898, 0.3449932038784027, 0.2262330800294876, -0.5837817192077637, 0.11803819984197617, -0.34622639417648315, -0.03907645866274834, -0.6262166500091553, 0.3563256561756134, 0.11477133631706238, -0.23935836553573608, -0.1035533919930458, 0.47348207235336304, 0.01728253811597824, 0.03421715646982193, -0.052045632153749466, -0.08174625039100647, -0.24099302291870117, -0.20533102750778198, 0.8764625191688538, -0.5730714201927185, -0.20862025022506714, -0.3918762803077698, 0.47638747096061707, 0.39092010259628296, -0.2631058096885681, 0.18762652575969696, -0.4105934798717499, 0.6014788150787354, 0.23380009829998016, 0.1193774938583374, -0.19351544976234436, -0.25932562351226807, -0.4092930853366852, -0.3610577881336212, 0.10155672580003738, -0.1596958339214325, -0.1651366800069809, -0.018067458644509315, -0.5094054937362671, 0.1446080058813095, 0.19847029447555542, -0.3117677569389343, -1.4588253498077393, -0.16344965994358063, -0.3225804567337036, 0.0710785835981369, -0.09411409497261047, 0.40291303396224976, 0.06044691801071167, 0.1654893159866333, -0.2451084405183792, 0.2068742960691452, 0.07215165346860886, -0.41153135895729065, -0.06434425711631775, -0.07978726178407669, -0.027521800249814987, 0.4699380099773407, -0.31895819306373596, 0.3459499776363373, 0.26730990409851074, 0.15236370265483856, -0.04659785330295563, 0.15473559498786926, -0.38742291927337646, -0.22357594966888428, 0.09474420547485352, 0.4179858863353729, -0.25386106967926025, 0.21326959133148193, 0.15215414762496948, 0.16972430050373077, 0.5399394035339355, 0.07112658023834229, 0.4009215831756592, 0.09143783897161484, -0.0007067988044582307, 0.05747738480567932, 0.31189417839050293, 0.254269003868103, 0.12871122360229492, -0.012930830009281635, -0.31450265645980835, -0.14608560502529144, -0.4559232294559479, -0.026459667831659317, -0.023681774735450745, -0.35009539127349854, 0.11355895549058914, 0.32483044266700745, 0.2782980501651764, 0.10537883639335632, 0.4670427739620209, 0.07914502918720245, -0.16965509951114655, 0.4383782744407654, -0.8204281330108643, 0.5213093757629395, -0.2349884957075119, -0.232051283121109, -0.45213305950164795, -0.01369069330394268, -0.6291940808296204, -0.5578880310058594, -0.4940541982650757, 0.4485979974269867, -0.31264013051986694, 0.24776142835617065, -0.013382894918322563, 0.416914165019989, -0.1464145928621292, 0.4673827588558197, -0.24413256347179413, -0.12432880699634552, -0.31462517380714417, -0.31484779715538025, -0.17867285013198853, 0.8559972047805786, 0.2008393257856369, -0.06931766122579575, 0.40317121148109436, 0.42373108863830566, 0.14001010358333588, -0.010023208335042, 0.25373733043670654, 0.47674962878227234, 0.6367904543876648, 0.06777111440896988, 0.1173262819647789, -0.0927492007613182, 0.2193780392408371, -0.7160478234291077, 0.17144134640693665, 0.05030263215303421, 0.6235154867172241, 0.1586892157793045, -0.35806840658187866, -0.25129151344299316, -0.2552260756492615, -0.3909463584423065, -0.07717989385128021, -0.3059425950050354, -0.22025206685066223, 0.6125661134719849, -0.6424389481544495, -0.09017123281955719, -0.35470229387283325, -0.03636839985847473, -0.6455493569374084, -0.24484969675540924, -0.47455787658691406, 0.2703060209751129, 0.005288015119731426, -0.07060317695140839, 0.2535083591938019, 0.20575690269470215, -0.20123283565044403, 0.2114478200674057, -0.17746908962726593, -0.024312762543559074, 0.6832798719406128, 0.002380571560934186, 0.1571541130542755, 0.39053818583488464, 0.009061728604137897, 0.08114874362945557, -0.3382672071456909, -0.5065149664878845, 0.20560914278030396, -0.5933144688606262, 0.05438864976167679, 0.045288700610399246, 0.35899630188941956, -0.2803105413913727, 0.27333471179008484, 0.0673583596944809, -0.6008139848709106, -0.26667520403862, 0.2139696329832077, -0.07640015333890915, -0.04288534075021744, -0.5585567951202393, -0.06710000336170197, -0.1678793728351593, -0.17335541546344757, 0.22056646645069122, -0.6903679966926575, -0.2864132821559906, 0.663567066192627, -0.42949384450912476, 0.5693681240081787, 0.1937154084444046, -0.19624324142932892, 0.413301557302475, 0.06943852454423904, 0.19868023693561554, -0.4329516589641571, -0.0697803795337677, 0.15771768987178802, 0.04508664458990097, -0.06083515286445618, -0.01255339290946722, 0.06619482487440109, -0.2532511055469513, -0.12464278936386108, 0.1326814889907837, 0.00260279793292284, 0.2368195652961731, 0.44639095664024353, -0.4857153296470642, -0.09638289362192154, -0.25405240058898926, -0.03769255056977272, 0.012507901526987553, 0.11105834692716599, -0.02394268289208412, 0.31464990973472595, -0.21482977271080017, 0.01397276483476162, -0.07130993902683258, -0.11577876657247543, 0.6155754923820496, 0.33140861988067627, 0.20526446402072906, 0.4531766474246979, 0.20564045011997223, -0.23184654116630554, -0.27032366394996643, 0.10919444262981415, -0.6679125428199768, -0.03818777576088905, 0.2755315899848938, -0.2185671329498291, 0.12092731893062592, 0.21795520186424255, -0.08073172718286514, -0.36317962408065796, 0.40343666076660156, -0.35388901829719543, 0.2612953782081604, -0.07016967982053757, -0.09757742285728455, -0.1539471596479416, -0.06519688665866852, -0.15974049270153046, -0.29741570353507996, 0.04450485110282898, 0.5170937180519104, -0.37202996015548706, -0.46306008100509644, -0.02464412897825241, 0.1617496907711029, -0.2751573920249939, -0.5491166710853577, -0.1942666620016098, 0.4174650013446808, -0.45610204339027405, 0.36510106921195984, -0.13926947116851807, 0.19541165232658386, 0.35734692215919495, -0.388168066740036, -0.004910781979560852, -0.5468109250068665, 0.045995909720659256, 0.3970680236816406, 0.14298616349697113, 0.08396557718515396, -0.25993216037750244, -0.016630958765745163, -0.23832350969314575, -0.40180739760398865, 0.19866444170475006, 0.09409881383180618, -0.47129136323928833, -0.6362204551696777, 0.17255009710788727, 0.32869234681129456, 0.004867963492870331, 0.27507713437080383, -0.31197696924209595, 0.05727492645382881, 0.029434313997626305, 0.08834896236658096, -0.6254347562789917, -0.10505065321922302, -0.20495080947875977, 0.14189159870147705, 0.014266432262957096, -0.05266665294766426, 0.12825830280780792, -0.022483067587018013, 0.012080971151590347, -0.14138291776180267, 0.03493224456906319, 0.021096626296639442, -0.8058732151985168, 0.31803378462791443, 0.21901239454746246, -0.4752224385738373, -0.017053749412298203, -0.13331004977226257, -0.07117243111133575, 0.19477611780166626, -6.420020580291748, -0.066838338971138, -1.2674493789672852, 0.07525253295898438, 0.09328091889619827, -0.16294924914836884, 0.13207176327705383, 0.04710712283849716, 0.2049989104270935, -0.44279974699020386, -0.39082688093185425, -0.4033474624156952, 0.015970824286341667, 0.4550510346889496, -0.09746754914522171, 0.46527841687202454, 0.6403098106384277, 0.3277372419834137, 0.4114016890525818, 0.3833264708518982, -0.1100330725312233, -0.012412449344992638, 0.012426783330738544, 0.5580173134803772, 0.5345820188522339, -0.14851215481758118, -0.3404026925563812, 0.45088469982147217, -0.3259689211845398, -0.0882849395275116, 0.7680727243423462, 0.10258139669895172, -0.5637850165367126, 0.3763173818588257, 0.016095459461212158, 0.10240402817726135, -0.25101980566978455, 0.20763950049877167, 0.30077633261680603, -0.008494626730680466, 0.05734111741185188, 0.17033196985721588, -0.03261345997452736, -0.4515179395675659, -0.015691732987761497, -0.43851953744888306, -0.09706028550863266, 0.07940981537103653, 0.4098823070526123, 0.12088000029325485, 0.08033233880996704, -0.08530042320489883, 0.29521802067756653, 0.20663145184516907, -0.16914033889770508, -0.5314870476722717, 0.4236294627189636, 0.35271865129470825, -0.21823127567768097, -0.11303240060806274, 0.13857020437717438, -0.39816197752952576, -0.0547189936041832, -1.263132095336914, -0.5090372562408447, 0.0941028967499733, -0.5660618543624878, 0.03976735100150108, 0.03351907059550285, 0.4020828902721405, -0.9357993006706238, 0.204071506857872, -0.14236585795879364, -0.8812546133995056, 0.4481910169124603, -0.11588604748249054, -0.4660646915435791, -0.060288239270448685, 0.024328064173460007, -0.03418426960706711, -0.32701149582862854, -0.17858977615833282, -0.033546723425388336, 0.4485270082950592, 0.1426747441291809, -0.719829797744751, 0.01095883920788765, -0.1943269520998001, 0.18362851440906525, 0.3785351514816284, 0.6128470301628113, -0.4449820816516876, 0.7318408489227295, 0.07780423760414124, 0.5586413741111755, 0.10730165988206863, 0.20300650596618652, 0.3558047115802765, -0.061934422701597214, -0.3130517303943634, 0.20519688725471497, -0.19120506942272186, -0.5664387345314026, -0.19295696914196014, -0.22097471356391907, -0.08622106164693832, 0.14554688334465027, -0.6095449328422546, 0.419086754322052, -0.14055490493774414, 0.1352168172597885, 0.09496158361434937, -0.4626186490058899, -0.04863673821091652, 0.0810813158750534, -0.0686199814081192, -0.28165125846862793, 0.03820135071873665, 0.5375159978866577, 0.08945247530937195, -0.1251911073923111, -0.04519018903374672, -0.20201700925827026, 0.30811190605163574, 0.34107500314712524, -0.031021470203995705, -0.02079903706908226, 0.28288915753364563, 0.1884516030550003, 0.27799975872039795, 0.22754092514514923, 0.05292332172393799, -0.1991201788187027, 0.11191388964653015, 0.3897116184234619, -0.18473586440086365, 0.4128817021846771, 0.192577064037323, -0.21978913247585297, -0.7970297336578369, 0.2785707116127014, -0.06815621256828308, 0.4632873237133026, -0.10230785608291626, 0.598039984703064, 0.2270476222038269, 0.34802713990211487, 0.34224754571914673, -0.27985358238220215, 0.2937288284301758, 0.20757648348808289, -0.47475698590278625, -0.09619319438934326, 0.17080575227737427, 0.17677100002765656, 0.022353176027536392, 0.07664863765239716, -0.05862593278288841, 0.32567790150642395, -0.34266892075538635, 0.1640346646308899, -0.6031889915466309, -0.10576181858778, -0.1844964623451233, 0.13286276161670685, 0.16874240338802338, -0.6227062344551086, -0.27311429381370544, -0.26155561208724976, 0.1744231879711151, -0.16071398556232452, -0.10793379694223404, -0.19176480174064636, 0.07281670719385147, 0.07358057051897049, -0.5166996717453003, 0.5399124622344971, 0.06593142449855804, 0.11995130777359009, 0.4031637907028198, -0.11913997679948807, -0.04952791705727577, 0.23150096833705902, 0.3570764362812042, 0.7817525267601013, 0.04968761280179024, -0.1902097463607788, 0.5676935911178589, -0.05006737634539604, -0.47862279415130615, 0.17691294848918915, 0.24225632846355438, 0.31857308745384216, -0.27502644062042236, -0.08406703174114227, -0.47646158933639526, 0.1879505068063736, 0.6204590201377869, -0.1800815612077713, -0.5746744871139526, 0.12327535450458527, 0.22619405388832092, -0.0741574689745903, 0.7624943256378174, 0.07724441587924957, -0.21783111989498138, 0.5489839911460876, -0.3317660689353943, -0.07851605117321014, -0.14433643221855164, -0.12036197632551193, -0.4739156663417816, 0.4603729546070099, 0.0914163738489151, 0.19599603116512299, 0.1594720184803009, -0.030404066666960716, -0.1909184604883194, 0.027570893988013268, 0.1457451432943344, -0.44282206892967224, -0.05930061265826225, -0.35506758093833923, 0.0047483667731285095, 0.07705853879451752, -0.05653814971446991, 0.42738062143325806, -0.4589863419532776, 0.03224774822592735, -0.08622279018163681, 0.49659037590026855, -0.1524166315793991, 0.40276360511779785, 0.06418557465076447, -0.08051435649394989, -0.016624310985207558, 0.14568102359771729, 0.634644091129303, 0.5131361484527588, -0.3701292872428894, -0.35753026604652405, -0.07948321104049683, -0.34385204315185547, -0.21499042212963104, -0.2983124554157257, 0.5482471585273743, -0.09224298596382141, -0.1368122696876526, -0.6815082430839539, 0.09733141213655472, 0.5198855996131897, -0.17385302484035492, -0.5070050358772278, -0.3716834783554077, 0.6191172003746033, -0.001554706715978682, -0.36312389373779297, -0.12213268131017685, -0.3360423743724823, 0.2829190492630005, 0.29375359416007996, -0.009328325279057026, -0.457282155752182, 0.3920334279537201, -0.20598328113555908, 0.22416076064109802, 0.05240456387400627, -0.3068870007991791, 0.22003363072872162, -0.039384618401527405, -0.5462292432785034, 0.2761165201663971, -0.05660226196050644, 0.5397498607635498, -0.21769481897354126, -0.1615290343761444, 0.14163382351398468, -0.0506756454706192, -0.39808523654937744, -0.3970840573310852, -0.2576412856578827, -0.16782459616661072, 0.12878096103668213, 0.17503304779529572, 0.025034097954630852, -0.11634813994169235, 0.020613402128219604, 0.44482648372650146, -0.2816214859485626, 0.3041321337223053, -0.020849594846367836, 0.48842257261276245, -0.21666432917118073, -0.36879828572273254, -0.10804469138383865, 0.3316109776496887, 0.36212772130966187, -0.4048084616661072, -0.08998310565948486, -0.26022976636886597, 0.06189936771988869, 0.36837542057037354, 1.0037204027175903, -0.09025195986032486, 0.3977190852165222, 0.542599618434906, 0.14934565126895905, -0.0005043008713982999, -0.06221480295062065, -0.1044740304350853, 0.5618820190429688, 0.2723367214202881, 0.6427330374717712, 0.7829489707946777, -0.027412282302975655, -0.168413445353508, -0.12923114001750946, 0.36598557233810425, 0.19824320077896118, 0.2563004493713379, -0.15201006829738617, -0.16216261684894562, 0.1905497908592224, -0.35561689734458923, 0.02232183888554573, 0.3828613758087158, 0.09364014118909836, -0.004733191803097725, 0.05803128704428673, 0.6774547696113586, -0.12109429389238358, 0.3387370705604553, 0.12089411169290543, 0.37632620334625244, -0.41905486583709717, -0.253560334444046, -0.12365709990262985, -0.05873308703303337, 0.27565470337867737, 0.06009462848305702, 0.0965682789683342, 0.03913891315460205, 0.23189114034175873, -0.10087261348962784, -0.014304005540907383, 0.4046746492385864, -0.17543062567710876, 0.40806010365486145, 0.31910738348960876, 0.12893714010715485, -0.22057022154331207, 0.3074919283390045, -0.01926707848906517, -0.14663872122764587, -0.7228992581367493, -0.23219697177410126, 0.2371145635843277, 0.03621998801827431, -0.14651493728160858, 0.39423301815986633, 0.034656230360269547, 0.6518889665603638, 0.27914705872535706, 0.04213692992925644, -0.2635963261127472, -0.3108081519603729, 0.30847468972206116, 0.4161429703235626, 0.47686874866485596, 0.3043089210987091, 0.027726823464035988, 0.21610629558563232, -0.2632901072502136, -0.26280030608177185, -0.09852000325918198, -0.23580290377140045, 0.19788965582847595, 0.1141865998506546, 0.1018148884177208, 0.5577189326286316, -0.04680860415101051, 0.22151394188404083, -0.461113840341568, 0.2509201765060425, -0.012698959559202194, 0.03172788396477699, 0.03090476430952549, 0.5905433893203735, -0.0338917151093483, 0.10342571139335632, 0.03775305300951004, -0.7844792604446411, 0.18501801788806915, 0.009327021427452564, -0.4403764009475708, -0.07274390012025833, 0.2687842547893524, 0.08698248863220215, 0.7513000965118408, 0.02395855262875557, 0.4032866656780243, -0.27432742714881897, -0.029176698997616768, 0.21151301264762878, -0.25624436140060425, 0.0856587216258049, -0.32402145862579346, 0.3715471923351288, -0.2232619822025299, 0.15280307829380035, 0.32093575596809387, 0.11163143068552017, -0.13736626505851746, 0.16129736602306366, -0.08639312535524368, 0.03786911442875862, 0.47323864698410034, -0.11718057096004486, -0.3216460645198822, 0.020170390605926514, -0.005282376427203417, -0.4139941334724426, 0.02393314428627491, -0.024717867374420166, -0.12342525273561478, -0.1278536468744278, -0.39432746171951294, 0.5239937901496887, 0.07342620193958282, 0.2839740514755249, -0.19322827458381653, -0.547523021697998, -0.23495663702487946, 0.4870948791503906, -0.374014288187027, 0.2039826661348343, -0.2579500377178192, -0.2175411581993103, -0.25917771458625793, -0.4249255657196045, -0.5194542407989502, -0.22999277710914612, 0.018520664423704147, 0.18223002552986145, -0.33622655272483826, -0.2599468231201172, -0.11018184572458267, 0.24808642268180847, -0.7759949564933777, 0.07517808675765991, -0.13919013738632202, 0.35290586948394775, -0.12964166700839996, -0.0035793157294392586, -0.23623311519622803, -0.4285701811313629, 0.37836021184921265, -0.03797350451350212, -0.2595914602279663, 0.2130475491285324 ]
Minder Suggestion Engine: Numan Sheikh https://towardsdatascience.com/data-science-43c246d4eebc
Data Science
[ -0.260966032743454, -0.08576936274766922, 0.18697631359100342, 0.42655670642852783, -0.08151364326477051, 0.1020992249250412, -0.15312890708446503, -0.030991552397608757, -0.041237279772758484, -0.018046900629997253, -0.4315067231655121, -0.38243070244789124, -0.09058139473199844, 0.07953602075576782, 0.2190725952386856, 0.521858811378479, 0.042983412742614746, 0.09666480123996735, -0.22412633895874023, 0.2623591423034668, -0.29699695110321045, -0.3137601315975189, 0.43273940682411194, -0.6225335001945496, 0.1807045042514801, -0.22000226378440857, 0.20431160926818848, 0.014644447714090347, -0.36515820026397705, 0.2022935301065445, -0.1561921387910843, 0.45096877217292786, 0.04175722226500511, 0.26561132073402405, -0.42788270115852356, -0.007021326571702957, -0.5450676679611206, 0.0828641727566719, 0.047944363206624985, -0.40335312485694885, -0.37665194272994995, -0.12289266288280487, -0.10969943553209305, 0.5625842213630676, -0.39161279797554016, -0.7041508555412292, -1.5062848329544067, 0.306074321269989, -0.6934987902641296, -0.017618868499994278, -0.24886852502822876, 0.05221874266862869, 0.06676489859819412, 0.08659324795007706, -0.041191380470991135, -0.1517595797777176, 0.0020467322319746017, -0.295832097530365, -0.04941083863377571, -0.2312115579843521, 0.17429396510124207, 0.37985044717788696, -0.02499617263674736, -0.2783481776714325, 0.48971495032310486, -0.11045925319194794, -0.04185481369495392, 0.6166731119155884, -0.27140408754348755, 0.42999428510665894, 0.18153183162212372, 0.6188527345657349, -0.24063554406166077, 0.34669092297554016, -0.08240761607885361, 0.13064655661582947, 0.7332208752632141, 0.5371401309967041, 0.4418128728866577, 0.060548342764377594, -0.2531229853630066, -0.4021702706813812, 0.07179351896047592, -0.1058550775051117, 0.2796544134616852, -0.06016085669398308, -0.19861622154712677, -0.007258654572069645, -0.5093421339988708, -0.06618916243314743, -0.34908804297447205, -0.05581684038043022, -0.08388658612966537, 0.12169546633958817, 0.21140515804290771, 0.23156750202178955, 0.7486415505409241, 0.22788140177726746, -0.04956285282969475, -0.006856570485979319, -0.2887032628059387, -0.0009546494111418724, -0.48902732133865356, -0.24167560040950775, -0.07075286656618118, 0.24933643639087677, -0.5231869220733643, -0.5564579367637634, -0.5470678806304932, 0.5340251326560974, -0.41347768902778625, 0.32625120878219604, 0.3905501663684845, 0.028803445398807526, -0.0843576192855835, 0.32841596007347107, 0.36365020275115967, -0.03188108280301094, -0.4233061373233795, -0.0009516075951978564, -0.2038753181695938, 0.7339847683906555, 0.10064926743507385, -0.4414433538913727, 0.3370893597602844, 0.017274774610996246, -0.13662412762641907, 0.4561755061149597, 0.17957666516304016, 0.6947452425956726, 0.7440480589866638, -0.1436581313610077, 0.15554210543632507, -0.4523244798183441, -0.06727651506662369, -0.6501097679138184, -0.2545646131038666, -0.23961985111236572, 0.2134513407945633, 0.3226173222064972, 0.015887312591075897, -0.09870808571577072, -0.5963826775550842, -0.0967487245798111, 0.16436652839183807, 0.35374557971954346, -0.30666542053222656, 0.44029489159584045, -0.09198015183210373, -0.08276385813951492, -0.2346794605255127, 0.14518021047115326, -0.5034677386283875, -0.3016860783100128, 0.10844537615776062, 0.3741578757762909, -0.40988484025001526, -0.17135827243328094, 0.45296183228492737, 0.19251874089241028, 0.31075039505958557, 0.04733043909072876, -0.19895778596401215, -0.5680450797080994, 0.6671657562255859, -0.03380175679922104, 0.36642301082611084, 0.06424329429864883, -0.06364832073450089, -0.06763539463281631, 0.01948102004826069, -0.5498722791671753, 0.36166098713874817, 0.1199939101934433, 0.46003279089927673, -0.14433179795742035, -0.14509829878807068, -0.13909564912319183, 0.30953675508499146, 0.21384350955486298, -0.546994686126709, -0.16788658499717712, 0.08833275735378265, -0.20380593836307526, 0.033353257924318314, -0.39461204409599304, 0.04471362754702568, -0.01039899978786707, 0.26272690296173096, 0.03734306991100311, -0.16116996109485626, -0.2758524715900421, 0.5468986630439758, -0.5663799047470093, 0.4471178352832794, 0.1940944939851761, 0.10925033688545227, 0.8049079179763794, 0.29061397910118103, -0.1120382621884346, -0.004665819462388754, -0.11055048555135727, 0.5772502422332764, -0.2336033135652542, -0.06930992752313614, 0.30007022619247437, 0.28599783778190613, -0.0054148356430232525, -0.015309292823076248, 0.1619294434785843, -0.21389292180538177, 0.08373972773551941, 0.268521785736084, -0.6899170279502869, -0.23786818981170654, -0.27478504180908203, 0.18456488847732544, 0.13550437986850739, 0.040383439511060715, 0.5863901972770691, 0.7775183320045471, 0.22641727328300476, -0.015211733989417553, 0.5040512681007385, -0.0935899019241333, 0.7904531955718994, 0.4478329122066498, 0.2157708704471588, 0.522330641746521, 0.4061962962150574, -0.07568969577550888, -0.35928311944007874, 0.22931088507175446, -0.480661541223526, -0.5848989486694336, 0.21690794825553894, -0.04082965478301048, 0.16333353519439697, 0.403016597032547, 0.08712086081504822, -0.12460751831531525, 0.23078207671642303, -0.47025108337402344, 0.35231253504753113, -0.33447641134262085, 0.12041838467121124, -0.6728372573852539, -0.3588772714138031, 0.061146803200244904, 0.22908848524093628, 0.25083690881729126, 0.6975331902503967, -0.17100714147090912, -0.19313356280326843, 0.5101602673530579, 0.46441343426704407, -0.19702918827533722, -0.29974713921546936, -0.014169158414006233, 0.3984435498714447, -0.35033079981803894, 0.3358718156814575, -0.4152999818325043, -0.011488495394587517, 0.06298331916332245, -0.7903774976730347, 0.22674299776554108, -0.37228986620903015, 0.24800214171409607, 0.020012440159916878, 0.2730349004268646, -0.05897323787212372, 0.2506178021430969, 0.4129563868045807, 0.05232439562678337, -0.7784550786018372, 0.4092365503311157, -0.11771947145462036, -0.40190985798835754, -0.6586581468582153, 0.3497536778450012, 0.0447855219244957, -0.06066819280385971, 0.004613528493791819, 0.34390270709991455, -0.35713133215904236, -0.37286949157714844, 0.2653745114803314, 0.07321063429117203, -0.5943030118942261, -0.12201166152954102, 0.22809794545173645, 0.4203365743160248, -0.20727045834064484, -0.04554132744669914, -0.06660177558660507, 0.08753787726163864, -0.14980937540531158, -0.4333612322807312, 0.05680941790342331, -0.5400898456573486, 0.7949612736701965, 0.33699727058410645, -0.4121045470237732, -0.03634774312376976, 0.24228879809379578, -0.39837589859962463, 0.08525032550096512, -6.220411777496338, 0.04920117184519768, -0.3762110769748688, -0.029051523655653, -0.05596195161342621, -0.14032503962516785, 0.33557572960853577, 0.003978094086050987, 0.21492187678813934, 0.033516258001327515, -0.5683271288871765, -0.2726864516735077, -0.27265000343322754, 0.2046012580394745, 0.08805964887142181, 0.7447623014450073, 0.21662017703056335, 0.07133845239877701, 0.015883976593613625, 0.8324376344680786, -0.356175035238266, 0.7973268628120422, -0.2992977499961853, 0.615446150302887, 0.43454524874687195, -0.0760660171508789, -0.5048006176948547, 0.46377626061439514, -0.4549495279788971, -0.19854791462421417, 0.6173244118690491, -0.12858067452907562, -0.5563374757766724, 0.1364312469959259, -0.11789105087518692, 0.21203754842281342, -0.10279440879821777, 0.3390330672264099, 0.2687922716140747, -0.20131875574588776, -0.3309967517852783, 0.2529759407043457, -0.23411327600479126, -0.23900958895683289, 0.6864681243896484, -0.6830825209617615, 0.004133656155318022, 0.172898069024086, -0.4616721570491791, -0.1500978171825409, -0.1976882964372635, -0.1178472489118576, 0.26917412877082825, -0.17381232976913452, -0.2972142696380615, -0.6759334206581116, 0.2087986171245575, 0.48997417092323303, -0.3355954587459564, 0.21437968313694, 0.5583797097206116, -0.1606828272342682, 0.052651483565568924, -0.7038436532020569, -0.5243185758590698, -0.07474956661462784, -0.5109471082687378, -0.33122751116752625, 0.1219632476568222, -0.08383030444383621, -0.7305907607078552, 0.5717787146568298, -0.11153142899274826, -0.6664959788322449, 0.42554420232772827, -0.5644899010658264, -0.15503443777561188, -0.18777760863304138, 0.16397006809711456, 0.1836465299129486, -0.3662514090538025, -0.3335711658000946, -0.08396287262439728, 0.7507951855659485, 0.05567116290330887, -0.1476127952337265, 0.05769720301032066, -0.06168399751186371, -0.2234477996826172, 0.3411486744880676, 0.14069730043411255, -0.3943675756454468, 0.43628931045532227, 0.2317247986793518, 0.07451660186052322, -0.007568427827209234, 0.13095982372760773, 0.6079077124595642, -0.21870847046375275, -0.1659340262413025, 0.8540983200073242, -0.2942372262477875, -0.6389458775520325, -0.5039464831352234, -0.17779017984867096, 0.10672374814748764, 0.11504966020584106, -0.06487123668193817, 0.49479204416275024, -0.002809952711686492, 0.09759116917848587, 0.6085347533226013, -0.8457627296447754, 0.29453229904174805, 0.4394623935222626, 0.29138556122779846, -0.5506677627563477, 0.3089430034160614, 0.5420998930931091, 0.15290628373622894, 0.17198894917964935, -0.30854520201683044, -0.30841994285583496, 0.4126274287700653, 0.018036067485809326, -0.05003415048122406, -0.2590963542461395, -0.030739430338144302, 0.028322188183665276, 0.2134811282157898, 0.14483846724033356, -0.022154610604047775, 0.03937741369009018, 0.14798200130462646, 0.33623263239860535, -0.25765901803970337, 0.3882880210876465, 0.07431542128324509, -0.03927105665206909, -0.604460597038269, 0.40739890933036804, 0.0149927269667387, 0.39510422945022583, 0.27649354934692383, 0.15230020880699158, -0.10739148408174515, 0.03390219807624817, 0.49253544211387634, 0.13062794506549835, 0.4058629274368286, -0.012461256235837936, -0.3899666666984558, 0.20385640859603882, -0.10927242040634155, -0.04305338114500046, 0.03335165977478027, 0.28898632526397705, -0.06041271239519119, 0.3460663855075836, -0.2953967750072479, -0.07771318405866623, -0.987659215927124, -0.7414113283157349, 0.03269161656498909, -0.1274103969335556, 0.5080946087837219, -0.4872996509075165, 0.05691279098391533, 0.06225593015551567, -0.04390190541744232, -0.03381159529089928, -0.30822405219078064, -0.63563072681427, -0.599037766456604, 0.1947098821401596, -0.22450818121433258, 0.2376026064157486, 0.055197592824697495, -0.18340185284614563, 0.6060856580734253, -0.5070441961288452, -0.2478465735912323, -0.25243666768074036, 0.4089175760746002, 0.7230243682861328, 0.12368571013212204, 0.07641404122114182, 0.3194682002067566, 0.27539506554603577, -0.03995078057050705, 0.12189513444900513, -0.009564104489982128, -0.020948581397533417, 0.3238341510295868, 0.3477726876735687, -0.22268739342689514, 0.4091261029243469, 0.4526093304157257, -0.17897523939609528, -0.19494283199310303, -0.06931538879871368, 0.00714765815064311, 0.3107178509235382, 0.6797851920127869, 0.5172088146209717, -0.04670325294137001, 0.07599139958620071, -0.32683953642845154, -0.08762705326080322, -0.11574491113424301, -0.2856070101261139, -0.02932974323630333, 0.038143377751111984, -0.536960244178772, 0.23447169363498688, 0.010957596823573112, -0.43883615732192993, -0.27862536907196045, 0.010348758660256863, 0.31858310103416443, -0.600163459777832, -0.08594141155481339, 0.33773884177207947, -0.3684144914150238, 0.2479812204837799, -0.4024830162525177, 0.35911276936531067, -0.11261096596717834, -0.09849066287279129, 0.2037520557641983, -0.03567255288362503, -0.586520254611969, 0.5085427761077881, 0.8529342412948608, -0.4130743443965912, -0.37156224250793457, -0.062258169054985046, 0.8246700763702393, -0.18474029004573822, -0.42606422305107117, -0.5442723631858826, -0.6630045175552368, -0.30644726753234863, -0.9942129254341125, -0.24954350292682648, 0.16788701713085175, 0.21345403790473938, 0.29989299178123474, -0.21678346395492554, -0.15686525404453278, 0.4489644765853882, -0.2761812210083008, -0.8505260944366455, -0.0111184511333704, 0.5601310133934021, 0.016609210520982742, 0.23082052171230316, -0.2968128025531769, -0.07574015110731125, -0.005449059884995222, 0.48038917779922485, 0.26204484701156616, -0.4684928059577942, 0.44339755177497864, -0.4833289384841919, 0.06573861092329025, 0.16583217680454254, -0.6909534931182861, 0.5447469353675842, -0.5547265410423279, -0.5174750685691833, -0.35382401943206787, -0.20228911936283112, 0.4160958528518677, -0.25813421607017517, -0.3632904887199402, -0.16236867010593414, 0.14654198288917542, -0.5816731452941895, -0.597165048122406, -0.4204874336719513, -0.2119676023721695, 0.14386244118213654, 0.03334265574812889, 0.06307405233383179, -0.3123220205307007, 0.09145215898752213, 0.3036767542362213, -0.1366659700870514, 0.19995418190956116, -0.2817138433456421, 0.4690066874027252, -0.4594621956348419, 0.2585211992263794, -0.1638631671667099, 0.022117555141448975, 0.2066711187362671, 0.060880936682224274, -0.2922153174877167, -0.1332872360944748, -0.11551794409751892, 0.3243100345134735, 0.6292037963867188, 0.00496335607022047, 0.22309331595897675, 0.3468833863735199, -0.048786237835884094, 0.21521592140197754, 0.18582028150558472, -0.3457876145839691, 0.05662037804722786, 0.5164344310760498, 0.270790696144104, 0.4154064953327179, -0.5555283427238464, -0.16978450119495392, -0.0722176805138588, 0.43029341101646423, 0.32056260108947754, 0.5251911878585815, -0.0636538565158844, -0.12159409373998642, 0.3540983498096466, -0.16806960105895996, 0.08218998461961746, 0.268423467874527, 0.031919851899147034, 0.013793491758406162, 0.21587787568569183, 0.4856199622154236, -0.11324135214090347, 0.07451216131448746, -0.23237642645835876, 0.3170468211174011, 0.14115387201309204, -0.28567877411842346, 0.17680004239082336, 0.13398952782154083, 0.00420626625418663, -0.24520455300807953, -0.06310492008924484, 0.0823623463511467, -0.2032053917646408, -0.23205479979515076, -0.37992528080940247, 0.6814215779304504, -0.1391119658946991, 0.7659268379211426, -0.04771645367145538, 0.28700774908065796, 0.35591351985931396, 0.28536856174468994, 0.13600081205368042, -1.0289982557296753, -0.2746541500091553, -0.08519274741411209, 0.23624734580516815, -0.3220860958099365, -0.3905255198478699, 0.537361741065979, 0.13250203430652618, 0.40775805711746216, 0.5258690714836121, 0.29239794611930847, -0.22603578865528107, 0.1539860963821411, 0.26740264892578125, 0.059973981231451035, 0.2463693469762802, 0.4514467716217041, -0.33793288469314575, -0.3572152853012085, -0.4725915789604187, 0.40117624402046204, -0.026583680883049965, -0.34961026906967163, -0.05986388400197029, 0.08250685781240463, 0.09004241973161697, 0.5933560132980347, 0.2761380672454834, -0.38068532943725586, -0.2193921059370041, 0.11919301003217697, 0.04402508959174156, -0.2786329984664917, 0.06138025224208832, 0.5725688934326172, -0.68226557970047, 0.3547525703907013, 0.07897576689720154, -0.32402974367141724, -0.2502129077911377, 0.344712495803833, -0.4262155592441559, -0.275140643119812, 0.16957031190395355, -0.0980784073472023, 0.37506866455078125, -0.15164022147655487, 0.15802569687366486, 0.014784913510084152, 0.3939276933670044, 0.3437386751174927, 0.21958498656749725, -0.0382537841796875, -0.12502902746200562, 0.1039261519908905, -0.3798569142818451, -0.019270431250333786, -0.49173596501350403, 0.15946301817893982, -0.5018227100372314, 0.1138053759932518, 0.04746163636445999, 0.2643299698829651, 0.5044112801551819, 0.5371320843696594, -0.13558071851730347, -0.2515805661678314, 0.022169414907693863, -0.1602948158979416, -0.12716074287891388, 0.39580661058425903, -0.2144070416688919, 0.4415864944458008, -0.5870065093040466, 0.20780660212039948, -0.3997775614261627, 0.036067139357328415, -0.27382713556289673, -0.40966087579727173, -0.452501505613327, 0.20233137905597687, -0.38210317492485046, 0.15570375323295593, 0.21575428545475006, -0.22549504041671753, -0.6071220636367798, 0.02381330542266369, -0.33463871479034424, 0.003661621594801545, -0.05824124813079834, 0.06952489167451859, -0.41796931624412537, 0.3010621666908264, -0.023056866601109505, -0.12536178529262543, -0.5752180218696594, 0.4874212145805359, 0.17286694049835205, 0.008588924072682858, -0.23856186866760254, -0.5904541611671448, -0.3635588586330414, -0.03993115946650505, -0.03145226091146469, -0.40769195556640625, 0.19056059420108795, 0.19569219648838043 ]
Charting the Great Weight Challenge of 2017 William Koehrsen https://towardsdatascience.com/data-science-a-practical-application-7056ec22d004
Data Science: A Personal Application
[ -0.015839260071516037, 0.2389075607061386, 0.32586726546287537, 0.010405058041214943, 0.22072483599185944, -0.039851654320955276, -0.2515436112880707, -0.20234687626361847, -0.2536281943321228, 0.094646155834198, -0.16664905846118927, 0.058716729283332825, 0.2027353048324585, -0.1227666512131691, -0.1495189666748047, 0.12148655951023102, 0.33117419481277466, 0.13310763239860535, 0.12482689321041107, 0.08789537847042084, -0.612946093082428, -0.4579460918903351, 1.065127968788147, 0.09231481701135635, -0.2537201941013336, -0.16515113413333893, 0.21559937298297882, 0.3258480429649353, -0.3434711992740631, 0.2898506820201874, -0.07502605020999908, 0.5483104586601257, 0.25824567675590515, 0.33452075719833374, -0.1541813164949417, 0.04578427970409393, 0.0868995264172554, 0.05794358253479004, 0.0975758358836174, -0.44197094440460205, -0.12333792448043823, 0.0364997535943985, -0.4775248169898987, 0.4560841917991638, -0.22483934462070465, -0.4774155616760254, -1.6501519680023193, -0.21039576828479767, -0.9177418351173401, -0.15174470841884613, -0.31587594747543335, 0.2833999693393707, -0.13031905889511108, 0.17450542747974396, -0.2505394518375397, 0.1450713574886322, -0.010286458767950535, -0.34020841121673584, -0.15820659697055817, -0.3187269866466522, 0.11383571475744247, 0.05007209628820419, -0.0715225487947464, -0.15889330208301544, 0.3894830346107483, -0.3218259811401367, 0.09495270252227783, 0.2908948063850403, -0.2587738633155823, 0.10483349114656448, -0.0921146348118782, 0.2038809359073639, -0.016728807240724564, 0.27833065390586853, 0.05597975105047226, -0.3973151445388794, 0.15618321299552917, 0.49419891834259033, 0.48137685656547546, -0.007542609702795744, 0.13288003206253052, -0.17178849875926971, 0.3203711211681366, 0.15420690178871155, -0.12261325865983963, 0.1901223510503769, -0.036608584225177765, 0.1145242303609848, -0.34321483969688416, 0.24260655045509338, -0.09540192782878876, -0.10272950679063797, 0.4376131296157837, 0.1178375780582428, 0.37979644536972046, -0.14889109134674072, 0.35234886407852173, 0.12835893034934998, -0.13412682712078094, 0.2771150767803192, -0.24799712002277374, 0.12032999843358994, -0.1167735755443573, -0.30452683568000793, 0.08883745968341827, 0.18832948803901672, -0.31275928020477295, -0.0928923562169075, -0.253357857465744, 0.09271235764026642, -0.452053427696228, 0.3128454089164734, 0.04523864760994911, 0.24454531073570251, -0.21477074921131134, 0.9033610820770264, 0.17184005677700043, -0.175405815243721, -0.22850976884365082, -0.1167326346039772, 0.1519748419523239, 0.49903199076652527, -0.06702520698308945, -0.21028786897659302, 0.24774059653282166, 0.3844904899597168, 0.057940173894166946, 0.43963494896888733, 0.47089478373527527, 0.6023149490356445, 0.4616948068141937, -0.2090538889169693, 0.12323176860809326, -0.15974953770637512, 0.004756590351462364, -0.3797096610069275, -0.21629232168197632, -0.2667081356048584, 0.38775110244750977, 0.20910078287124634, -0.16258668899536133, -0.42528092861175537, -0.4055333733558655, -0.20459093153476715, -0.11509393155574799, -0.1681404709815979, 0.16469000279903412, 0.2972106337547302, -0.15806448459625244, 0.11238908022642136, -0.050814803689718246, 0.26774707436561584, -0.5515137910842896, -0.09356724470853806, 0.0858474001288414, -0.06838084012269974, -0.018341563642024994, -0.09393569827079773, 0.20936770737171173, 0.03629663959145546, -0.06287924945354462, 0.0865597128868103, -0.20925888419151306, -0.48158758878707886, 0.70604407787323, -0.21400518715381622, 0.7309955358505249, 0.15242673456668854, -0.10561230033636093, 0.08640007674694061, -0.08297359198331833, -0.14690205454826355, -0.13176393508911133, 0.20911456644535065, 0.11601872742176056, 0.059872742742300034, 0.16606076061725616, -0.10046198964118958, 0.1503908336162567, 0.30637824535369873, -0.49661222100257874, 0.07832814753055573, 0.3782121241092682, 0.1003202423453331, 0.5558121800422668, -0.36587050557136536, 0.4219914972782135, -0.1487097442150116, 0.1745975762605667, 0.0690191462635994, -0.42709067463874817, -0.27138590812683105, 0.4339229166507721, -0.6040539741516113, 0.4971258342266083, -0.10815335065126419, -0.016011957079172134, 0.3444952666759491, -0.190878763794899, 0.04759645462036133, -0.25385570526123047, -0.13461948931217194, 0.32174965739250183, -0.12984061241149902, -0.2585875689983368, 0.08776736259460449, 0.09202970564365387, -0.09236560761928558, 0.015237655490636826, -0.08918005973100662, 0.31108787655830383, -0.029149917885661125, -0.33380600810050964, -0.6404368281364441, -0.3428218364715576, -0.11026427149772644, 0.04338428005576134, 0.5713973641395569, -0.04974983632564545, 0.6311949491500854, 0.8750596642494202, 0.03841225802898407, 0.02735617384314537, 0.3743510842323303, 0.11210933327674866, 0.4750843048095703, 0.46919575333595276, -0.12041495740413666, 0.2513096332550049, -0.0630745068192482, -0.13902434706687927, -0.41407838463783264, 0.26010778546333313, -0.4068009555339813, -0.1836666613817215, 0.39386677742004395, -0.3632832169532776, -0.04481565207242966, 0.1659213751554489, -0.3338218033313751, 0.20292231440544128, 0.44944459199905396, -0.2597792148590088, 0.4686395227909088, -0.0766678899526596, 0.009482182562351227, -0.15178227424621582, 0.059257443994283676, -0.559567928314209, -0.006679667625576258, 0.06349018961191177, 0.3643561899662018, -0.25551170110702515, 0.10952366888523102, -0.34335362911224365, -0.061512622982263565, -0.20764580368995667, -0.2844945192337036, 0.1211775615811348, 0.430943101644516, -0.16607950627803802, 0.1659545749425888, -0.0046765864826738834, 0.010777434334158897, 0.25895437598228455, -0.31252893805503845, -0.1094307079911232, -0.5658525824546814, 0.026183780282735825, 0.16868893802165985, 0.5414795875549316, 0.02809891290962696, 0.09917198121547699, -0.006623165216296911, -0.13116438686847687, -0.9319987297058105, 0.44397926330566406, 0.15806378424167633, -0.6064543724060059, -0.28753867745399475, 0.2519521117210388, 0.3748869001865387, 0.24942559003829956, 0.243846595287323, 0.1771872192621231, -0.7197331786155701, -0.03247581049799919, 0.36353224515914917, -0.056072987616062164, -0.14955870807170868, -0.12180425971746445, 0.08874954283237457, -0.036773212254047394, -0.2804238200187683, 0.012561922892928123, 0.3221409022808075, 0.20168112218379974, -0.3817417323589325, -0.09745895862579346, 0.10358857363462448, -0.559368908405304, 0.3743632137775421, 0.3715651333332062, -0.09934308379888535, -0.18629102408885956, -0.3587701618671417, -0.3672775626182556, 0.12019837647676468, -6.447835922241211, -0.04301381856203079, -0.6886348128318787, -0.36245402693748474, -0.16240736842155457, -0.08218125998973846, 0.062033891677856445, 0.3282880187034607, -0.10571586340665817, -0.3307171165943146, -0.20799049735069275, -0.2362302541732788, 0.24342218041419983, 0.516002357006073, 0.49218687415122986, 0.7160704135894775, 0.6303727626800537, 0.1907554715871811, 0.14403797686100006, 0.4602065086364746, -0.15882734954357147, -0.05273376405239105, -0.20832443237304688, 0.1596861630678177, 0.30552902817726135, -0.1846395879983902, -0.5445770025253296, 0.9431470632553101, -0.2912636399269104, -0.09104381501674652, 0.31470030546188354, -0.002988289576023817, -0.5818299651145935, -0.3842049837112427, 0.09912967681884766, 0.0669993907213211, -0.25324031710624695, 0.34265637397766113, 0.33595824241638184, -0.06176083907485008, -0.09088310599327087, 0.030879657715559006, -0.29529643058776855, -0.4409388601779938, 0.8942472338676453, -0.2642650306224823, -0.03099948540329933, 0.29650554060935974, -0.13922345638275146, -0.1274615079164505, 0.3190590739250183, -0.1718979924917221, -0.0040719578973948956, -0.16124697029590607, -0.16600415110588074, -0.47881555557250977, 0.2940235137939453, 0.7510273456573486, -0.27293261885643005, 0.6774587035179138, -0.02093447372317314, -0.2599552869796753, -0.12128131836652756, -0.7371799945831299, -0.9085140228271484, -0.07489040493965149, -0.5312983989715576, -0.4016712009906769, 0.0037106056697666645, -0.19457800686359406, -0.6871988773345947, -0.006788339465856552, 0.09724940359592438, -0.8231461048126221, 0.44898924231529236, -0.511074423789978, -0.11687928438186646, -0.03417964279651642, 0.0035796610172837973, 0.009639709256589413, -0.40894490480422974, -0.5615458488464355, 0.11371702700853348, 0.30095618963241577, 0.4144774377346039, -0.0003281978133600205, -0.10419395565986633, -0.1387721747159958, -0.16479313373565674, 0.49619004130363464, 0.3137650191783905, -0.17801304161548615, 0.4390261173248291, 0.10050332546234131, 0.13093982636928558, 0.005112254060804844, 0.1562841236591339, 0.10494562983512878, 0.18935389816761017, -0.4311465620994568, 0.3944287896156311, -0.08164694160223007, -0.35031017661094666, -0.7369682788848877, -0.025435473769903183, -0.20221692323684692, -0.15809930860996246, 0.26235443353652954, 0.46620306372642517, 0.15181659162044525, 0.10837924480438232, 0.4791857600212097, -0.8588854074478149, -0.6027334928512573, 0.20746095478534698, 0.12156452238559723, -0.8961038589477539, 0.06083560362458229, 0.3803919553756714, 0.1256028115749359, -0.34000682830810547, -0.11399427056312561, 0.3304867148399353, -0.1842060387134552, 0.0666353777050972, -0.1171412318944931, -0.12822534143924713, 0.18880489468574524, -0.007560563273727894, 0.25162577629089355, 0.2956199049949646, 0.46444782614707947, 0.1656707227230072, 0.28937825560569763, 0.1722276657819748, 0.3618040084838867, 0.2683112919330597, 0.05408583953976631, 0.05147485435009003, -0.7832685708999634, 0.6224430799484253, 0.16574235260486603, 0.2595756947994232, 0.0060456180945038795, 0.16566212475299835, 0.207063227891922, -0.018056422472000122, 0.6271730661392212, -0.0631176084280014, 0.05548618361353874, 0.45871248841285706, -0.287217915058136, -0.08854887634515762, 0.09220775216817856, -0.00985089223831892, 0.4814326763153076, 0.4962490499019623, 0.22144640982151031, 0.421268105506897, -0.6245072484016418, 0.08396816998720169, -0.5631556510925293, -0.7569425702095032, -0.09855581074953079, 0.08499246835708618, 0.27812594175338745, -0.6032174229621887, 0.014021306298673153, 0.08130939304828644, 0.06880687922239304, 0.12436866015195847, -0.2874951660633087, -0.7354273200035095, -0.15898725390434265, -0.04001154378056526, -0.17700183391571045, 0.042475759983062744, -0.08992759883403778, -0.199270099401474, 0.39075350761413574, -0.05095401406288147, -0.1759965419769287, -0.3219526708126068, 0.4994843900203705, 0.3502020537853241, 0.3307131826877594, 0.22563184797763824, 0.1807578206062317, -0.13237115740776062, 0.051120493561029434, 0.3491930663585663, -0.24872955679893494, -0.0019627329893410206, 0.39226582646369934, 0.27022475004196167, -0.49461042881011963, 0.5186998248100281, 0.5332920551300049, -0.3461211621761322, -0.014524659141898155, -0.1563442051410675, 0.42233654856681824, 0.10297641903162003, 0.3114543855190277, 0.40144795179367065, -0.22765620052814484, 0.341153621673584, 0.05649269372224808, 0.034675586968660355, -0.048875655978918076, -0.485132098197937, -0.17018243670463562, 0.28905990719795227, 0.027013273909687996, -0.13555040955543518, 0.2249227613210678, -0.30238771438598633, -0.22478878498077393, -0.17420203983783722, 0.13836221396923065, -0.06322488933801651, 0.30366969108581543, -0.27613866329193115, -0.5174249410629272, 0.45222216844558716, 0.2151176780462265, 0.5785877108573914, -0.17371147871017456, 0.06494947522878647, -0.12362952530384064, -0.20855410397052765, -0.34128275513648987, 0.3486115336418152, 0.30765441060066223, -0.16835437715053558, 0.2709124982357025, 0.029109075665473938, 0.836841881275177, -0.11031782627105713, -0.4113984704017639, -0.5321762561798096, -0.15677306056022644, -0.16462257504463196, -0.46080389618873596, -0.21682454645633698, 0.46016642451286316, -0.005204095505177975, 0.16505268216133118, -0.4088815748691559, -0.0849342793226242, 0.17603714764118195, -0.39717015624046326, -0.6775774955749512, -0.21329684555530548, 0.6458808183670044, -0.0005875297356396914, -0.2068299502134323, -0.262610524892807, -0.11040934920310974, -0.0818098783493042, 0.18119092285633087, -0.08550257980823517, -0.12358979880809784, 0.6761717200279236, -0.10030530393123627, 0.05006713047623634, -0.2016536295413971, -0.13843750953674316, 0.3367374837398529, -0.24812868237495422, -0.9914999604225159, -0.04606561362743378, -0.36599186062812805, 0.6739810109138489, -0.055157847702503204, 0.10604937374591827, -0.14691708981990814, -0.06170811131596565, -0.592728853225708, -0.05394672602415085, -0.45617565512657166, -0.011979197151958942, 0.06667021661996841, 0.04480239748954773, -0.11917656660079956, -0.028405774384737015, -0.08133019506931305, 0.4328136742115021, -0.24795429408550262, 0.21108633279800415, -0.3838319182395935, 0.04002595692873001, -0.5584381222724915, -0.6347841620445251, -0.21293507516384125, 0.2643536627292633, 0.2548828125, -0.21591562032699585, -0.031976357102394104, -0.011711210943758488, -0.16440178453922272, 0.5467925667762756, 0.616686224937439, -0.15460366010665894, 0.20318441092967987, 0.36429738998413086, -0.0503503791987896, -0.11849678307771683, 0.15862469375133514, 0.14142835140228271, -0.21797406673431396, -0.11492444574832916, 0.18407045304775238, 0.5367119908332825, -0.2690540850162506, -0.1432286500930786, 0.2155735194683075, 0.40863731503486633, 0.12384635955095291, 0.2470685988664627, -0.23555393517017365, -0.427247017621994, 0.41635358333587646, -0.17333194613456726, -0.1078454852104187, 0.30086231231689453, -0.08289474248886108, 0.15665985643863678, -0.399758905172348, 0.5758382678031921, 0.10537122189998627, 0.4329643249511719, -0.12078031897544861, 0.568885862827301, -0.21525591611862183, 0.11364791542291641, 0.18699593842029572, 0.04409734159708023, 0.04037062078714371, -0.0348055474460125, 0.1548122763633728, 0.28323623538017273, 0.3879851698875427, 0.2939263880252838, -0.3722190260887146, 0.07907004654407501, -0.6246617436408997, 0.39196741580963135, 0.047452185302972794, -0.12125806510448456, 0.11229143291711807, 0.22224871814250946, 0.2666555345058441, -0.8798746466636658, -0.6581812500953674, -0.09138936549425125, 0.26747727394104004, -0.5836687088012695, -0.21636751294136047, 0.1416969895362854, 0.14759951829910278, 0.21759763360023499, 0.40732720494270325, 0.01246961485594511, -0.044154006987810135, 0.19224683940410614, 0.5151687860488892, -0.35195204615592957, 0.20293204486370087, 0.40661513805389404, -0.3984736204147339, -0.022833984345197678, -0.17943736910820007, 0.45002537965774536, 0.10511748492717743, -0.02647891826927662, -0.0964762270450592, -0.0913633480668068, 0.3273150622844696, 0.4604912996292114, -0.04246676713228226, -0.32731300592422485, -0.4007070064544678, -0.01945030875504017, -0.19545133411884308, -0.09631960839033127, 0.19572210311889648, 0.5552935004234314, 0.08973816782236099, 0.09538325667381287, -0.10467227548360825, -0.27586129307746887, 0.0708046406507492, 0.15736906230449677, -0.4670689105987549, -0.18860141932964325, 0.3524993360042572, 0.042298492044210434, 0.46063467860221863, -0.04514928162097931, -0.07481032609939575, -0.6375912427902222, 0.2419339269399643, 0.02717064693570137, -0.19683712720870972, -0.1359822005033493, -0.15239685773849487, 0.2948133051395416, -0.11212524771690369, -0.0569770485162735, -0.05486607551574707, -0.15725396573543549, -0.24846400320529938, 0.333161324262619, -0.08064668625593185, 0.2214968055486679, 0.27727392315864563, 0.0785181075334549, -0.24161022901535034, -0.012861497700214386, -0.20923246443271637, -0.3131210505962372, 0.060602735728025436, 0.15427331626415253, 0.2493901252746582, 0.26612722873687744, -0.5857683420181274, -0.00883980467915535, -0.33251428604125977, -0.06869625300168991, -0.18018780648708344, -0.23161110281944275, -0.37180471420288086, 0.33874091506004333, -0.5718919634819031, -0.09481807798147202, 0.23645293712615967, -0.433298259973526, -0.11031857132911682, -0.06828460842370987, -0.30127736926078796, -0.16317886114120483, 0.16521023213863373, 0.23762638866901398, 0.06311134994029999, 0.585508406162262, -0.42556241154670715, 0.034553032368421555, -0.33032751083374023, 0.41193288564682007, -0.3490544855594635, -0.027348771691322327, 0.13647262752056122, -0.3440059423446655, -0.041287004947662354, 0.259859561920166, 0.11600729078054428, -0.5759777426719666, -0.08062130212783813, -0.1220303624868393 ]
Ah the dreaded machine learning interview. You feel like you know everything until youre tested on it! But it doesnt have to be this way. George Seif https://towardsdatascience.com/data-science-and-machine-learning-interview-questions-3f6207cf040b
Data Science and Machine Learning Interview Questions
[ 0.5041588544845581, 0.19880181550979614, 0.16368955373764038, 0.3259509801864624, 0.16882729530334473, -0.5123240351676941, -0.3302095830440521, -0.18278074264526367, 0.09691038727760315, 0.02020031027495861, -0.05325441434979439, 0.1139649897813797, 0.034809403121471405, 0.01591734029352665, -0.4569756090641022, 0.3970286250114441, 0.11887215822935104, 0.07434586435556412, -0.10478273034095764, -0.42777615785598755, -0.327840656042099, -0.6035219430923462, 0.7970914840698242, -0.36985665559768677, -0.05839935317635536, -0.0244392491877079, 0.46400561928749084, -0.1287223994731903, -0.4489024579524994, -0.0177384652197361, -0.12962757050991058, 0.30749619007110596, 0.1297096312046051, 0.071848064661026, -0.4149390459060669, 0.125840425491333, -0.16995690762996674, -0.05113189294934273, 0.10942549258470535, -0.6908105611801147, -0.19330112636089325, 0.19652485847473145, -0.5905038118362427, 0.08321673423051834, 0.005687038879841566, -0.293304443359375, -1.3126842975616455, -0.07747894525527954, -0.578606903553009, 0.18704096972942352, -0.28742656111717224, 0.4840147793292999, 0.29292887449264526, 0.3713845908641815, -0.24580125510692596, 0.021193936467170715, 0.18633504211902618, -0.2862197756767273, -0.14638853073120117, -0.18205711245536804, 0.06066945940256119, 0.4371150732040405, -0.28206002712249756, 0.09210117161273956, 0.7401609420776367, 0.13567650318145752, 0.08264275640249252, 0.34528443217277527, -0.16144117712974548, 0.14750421047210693, -0.21450278162956238, -0.15949487686157227, -0.025039320811629295, 0.11367756128311157, 0.2170996069908142, 0.16311250627040863, 0.4448899030685425, 0.2717035710811615, 0.2567256689071655, -0.04605746269226074, -0.5057346224784851, -0.19772037863731384, 0.2396300584077835, 0.049050092697143555, -0.15147146582603455, 0.10902535915374756, -0.26748278737068176, -0.14346946775913239, -0.44248664379119873, -0.13819685578346252, -0.28373584151268005, -0.19189240038394928, 0.1537426859140396, -0.382832407951355, 0.1504484862089157, 0.18162228167057037, 0.5490790605545044, -0.1690361499786377, -0.03417925909161568, 0.688651442527771, -0.6723625063896179, -0.13978388905525208, 0.2765527665615082, -0.36517640948295593, -0.1882282942533493, 0.16721424460411072, -0.27726876735687256, -0.34967750310897827, -0.23879972100257874, 0.613627016544342, -0.724155604839325, 0.40991300344467163, 0.24383699893951416, 0.16288720071315765, -0.6177557110786438, 0.6094582080841064, 0.019822413101792336, -0.05083301663398743, -0.4155430793762207, 0.07812988013029099, -0.34111183881759644, 0.698669970035553, 0.1450200378894806, -0.23207394778728485, 0.260397344827652, 0.48013609647750854, 0.164841428399086, 0.3168618381023407, 0.15707771480083466, 0.3436180651187897, 0.42270541191101074, 0.2769477665424347, 0.2119898647069931, -0.19945630431175232, -0.0998159646987915, -0.4410366415977478, -0.0023878496140241623, -0.3284864127635956, 0.42524492740631104, 0.3039838671684265, 0.0630716010928154, -0.46579253673553467, -0.4347602427005768, -0.3001658320426941, -0.44483938813209534, -0.20668579638004303, -0.20162707567214966, 0.5283114314079285, -0.31372931599617004, 0.22883883118629456, -0.18992771208286285, 0.316200315952301, -0.5796486735343933, -0.3092156946659088, -0.02012227103114128, 0.06585118919610977, -0.3146018981933594, -0.36765411496162415, 0.48163992166519165, 0.17526394128799438, 0.02151322364807129, -0.04143146798014641, 0.1397266685962677, 0.026097320020198822, 0.6381520628929138, 0.14171293377876282, 0.27637597918510437, 0.048416461795568466, -0.00726022943854332, -0.08567658066749573, -0.17728184163570404, -0.4863116443157196, 0.24247263371944427, -0.31496548652648926, 0.03931932896375656, 0.1348324418067932, 0.18934838473796844, -0.11582435667514801, 0.3943374752998352, 0.2480555921792984, -0.5037227272987366, 0.03115193359553814, -0.016246572136878967, 0.10114483535289764, 0.11163418740034103, -0.3203122317790985, 0.5130521059036255, 0.10754317045211792, 0.08843294531106949, 0.11218112707138062, -0.19722695648670197, -0.050321079790592194, 0.5133609771728516, -0.7464162111282349, 0.8604604601860046, -0.03662120923399925, 0.0472261868417263, 0.8791340589523315, -0.18485528230667114, 0.2354145348072052, 0.023422278463840485, 0.1947125345468521, 0.5289748311042786, -0.02913510799407959, 0.0888340100646019, 0.07539669424295425, -0.07394666224718094, -0.2538231909275055, 0.1260809451341629, 0.3031076192855835, 0.015833916142582893, 0.21906991302967072, 0.11676421761512756, -0.4022334814071655, -0.12772317230701447, 0.04583301767706871, 0.592898964881897, 0.23211289942264557, 0.1498575359582901, 0.23010502755641937, 0.7662293910980225, -0.09020192921161652, -0.04904654994606972, 0.18552428483963013, 0.07277727127075195, 0.6970136165618896, 0.3077085614204407, 0.3433685898780823, 0.4406087398529053, -0.33294248580932617, -0.25029510259628296, -0.035384975373744965, 0.6830787062644958, -0.5188813209533691, -0.15811951458454132, 0.3617302179336548, -0.2781785726547241, -0.13522474467754364, -0.18127992749214172, -0.1806855946779251, 0.086285799741745, 0.450871080160141, -0.23183831572532654, 0.2632578909397125, -0.0764235407114029, 0.034647271037101746, -0.4817824065685272, 0.03374689072370529, -0.27700334787368774, 0.15170255303382874, 0.3682727813720703, 0.3207792043685913, -0.15661774575710297, -0.33767589926719666, -0.20377567410469055, 0.33334484696388245, -0.20277564227581024, -0.45458802580833435, -0.12246996909379959, 0.6200275421142578, -0.5850266218185425, 0.2889002561569214, -0.34465280175209045, 0.1814899444580078, 0.07782711833715439, -0.400906503200531, -0.004097555764019489, -0.6139387488365173, -0.21014820039272308, 0.819845974445343, 0.28760969638824463, 0.11607638746500015, 0.06541945785284042, 0.24014906585216522, -0.07057594507932663, -0.5661801099777222, -0.038058847188949585, 0.3086411654949188, -0.21231532096862793, -0.40334203839302063, 0.13434915244579315, 0.3298107087612152, -0.18630076944828033, 0.48296087980270386, 0.07944382727146149, -0.41151928901672363, -0.17733843624591827, -0.13096828758716583, -0.4666689932346344, -0.1059989258646965, -0.02101198025047779, 0.38483670353889465, -0.06937745213508606, -0.5159384608268738, 0.26794350147247314, -0.3144054710865021, 0.17861425876617432, -0.15406434237957, -0.19999918341636658, 0.19496603310108185, -0.8429663777351379, 0.5074426531791687, 0.2949965000152588, -0.1109018549323082, 0.035814981907606125, -0.3569217622280121, -0.33832281827926636, 0.20414084196090698, -6.404469966888428, -0.23269858956336975, -0.5781841278076172, -0.11015477776527405, -0.2927946150302887, 0.009723637253046036, -0.1700022965669632, -0.006418393459171057, 0.10938156396150589, -0.14159101247787476, -0.15905043482780457, -0.2495981752872467, 0.06747472286224365, 0.6229498386383057, 0.19088630378246307, 0.5112848877906799, 0.25539422035217285, -0.18841037154197693, 0.30600497126579285, 0.507287859916687, 0.012955122627317905, 0.420793354511261, 0.0709734708070755, 0.5488799214363098, 0.3839452564716339, 0.16398969292640686, -0.36338672041893005, 0.8103083372116089, -0.7105858325958252, -0.13345786929130554, 0.8150017261505127, -0.3506597876548767, -0.6034711599349976, 0.33332568407058716, -0.40713438391685486, 0.16510002315044403, 0.25791534781455994, 0.08425027877092361, 0.2976777255535126, -0.4519934058189392, -0.2304336428642273, -0.1529286503791809, -0.17478224635124207, -0.4834958016872406, 0.1328917145729065, -0.3291596472263336, -0.2598182260990143, -0.030647365376353264, 0.20103563368320465, -0.15366382896900177, 0.032031554728746414, 0.26410678029060364, 0.2732478380203247, 0.26731181144714355, -0.3253370523452759, -0.5766308903694153, 0.31975144147872925, 0.4255180358886719, -0.21815352141857147, 0.25595808029174805, 0.19205279648303986, -0.35579079389572144, -0.6428482532501221, -1.0942809581756592, -0.5514819025993347, -0.3521234691143036, -0.37297025322914124, -0.27038106322288513, 0.2464209496974945, 0.26714077591896057, -0.6105676889419556, -0.15246304869651794, -0.14969928562641144, -0.8087796568870544, 0.4899027645587921, -0.06120631471276283, -0.23788654804229736, 0.04755110666155815, 0.14144377410411835, 0.01689346507191658, -0.8890705108642578, -0.21632325649261475, -0.19449040293693542, 0.2687975764274597, 0.4639177918434143, -0.11811467260122299, -0.06867758184671402, 0.10502231866121292, -0.019893251359462738, 0.33354511857032776, 0.7189844250679016, -0.004359057173132896, 0.48336878418922424, 0.5439992547035217, 0.3460915982723236, 0.15046316385269165, 0.23350465297698975, 0.1397741138935089, 0.527859628200531, -0.5865991115570068, 0.5716649293899536, 0.1448158174753189, -0.48601779341697693, -0.6621796488761902, -0.29693225026130676, -0.18170517683029175, -0.06047294661402702, 0.0338481068611145, 0.36112645268440247, 0.0841754749417305, -0.07166463881731033, 0.07665525376796722, -0.3343552052974701, -0.19850733876228333, -0.028693627566099167, -0.2105199694633484, -0.2561745047569275, 0.3348768353462219, 0.6346175670623779, 0.10495865345001221, -0.5280157327651978, -0.03933088108897209, -0.11720361560583115, 0.31421124935150146, 0.2614651322364807, 0.17123742401599884, -0.15890628099441528, 0.2877906560897827, 0.1008724495768547, 0.131752148270607, 0.16500437259674072, 0.15683689713478088, 0.1632375717163086, 0.3728387653827667, 0.24120861291885376, 0.30488836765289307, 0.36601462960243225, 0.10411301255226135, 0.21428030729293823, -0.638415515422821, 0.74836665391922, -0.030163759365677834, 0.14351746439933777, -0.043208129703998566, 0.5908817052841187, 0.22532892227172852, -0.16529396176338196, 0.4747636020183563, -0.05612274259328842, 0.3223707973957062, 0.23346500098705292, -0.2472619116306305, -0.11399637907743454, 0.17443221807479858, -0.20390477776527405, 0.2800522446632385, 0.3548111617565155, -0.006282733287662268, 0.24066069722175598, -0.5991984009742737, 0.1372322142124176, -0.6423744559288025, -0.47869327664375305, -0.023784223943948746, 0.19613298773765564, 0.28554224967956543, -0.7549890875816345, 0.15529698133468628, -0.10254921764135361, 0.1386583149433136, -0.05863384157419205, 0.11487660557031631, -0.3096819818019867, 0.24394546449184418, 0.23981021344661713, -0.45475801825523376, 0.11558041721582413, 0.4031873643398285, -0.04826467111706734, 0.20746521651744843, -0.16023637354373932, -0.6710299253463745, -0.36010974645614624, 0.60286545753479, 0.4327220320701599, -0.06982805579900742, 0.2839573323726654, 0.5601076483726501, -0.313235342502594, -0.42950817942619324, 0.3522668480873108, -0.05865684151649475, 0.35667601227760315, 0.13207784295082092, -0.16036927700042725, -0.648846447467804, 0.45898115634918213, 0.25446194410324097, -0.2111789435148239, -0.3327803909778595, 0.5517188310623169, 0.2493497133255005, 0.1575021892786026, 0.406293660402298, 0.21325749158859253, -0.19597488641738892, 0.28309381008148193, -0.3054792881011963, -0.053093794733285904, 0.018701834604144096, -0.47692835330963135, -0.5076204538345337, -0.01907980814576149, 0.011589567176997662, -0.05923242121934891, -0.10208743065595627, -0.2168775200843811, -0.28184205293655396, 0.1776442527770996, 0.2845849096775055, 0.09654517471790314, 0.36856842041015625, -0.35159897804260254, -0.2363205850124359, 0.014609267935156822, -0.10142496228218079, 0.6147343516349792, -0.8796730637550354, 0.17309381067752838, -0.10818015784025192, 0.03497355058789253, -0.08736737072467804, 0.1168096512556076, 0.22423894703388214, -0.4854767620563507, -0.00769617548212409, 0.2723454535007477, 1.0713560581207275, 0.2080741673707962, -0.495789498090744, -0.3831484615802765, -0.17992262542247772, -0.3112524747848511, -0.4181799590587616, -0.00799387227743864, 0.7724186778068542, -0.24229443073272705, -0.33099985122680664, -0.5053741931915283, 0.24631427228450775, 0.4345468580722809, 0.07890807837247849, -0.47920286655426025, -0.06070888414978981, 0.6152545809745789, 0.06604724377393723, 0.11057928204536438, -0.002613500691950321, -0.2798251211643219, 0.11109469830989838, 0.22482767701148987, -0.06975343078374863, -0.23650506138801575, 0.32344505190849304, -0.21330198645591736, 0.13839367032051086, 0.06317584961652756, -0.04331107437610626, 0.3885422646999359, -0.07997795939445496, -0.7875971794128418, 0.12301359325647354, -0.38092154264450073, 0.3955673575401306, -0.32633498311042786, 0.03132493421435356, -0.18343165516853333, 0.07793380320072174, -0.5791941285133362, -0.16432219743728638, -0.1127915009856224, -0.19940827786922455, -0.00612649554386735, -0.057281188666820526, -0.44261878728866577, -0.08217679709196091, 0.007438091095536947, 0.6077523231506348, -0.10819992423057556, 0.3465096056461334, -0.3072953224182129, 0.007590289693325758, -0.21719913184642792, -0.16154053807258606, -0.1471543163061142, 0.059208549559116364, 0.152102530002594, 0.1305096298456192, 0.041750140488147736, -0.3021920621395111, -0.17026038467884064, 0.14448383450508118, 0.9677212238311768, -0.12916523218154907, 0.1680917739868164, 0.7278439402580261, 0.07980608195066452, -0.23106800019741058, -0.24773991107940674, -0.12646502256393433, 0.2778909206390381, -0.1360204815864563, 0.22056108713150024, 0.6674726009368896, -0.21645472943782806, -0.14344295859336853, -0.0034661113750189543, 0.23938359320163727, -0.23459093272686005, -0.0014464311534538865, -0.020851831883192062, -0.626282811164856, 0.5613519549369812, -0.37147027254104614, -0.006483861245214939, 0.17093320190906525, 0.20186159014701843, -0.10109686851501465, 0.11324270814657211, 0.16975457966327667, 0.31628260016441345, 0.14112168550491333, -0.2768535315990448, 0.3678149878978729, -0.21053147315979004, -0.13542215526103973, 0.02206946536898613, -0.416774183511734, 0.20926691591739655, -0.2531639039516449, 0.24835987389087677, 0.2008790671825409, 0.06038908287882805, -0.2169462889432907, -0.27809613943099976, 0.544661283493042, 0.03161142021417618, 0.10253895074129105, 0.051150817424058914, 0.18658789992332458, 0.05029198154807091, 0.2456526756286621, -0.17084869742393494, -0.4842611253261566, -0.38632717728614807, -0.14746759831905365, 0.332728773355484, -0.2386864721775055, 0.05454627797007561, 0.7005159258842468, 0.08246514201164246, -0.008169800974428654, 0.029560549184679985, 0.12997648119926453, 0.2981402575969696, 0.1773521900177002, 0.4590025544166565, -0.14762921631336212, 0.2557455003261566, 0.3146784007549286, -0.4662240743637085, -0.32674750685691833, -0.48762422800064087, -0.35420048236846924, -0.09292420744895935, -0.46580782532691956, -0.17991074919700623, -0.1366989016532898, 0.12081452459096909, 0.6338512301445007, 0.04757900536060333, 0.18505561351776123, -0.6308800578117371, -0.15238437056541443, 0.1983688771724701, 0.004351370502263308, 0.1509440541267395, 0.42571404576301575, -0.05519169196486473, 0.06343238800764084, -0.2689738869667053, -0.41240355372428894, -0.10307665169239044, 0.19646120071411133, -0.15606537461280823, -0.22502847015857697, 0.02291157655417919, 0.09643929451704025, 0.30287009477615356, 0.10226181149482727, -0.015482940711081028, -0.21690861880779266, 0.1290172040462494, -0.31659573316574097, -0.07492389529943466, 0.20452673733234406, -0.10798954218626022, 0.0821206346154213, -0.3364078402519226, 0.22102291882038116, -0.3328022360801697, 0.07115815579891205, -0.280253529548645, 0.056224334985017776, -0.3509015738964081, 0.06945479661226273, 0.06398455798625946, -0.13028781116008759, -0.1771484613418579, 0.1427953988313675, -0.12976838648319244, 0.026766600087285042, 0.13541725277900696, 0.41528934240341187, -0.08392658829689026, -0.012217105366289616, -0.12186489999294281, 0.11135616898536682, -0.2877503037452698, 0.07912222295999527, -0.3332798182964325, -0.6210660338401794, 0.04505572468042374, 0.11124370247125626, -0.7940496206283569, -0.37230873107910156, 0.21322840452194214, -0.27586254477500916, -0.19908256828784943, -0.1222054585814476, -0.22832456231117249, -0.08567367494106293, -0.06095102056860924, 0.6260378956794739, -0.1774025559425354, 0.17276571691036224, -0.08525576442480087, -0.24124331772327423, -0.4320831298828125, 0.47802308201789856, -0.08969652652740479, 0.04876584932208061, 0.0038946985732764006, -0.16009488701820374, -0.17588643729686737, 0.30139321088790894, 0.2619282305240631, -0.3582177758216858, -0.16383832693099976, -0.05812114104628563 ]
Presented at Data Science Salon in Dallas by Brian Kursar, Vice President and Chief Data Scientist at Formulated.by https://towardsdatascience.com/data-science-at-toyota-connected-69bf50982b09
Data Science at Toyota Connected
[ 0.3876461684703827, -0.03640580177307129, 0.1837218999862671, 0.5234568119049072, 0.004974766168743372, 0.04679902642965317, -0.14633846282958984, -0.08222998678684235, -0.024704499170184135, 0.3742837607860565, -0.08179337531328201, 0.17633873224258423, 0.0005469232564792037, 0.10047213733196259, -0.3903433084487915, 0.3076222836971283, 0.05268539860844612, 0.04172308370471001, 0.4340684711933136, 0.4389188289642334, -0.49210020899772644, -0.4758680760860443, 0.6191186904907227, 0.058972571045160294, -0.23876547813415527, -0.2799258828163147, 0.10506338626146317, 0.16460773348808289, -0.44093379378318787, 0.15646621584892273, 0.2689739465713501, 0.7835567593574524, 0.034770864993333817, 0.12882326543331146, -0.15289011597633362, -0.15790288150310516, -0.11299356818199158, -0.29852890968322754, 0.123282290995121, -0.24831660091876984, -0.22384542226791382, 0.26023441553115845, -0.1411258429288864, 0.297551691532135, 0.2552334666252136, -0.2633451521396637, -1.8231090307235718, 0.12206462770700455, -0.3209741413593292, 0.28555867075920105, -0.47518646717071533, -0.42182883620262146, 0.11012817919254303, 0.30617043375968933, -0.2964908480644226, 0.3065211772918701, -0.3818899095058441, -0.16618074476718903, 0.011054559610784054, -0.275269091129303, -0.2603375315666199, 0.04701101407408714, 0.03045562654733658, 0.1359405368566513, 0.47968485951423645, 0.07051755487918854, 0.12376584857702255, 0.39296677708625793, -0.22047026455402374, 0.11128351092338562, -0.20246894657611847, 0.37283700704574585, -0.04950325936079025, -0.015412367880344391, 0.16514107584953308, -0.3727291226387024, -0.014277707785367966, 0.1801801472902298, 0.6127148270606995, 0.07866081595420837, -0.1908561885356903, -0.040374211966991425, 0.11141559481620789, -0.06743360310792923, 0.5105527639389038, 0.006790238432586193, -0.35201725363731384, -0.3103339970111847, -0.8099579215049744, 0.21776872873306274, -0.6661872267723083, 0.27255523204803467, 0.05284590646624565, -0.11899781227111816, -0.33200493454933167, 0.13307902216911316, 0.6134092807769775, 0.19233563542366028, 0.19157689809799194, 0.528559684753418, -0.5368396043777466, 0.10894730687141418, -0.06128185987472534, -0.18165044486522675, -0.2858900725841522, 0.3823108971118927, -0.4804757535457611, -0.6500451564788818, -0.47757887840270996, 0.6885583996772766, -0.5423880815505981, 0.11638778448104858, 0.09821449220180511, 0.3896370232105255, -0.40613511204719543, 0.8358335494995117, 0.08767883479595184, -0.016001006588339806, -0.3022197484970093, -0.12233849614858627, -0.17201058566570282, 0.4219580888748169, -0.21511326730251312, -0.05136634036898613, 0.16141662001609802, 0.5209406614303589, -0.21749259531497955, 0.3080461919307709, 0.02552824281156063, 0.39448559284210205, 0.3439787030220032, -0.024029478430747986, -0.09424500912427902, -0.07863906770944595, 0.2667197585105896, -0.6987516283988953, 0.0019280418055132031, 0.03934820741415024, 0.2798873484134674, 0.1043272539973259, -0.20641933381557465, -0.368805468082428, -0.4580360949039459, -0.590920090675354, -0.3586218059062958, 0.06834551692008972, -0.1847916841506958, 0.7019227147102356, -0.39930230379104614, 0.22565509378910065, -0.20847685635089874, 0.40126150846481323, -0.5693674683570862, 0.03415424004197121, 0.4212915003299713, 0.47158876061439514, -0.4266299605369568, 0.17818525433540344, 0.2922564744949341, 0.23954202234745026, -0.15264296531677246, 0.4314141869544983, -0.2065572738647461, -0.34331825375556946, 0.2282930463552475, -0.35922771692276, 0.2502042353153229, -0.008952166885137558, -0.20635296404361725, -0.13181737065315247, -0.08919791877269745, -0.4257011413574219, -0.11964619904756546, 0.22927643358707428, 0.6054891347885132, -0.24337324500083923, 0.35124608874320984, -0.33797743916511536, -0.01700681447982788, 0.5075721740722656, -0.5685087442398071, 0.031609926372766495, 0.32060641050338745, 0.042567525058984756, 0.19601956009864807, -0.09631380438804626, -0.0684838518500328, -0.1527724415063858, 0.2880898416042328, -0.2963353991508484, 0.010569999925792217, -0.10352367162704468, 0.4710451364517212, -0.4869877099990845, 0.5414026975631714, 0.3597702383995056, 0.030509572476148605, 0.46870794892311096, -0.24472464621067047, 0.1517423689365387, 0.07708458602428436, -0.018669618293642998, 0.19097577035427094, -0.573703408241272, 0.02896975725889206, 0.010735172778367996, 0.3836785554885864, -0.3228468596935272, 0.20878952741622925, 0.14770177006721497, 0.1337471902370453, 0.07731436938047409, 0.2944657802581787, -0.432964563369751, 0.06707306951284409, -0.15566767752170563, -0.0007201090338639915, 0.370075523853302, 0.60793536901474, 0.20556461811065674, 1.0572052001953125, 0.33626145124435425, 0.18988251686096191, 0.39533302187919617, 0.026358943432569504, 0.9414345026016235, 0.7506478428840637, 0.41241711378097534, 0.16654853522777557, 0.3779776096343994, 0.0639265701174736, -0.2642614245414734, 0.17086906731128693, -0.7522307634353638, -0.503872275352478, 0.5129719376564026, -0.23377279937267303, 0.021592771634459496, 0.10039021074771881, -0.22326545417308807, 0.08827684819698334, 0.4996115267276764, -0.6992896795272827, 0.6635561585426331, 0.1552579253911972, -0.4175558090209961, 0.1417253613471985, -0.5133212208747864, -0.3191344439983368, -0.1129043772816658, -0.23889322578907013, -0.20374825596809387, 0.15491564571857452, -0.28622615337371826, 0.19861863553524017, -0.29268020391464233, -0.24035431444644928, -0.14014020562171936, -0.3239993155002594, 0.35036587715148926, -0.7054212093353271, 0.22556769847869873, -0.20863975584506989, 0.09598367661237717, -0.02995331399142742, -0.15013444423675537, 0.1915958970785141, -0.16006842255592346, -0.12010780721902847, 0.2140960544347763, 0.34178438782691956, -0.16291221976280212, 0.06881613284349442, 0.03166184574365616, -0.18818309903144836, -0.7831018567085266, -0.04510892182588577, 0.31576037406921387, -0.3522741496562958, -0.3690612316131592, 0.3473198711872101, 0.22037561237812042, 0.008299767039716244, -0.23425431549549103, -0.28012144565582275, -0.2951028048992157, -0.31098318099975586, -0.1652425229549408, -0.5899943709373474, -0.42504364252090454, -0.06062695384025574, -0.4105550944805145, -0.48400214314460754, -0.11920417845249176, -0.014316079206764698, 0.04986177757382393, -0.12758220732212067, 0.07579116523265839, 0.004586390685290098, -0.17883525788784027, -0.589631974697113, 0.7384320497512817, 0.19239410758018494, -0.16121071577072144, -0.028989043086767197, -0.4187059700489044, -0.3579019606113434, -0.009745418094098568, -6.200960159301758, 0.18933720886707306, -0.9402064085006714, -0.10281888395547867, 0.766345202922821, 0.05483652651309967, 0.02405555173754692, -0.0514235757291317, 0.4528578817844391, -0.04989059641957283, -0.07967142760753632, -0.24907423555850983, -0.3084297180175781, 0.0002910114999394864, 0.2044522762298584, 0.33100613951683044, 0.7690731883049011, -0.19190271198749542, 0.19860222935676575, 0.28988462686538696, -0.1348598152399063, -0.07616649568080902, -0.3950881063938141, 0.4782150387763977, 0.27293890714645386, -0.5278311967849731, -0.4025951325893402, 0.5088343620300293, -0.6944758296012878, 0.0736144483089447, 0.3039749264717102, -0.037387069314718246, -0.7630476951599121, 0.12220679968595505, -0.10582585632801056, 0.10424254089593887, -0.3100647032260895, 0.2361031323671341, 0.3922903835773468, -0.3571183979511261, 0.17521317303180695, 0.14610998332500458, 0.19095709919929504, -0.538052499294281, 0.254325270652771, -0.4016305208206177, -0.24531520903110504, 0.013335528783500195, -0.18209077417850494, 0.4531511068344116, 0.3869801461696625, -0.016460321843624115, 0.6656555533409119, -0.12335643917322159, -0.12764939665794373, -0.7042614817619324, 0.4107288122177124, 0.24612566828727722, -0.01006945688277483, 0.5080990791320801, 0.012099258601665497, -0.5763739943504333, -0.040600117295980453, -0.7274143695831299, -0.6047326326370239, -0.0485934354364872, -0.3313123285770416, -0.05287866294384003, -0.014445628970861435, 0.2790128290653229, -1.2917916774749756, 0.43914690613746643, -0.2904301881790161, -1.0000168085098267, 0.3175412118434906, 0.08114194124937057, -0.2856902778148651, -0.3605942130088806, 0.13258260488510132, -0.0732555091381073, -0.202884241938591, 0.07733069360256195, 0.09136063605546951, 0.2634178400039673, 0.11093845218420029, -0.00695599103346467, 0.26801350712776184, -0.22849969565868378, 0.11768316477537155, 0.07166846841573715, 0.44722527265548706, -0.3239632844924927, 0.7615562081336975, -0.09678653627634048, -0.059307605028152466, -0.0465698204934597, 0.19947968423366547, 0.7048548460006714, -0.41338419914245605, -1.0041248798370361, 0.4552913010120392, -0.12157376855611801, -0.6161983013153076, -0.2595193386077881, -0.10565981268882751, -0.1970338374376297, 0.10539796948432922, -0.48052796721458435, 0.09357041120529175, -0.03660042583942413, 0.3281940817832947, 0.17336605489253998, -0.37328624725341797, -0.6907001733779907, 0.5706220865249634, -0.09432605654001236, -0.3740515112876892, 0.34060347080230713, 0.5619240999221802, 0.3109498620033264, 0.07800131291151047, 0.08306696265935898, 0.30413001775741577, 0.493269681930542, 0.31945186853408813, 0.11754507571458817, -0.10679826885461807, 0.45153090357780457, -0.06035938486456871, 0.2282087355852127, 0.3920135796070099, 0.2581687867641449, 0.3680597245693207, 0.6212959289550781, -0.2355402410030365, 0.1212746649980545, 0.21326833963394165, 0.08237816393375397, -0.4003194570541382, -0.4514957070350647, 0.9740018248558044, 0.2245992124080658, 0.15181294083595276, -0.1099577248096466, 0.26635390520095825, 0.2991860806941986, -0.39127102494239807, 0.5996431112289429, -0.0045060887932777405, 0.07602781057357788, 0.24691887199878693, -0.5005819797515869, -0.3561627268791199, 0.2914843261241913, -0.12037549912929535, 0.3308486342430115, 0.4761313199996948, 0.06309562176465988, 0.12355325371026993, -0.780131995677948, 0.24884451925754547, -0.10082107782363892, -0.5524580478668213, 0.09752961248159409, 0.24018782377243042, 0.38486412167549133, -0.2947116196155548, -0.3324669599533081, -0.0260982234030962, 0.3775555193424225, 0.34638115763664246, -0.31546083092689514, -0.548054575920105, -0.08701400458812714, 0.4994732737541199, -0.16611073911190033, 0.5944332480430603, -0.24112150073051453, -0.0936746597290039, 0.2513674795627594, 0.08276548981666565, -0.3102259635925293, -0.3593369126319885, 0.5447899699211121, 0.4542751610279083, -0.06336476653814316, -0.0961792916059494, -0.24959847331047058, -0.14583554863929749, -0.11952736228704453, 0.882905900478363, -0.3255940079689026, -0.13743042945861816, 0.4007796347141266, 0.37921378016471863, -0.6547010540962219, 0.5363490581512451, 0.0886232852935791, -0.5563113689422607, -0.46526235342025757, -0.21202987432479858, 0.5174493789672852, 0.06456205248832703, 0.5711739659309387, 0.24251098930835724, 0.037387073040008545, 0.6001976728439331, 0.27144286036491394, 0.1163608655333519, 0.01563025452196598, -0.3704821467399597, -0.2516173720359802, 0.13747115433216095, -0.24006617069244385, 0.15148073434829712, 0.0943683534860611, -0.15646669268608093, -0.27788910269737244, -0.3482074439525604, 0.08466088771820068, -0.3804008364677429, -0.14068220555782318, -0.16532504558563232, -0.41536441445350647, 0.21586574614048004, 0.32297611236572266, 0.3882812559604645, -0.5758325457572937, 0.3156743347644806, 0.016401074826717377, -0.305755078792572, -0.1926560252904892, 0.38599535822868347, 0.34283438324928284, -0.202662393450737, 0.32725465297698975, 0.21310490369796753, 0.7876107692718506, 0.017704995349049568, -0.5270866751670837, -0.3676612079143524, -0.08447353541851044, -0.7503572702407837, -0.3841031491756439, -0.559932291507721, 0.04305413365364075, -0.17995509505271912, 0.3568321764469147, -0.3069484531879425, 0.18561120331287384, 0.09466005861759186, -0.20896193385124207, -0.10349425673484802, -0.03464726358652115, 0.8414089679718018, 0.02486785687506199, -0.2522190809249878, -0.17202208936214447, -0.17124851047992706, -0.7155810594558716, -0.39099612832069397, -0.1720605194568634, 0.00314690126106143, 0.2802599370479584, -0.4478113353252411, 0.1046748161315918, -0.24777056276798248, -0.5664566159248352, 0.4602653384208679, -0.32797935605049133, -0.5422521233558655, 0.2267039567232132, 0.29752233624458313, 0.6937037706375122, -0.5288522243499756, 0.10614597052335739, -0.07675093412399292, -0.20229345560073853, -0.7121562361717224, 0.029108306393027306, -0.36274510622024536, -0.09194367378950119, 0.18365924060344696, 0.43778637051582336, 0.03784702718257904, 0.15077058970928192, -0.3037991225719452, 0.5357357859611511, -0.3457028567790985, 0.2418491542339325, -0.26099538803100586, 0.0994931161403656, 0.093354232609272, -0.3905666470527649, -0.6395716667175293, 0.08251797407865524, 0.46591076254844666, 0.3088366389274597, -0.11079422384500504, 0.06527486443519592, -0.14438790082931519, 0.08648461848497391, 0.6426424980163574, -0.33257967233657837, 0.4331265985965729, 0.4015689790248871, 0.03362667188048363, -0.1638314425945282, -0.1267988532781601, -0.14990797638893127, 0.38107067346572876, 0.13144634664058685, 0.41902002692222595, 0.6546638011932373, -0.5787839293479919, 0.03953411057591438, -0.13604745268821716, -0.0478023886680603, 0.02806147187948227, 0.180787593126297, -0.07143300026655197, -0.39538317918777466, 0.07966861873865128, -0.3640695810317993, 0.4191250503063202, 0.6738900542259216, 0.41881194710731506, 0.18933303654193878, 0.21209567785263062, 0.5473281741142273, 0.20625977218151093, -0.4635952413082123, -0.44909408688545227, 0.466291606426239, -0.04978014528751373, 0.3151140809059143, 0.004486546386033297, -0.3491595387458801, -0.26883235573768616, 0.12825024127960205, 0.09463203698396683, 0.11103285849094391, 0.18149805068969727, 0.045781951397657394, -0.1402948796749115, 0.3620271682739258, -0.04242200776934624, 0.3384636342525482, -0.07407507300376892, 0.03655887767672539, 0.08074545115232468, 0.15778228640556335, 0.21051326394081116, -0.3319011330604553, -0.34707745909690857, -0.41216856241226196, -0.07815522700548172, -0.32694727182388306, -0.152214914560318, 0.5042936205863953, 0.07524546980857849, 0.2684093415737152, 0.8145841956138611, 0.0029198373667895794, 0.1890701800584793, -0.1463007926940918, 0.2843211591243744, -0.4134690463542938, -0.0010612740879878402, 0.5978936553001404, -0.555169939994812, -0.13720476627349854, -0.401467502117157, -0.12045467644929886, 0.01544035691767931, -0.03405383974313736, 0.19255989789962769, 0.14342088997364044, 0.027394557371735573, 0.8294448256492615, -0.4046468138694763, 0.4698602557182312, -0.3466281592845917, -0.41040298342704773, -0.2798576056957245, 0.5647162199020386, -0.024812528863549232, 0.6751037836074829, 0.16413524746894836, 0.12351293116807938, 0.1620061993598938, -0.33336296677589417, 0.1796569675207138, -0.09704970568418503, -0.04425983875989914, 0.16902029514312744, 0.346647173166275, 0.07192905247211456, 0.7847899198532104, 0.32337865233421326, 0.2183404266834259, -0.23889274895191193, -0.17047327756881714, 0.1540117859840393, -0.39309751987457275, 0.11011838912963867, -0.2195560187101364, 0.1263466328382492, -0.051138460636138916, -0.008070279844105244, -0.549479603767395, 0.049578554928302765, -0.15912820398807526, -0.3674696087837219, -0.41075772047042847, 0.25191155076026917, 0.5745047330856323, 0.009806842543184757, -0.49353480339050293, -0.1474524438381195, -0.36575764417648315, -0.45029371976852417, 0.24048973619937897, 0.3095599114894867, 0.19171857833862305, -0.06398545950651169, -0.04734008386731148, 0.352832168340683, -0.4493321180343628, 0.34892943501472473, -0.06583861261606216, -0.537885308265686, -0.3326808214187622, -0.07710734754800797, -0.5202571153640747, -0.17270348966121674, -0.16073082387447357, -0.08061423152685165, -0.04467862471938133, 0.028873620554804802, -0.10130663961172104, -0.1723833829164505, -0.14248345792293549, -0.1358761042356491, 0.1740552932024002, 0.07556208223104477, -0.2881987392902374, -0.06658872216939926, -0.29753899574279785, 0.5219152569770813, -0.441936194896698, -0.19018621742725372, -0.06864595413208008, -0.008171058259904385, 0.01718301512300968, 0.06728962808847427, 0.3878384530544281, -0.41078367829322815, -0.1003773882985115, -0.46233198046684265 ]
A Practical Way to Create Andrew Olton https://towardsdatascience.com/data-science-case-study-optimizing-product-placement-in-retail-part-1-2e8b27e16e8d
Data Science Case Study: Optimizing Product Placement in Retail (Part 1)
[ 0.15288834273815155, -0.14679905772209167, 0.3619285523891449, 0.13014723360538483, 0.33772051334381104, 0.0986071527004242, -0.49708396196365356, 0.0752480998635292, -0.0023617208935320377, 0.3183686137199402, -0.2915695309638977, -0.12470758706331253, -0.09248708188533783, -0.1588216871023178, 0.09818165004253387, 0.46465620398521423, 0.21707271039485931, 0.23085926473140717, -0.14199471473693848, -0.15981397032737732, -0.4250197410583496, -0.4276042878627777, 0.7029516696929932, -0.035505954176187515, 0.3588193655014038, -0.035578738898038864, 0.26572665572166443, -0.13144543766975403, -0.5340989232063293, 0.0687626302242279, 0.22960259020328522, 0.6666613221168518, 0.4214570224285126, -0.06725870072841644, -0.36569541692733765, -0.24512504041194916, -0.3512573838233948, -0.2859393060207367, -0.3061944544315338, -0.19908833503723145, -0.25332921743392944, 0.39895138144493103, -0.4319055676460266, 0.43554064631462097, -0.049942176789045334, -0.457319974899292, -1.9541614055633545, -0.1266488879919052, -0.3332346975803375, 0.005283937323838472, -0.5050204396247864, 0.2631954848766327, 0.06371144950389862, 0.16007429361343384, -0.5298545360565186, 0.26159459352493286, -0.09810305386781693, -0.4382675290107727, 0.008919863030314445, -0.09621314704418182, 0.16958847641944885, 0.3817239999771118, -0.03653452917933464, 0.009871060028672218, 0.5848701596260071, 0.0898798406124115, 0.2556605935096741, 0.4581586718559265, -0.18271629512310028, -0.09782834351062775, -0.20593535900115967, -0.0029930388554930687, -0.18428586423397064, 0.08239591866731644, -0.12622463703155518, 0.14519086480140686, 0.2965305745601654, 0.3225046992301941, 0.25979235768318176, -0.25854068994522095, 0.2623111307621002, -0.07087022811174393, 0.12887394428253174, 0.13035514950752258, 0.08120344579219818, 0.044326700270175934, -0.5124797224998474, -0.08616006374359131, -0.43255966901779175, 0.31178992986679077, -0.4596843421459198, -0.40776968002319336, 0.2915790379047394, 0.16153447329998016, 0.36624860763549805, 0.18328681588172913, 0.49003732204437256, 0.2233070731163025, -0.3539436459541321, 0.18575799465179443, -0.5648806095123291, 0.22118432819843292, -0.03549300506711006, -0.11160082370042801, 0.20996221899986267, 0.08062830567359924, -0.16229811310768127, -0.2932659387588501, -0.30686283111572266, 0.4496226906776428, -0.7077369093894958, 0.07563971728086472, -0.02073805406689644, 0.49455931782722473, 0.12545260787010193, 0.8662194013595581, 0.33026978373527527, 0.01058687549084425, -0.4347876310348511, -0.035746265202760696, -0.08420345932245255, 0.7559334635734558, -0.0906968042254448, 0.027181923389434814, 0.20362350344657898, -0.02151227556169033, -0.004719178657978773, 0.2588026821613312, 0.007578535005450249, 0.7095756530761719, 0.41226738691329956, 0.002204755786806345, 0.19012531638145447, -0.24324996769428253, -0.18534201383590698, -0.360978901386261, -0.05344964191317558, -0.3162170648574829, 0.12825115025043488, -0.023613691329956055, 0.07861030846834183, -0.2113928198814392, -0.3873876631259918, -0.24835188686847687, -0.14731135964393616, 0.19563737511634827, 0.16380688548088074, 0.5374243259429932, -0.4092872738838196, 0.12194611877202988, 0.14285695552825928, 0.41143661737442017, -0.6636552810668945, -0.4883841872215271, -0.02620493620634079, 0.11659105867147446, -0.05675215274095535, -0.1676061749458313, -0.23552510142326355, 0.364845335483551, -0.06449513882398605, 0.3961484432220459, -0.061200935393571854, -0.2653566598892212, 0.6105397939682007, -0.1220669075846672, 0.03896999731659889, -0.058150358498096466, -0.16533367335796356, -0.02415471524000168, -0.018978798761963844, 0.1091388389468193, 0.15747256577014923, -0.2575335204601288, 0.1843387335538864, 0.15440373122692108, 0.3644419312477112, -0.19819146394729614, 0.2097594141960144, 0.047143831849098206, -0.47771283984184265, 0.26154306530952454, 0.3480478525161743, -0.36816373467445374, 0.15424245595932007, 0.05556992441415787, 0.3101307153701782, 0.23914262652397156, 0.46613389253616333, 0.15553927421569824, -0.050379008054733276, -0.37395337224006653, 0.3088822364807129, -0.675653874874115, 0.4516860842704773, 0.21808919310569763, 0.037811629474163055, 0.3323134183883667, 0.232415571808815, 0.07592834532260895, -0.525945782661438, -0.09329630434513092, 0.07012981176376343, -0.038723092526197433, -0.19018620252609253, -0.033075667917728424, -0.035977162420749664, -0.02523535117506981, 0.06675661355257034, 0.2509690225124359, 0.2007443755865097, -0.04097147285938263, 0.46717211604118347, -0.35004475712776184, 0.047880787402391434, 0.02876262739300728, 0.46228694915771484, 0.3410603404045105, 0.1198078989982605, 0.39100125432014465, 0.7174569964408875, -0.29253295063972473, 0.08149140328168869, 0.38703611493110657, 0.16612285375595093, 0.5460287928581238, 0.6000749468803406, -0.2274278700351715, 0.3683069944381714, 0.1755293309688568, -0.0971464291214943, -0.18198442459106445, 0.5235087275505066, -0.6028866171836853, -0.41526806354522705, 0.2607173025608063, -0.6868928670883179, -0.10464955121278763, -0.10982271283864975, -0.08772899210453033, 0.1238866001367569, 0.13648827373981476, 0.006217462942004204, 0.6003056764602661, 0.13228611648082733, 0.2175493836402893, -0.5557270646095276, -0.018420618027448654, -0.11180568486452103, 0.03819621354341507, 0.11759952455759048, 0.3975719213485718, -0.39226818084716797, -0.2966400682926178, 0.0004129607114009559, 0.0741916075348854, -0.18557675182819366, -0.18059232831001282, 0.11683928966522217, 0.19173431396484375, -0.12539684772491455, 0.12371808290481567, -0.1552952527999878, 0.35691574215888977, 0.285504549741745, -0.521813154220581, -0.24520061910152435, -0.265963613986969, 0.03826480358839035, 0.1533505618572235, 0.1966594159603119, 0.1566375344991684, -0.28789883852005005, 0.030840443447232246, 0.3353719711303711, -0.4907445013523102, 0.5682191252708435, 0.2882882356643677, -0.20377880334854126, -0.5813876986503601, 0.24279075860977173, 0.4377051591873169, 0.07596752792596817, -0.038207851350307465, -0.04815797880291939, -0.45610684156417847, -0.1738201379776001, -0.022426743060350418, -0.3111056089401245, -0.48619428277015686, -0.19256970286369324, 0.04245827719569206, -0.2646443247795105, -0.3650977611541748, 0.05140169709920883, 0.5057373642921448, -0.182057186961174, -0.21344715356826782, -0.08695197850465775, -0.12641358375549316, -0.2388385683298111, 0.2995361089706421, 0.4491264224052429, -0.08070153743028641, 0.11519267410039902, -0.40643811225891113, -0.3465706408023834, -0.026314975693821907, -6.399140357971191, 0.3309857249259949, -0.5557885766029358, 0.11165913939476013, -0.09727443754673004, -0.22279708087444305, 0.2960904538631439, 0.08142892271280289, 0.2809733748435974, -0.033260177820920944, -0.550273597240448, -0.2554502487182617, 0.0036177944857627153, 0.40957197546958923, 0.5316852331161499, 0.7219021320343018, 0.5214883685112, 0.164845809340477, 0.2360217273235321, 0.4993254840373993, -0.14165657758712769, -0.20101481676101685, -0.4280833899974823, 0.6459599733352661, 0.3841651976108551, 0.039622820913791656, -0.6619120836257935, 0.8925272822380066, -0.33450183272361755, -0.26150771975517273, 0.6926509737968445, 0.050147660076618195, -1.0503761768341064, 0.02905580960214138, -0.0038707854691892862, 0.11197783797979355, -0.01856200210750103, 0.2620135545730591, -0.022059056907892227, -0.3222900927066803, 0.3362656533718109, 0.30929920077323914, -0.29018887877464294, -0.24402877688407898, 0.3409261703491211, -0.21852752566337585, -0.38256222009658813, -0.1510622501373291, -0.45757636427879333, 0.12513388693332672, 0.21542899310588837, -0.08263515681028366, 0.21063077449798584, 0.24665316939353943, 0.051813703030347824, -0.7171331644058228, 0.17458775639533997, 0.4043506383895874, -0.24498794972896576, 0.2643873393535614, 0.10599379241466522, -0.14711585640907288, -0.30384159088134766, -0.7539478540420532, -0.5638424158096313, -0.269846647977829, -0.3858579099178314, -0.5668767094612122, -0.04624136537313461, 0.035991158336400986, -0.7632282376289368, 0.12718740105628967, -0.28072261810302734, -0.671173632144928, 0.2618127167224884, 0.1760837882757187, 0.019254159182310104, 0.19006673991680145, 0.09851471334695816, -0.06530572474002838, -0.17098215222358704, -0.42251282930374146, 0.21423929929733276, 0.48649609088897705, 0.001782389241270721, 0.07251816987991333, 0.039829421788454056, 0.08646269887685776, -0.4510034918785095, 0.2478940784931183, 0.26808586716651917, -0.12742093205451965, 0.25190436840057373, 0.1931871473789215, 0.07320449501276016, -0.4731939733028412, 0.20848608016967773, 0.29519563913345337, 0.046905919909477234, -0.30101853609085083, 0.7023671269416809, 0.04282347112894058, -0.6557496786117554, -0.5513623356819153, -0.11293011903762817, 0.12491922825574875, -0.10743463784456253, -0.36691567301750183, 0.3365347385406494, -0.18202275037765503, 0.3688947856426239, 0.25205662846565247, -0.7322448492050171, -0.056251514703035355, 0.297830730676651, -0.025272762402892113, -0.5961309671401978, 0.12588731944561005, 0.20639659464359283, 0.34710946679115295, -0.16977393627166748, -0.3285483121871948, -0.03883938118815422, 0.14864489436149597, 0.05539713054895401, -0.1900390237569809, -0.0014069132739678025, 0.31235837936401367, 0.10816093534231186, 0.4868541359901428, 0.47549739480018616, 0.28601112961769104, -0.2740594744682312, -0.14562498033046722, 0.5355830788612366, 0.027345769107341766, 0.38642561435699463, 0.05344460904598236, 0.018987270072102547, -0.25859585404396057, 0.4522133767604828, -0.09590614587068558, 0.48791757225990295, 0.07892806828022003, 0.5259592533111572, -0.023489464074373245, 0.09326796233654022, 0.40325114130973816, -0.21337205171585083, 0.11816719174385071, -0.014433388598263264, -0.12587307393550873, 0.04480695351958275, 0.2144077718257904, 0.22775322198867798, 0.16948296129703522, 0.38564345240592957, -0.054944347590208054, 0.15986081957817078, -0.38522619009017944, 0.1989220231771469, -0.48924022912979126, -0.4538503885269165, 0.010568407364189625, 0.4622285068035126, 0.201196551322937, -0.7129564881324768, 0.16981031000614166, 0.03838350996375084, 0.4369238018989563, 0.40407177805900574, -0.4649927020072937, -0.5545269250869751, -0.16932541131973267, 0.03641975298523903, -0.5466984510421753, 0.012545271776616573, -0.20702871680259705, -0.2053181529045105, 0.27622294425964355, -0.018334953114390373, -0.5451233386993408, -0.46207624673843384, 0.38428905606269836, 0.6456090211868286, -0.16382986307144165, -0.11869846284389496, 0.024876214563846588, -0.012169997207820415, -0.44073715806007385, -0.11355223506689072, -0.2091074287891388, 0.014915257692337036, 0.48175182938575745, 0.09046035259962082, -0.9664004445075989, 0.4106420874595642, -0.14066477119922638, -0.30417606234550476, -0.15438991785049438, -0.18880203366279602, 0.1258922517299652, -0.06578359007835388, 0.5083168148994446, 0.17795923352241516, -0.3160533905029297, 0.3607403337955475, 0.07351130992174149, 0.06376928836107254, 0.033057793974876404, -0.5809609889984131, -0.36681705713272095, 0.0727275013923645, 0.08670706301927567, 0.20714138448238373, -0.00964862760156393, -0.241398885846138, -0.21926741302013397, -0.09048215299844742, 0.04104653000831604, -0.299925833940506, -0.20591706037521362, -0.47983407974243164, -0.31101328134536743, 0.07624680548906326, 0.2983774244785309, 0.966426432132721, -0.3366668224334717, 0.08401817083358765, 0.12557880580425262, 0.1268727034330368, -0.4421544075012207, 0.2855522632598877, 0.5733352303504944, -0.05877567455172539, 0.3397029936313629, -0.49046415090560913, 0.8210416436195374, 0.22325895726680756, -0.4653773605823517, -0.7607126832008362, -0.1909818947315216, -0.13277198374271393, -0.4131522476673126, 0.1691131293773651, 0.49377813935279846, 0.1914784461259842, 0.2238815575838089, -0.4260699152946472, 0.2860603928565979, 0.05009914189577103, -0.19946397840976715, -0.10320842266082764, -0.21675227582454681, 0.8696991205215454, -0.08127827942371368, -0.1582448035478592, -0.08889967203140259, -0.1357773244380951, 0.507710337638855, -0.04279234632849693, -0.23707720637321472, -0.36139896512031555, 0.38292428851127625, 0.0015663583762943745, 0.3468937575817108, -0.2660198509693146, -0.26648402214050293, -0.13454407453536987, -0.46068599820137024, -0.6078705787658691, -0.05750298127532005, 0.002940406557172537, 0.5453348755836487, 0.030786219984292984, -0.368624210357666, 0.04652226343750954, -0.16114112734794617, -0.8074138760566711, -0.18344084918498993, -0.6097561717033386, -0.2972966134548187, 0.6427764892578125, -0.12459836155176163, 0.18538370728492737, 0.0806058794260025, -0.3724457025527954, 0.47435662150382996, -0.05451943725347519, 0.23287226259708405, -0.4324066936969757, 0.5368480086326599, -0.6283378005027771, -0.4000331163406372, -0.24995219707489014, 0.040989093482494354, 0.2691936790943146, -0.12046236544847488, -0.12464860081672668, -0.26191651821136475, 0.21888118982315063, 0.5369530320167542, 0.49939268827438354, 0.11467903852462769, 0.3176535964012146, 0.6276638507843018, -0.18575595319271088, 0.16791726648807526, 0.24469323456287384, -0.17009787261486053, 0.36102190613746643, -0.17531102895736694, 0.2394149899482727, 0.4057535231113434, -0.31443488597869873, -0.10829572379589081, -0.07788525521755219, 0.35387662053108215, 0.09833915531635284, 0.07894767075777054, -0.12299872189760208, -0.260055273771286, 0.6749517321586609, -0.2260342389345169, -0.04650285840034485, 0.413597047328949, 0.3094867169857025, 0.4671405851840973, -0.10012394934892654, 0.5255105495452881, 0.019427569583058357, 0.4262223243713379, -0.17370057106018066, 0.31295108795166016, -0.058924026787281036, 0.010896534658968449, -0.018584320321679115, -0.48471972346305847, 0.15810449421405792, 0.05639641731977463, 0.2720099687576294, -0.009869493544101715, 0.13609947264194489, 0.09048262238502502, -0.2891336679458618, 0.007262239698320627, -0.13164280354976654, 0.2085324078798294, -0.27443695068359375, 0.15788233280181885, -0.39867889881134033, 0.12021195888519287, 0.09915601462125778, -0.9144739508628845, -0.6653907299041748, -0.22346709668636322, 0.4831424653530121, -0.29070398211479187, -0.28210845589637756, 0.017607714980840683, 0.16202040016651154, 0.26740771532058716, 0.5194966197013855, 0.0657995417714119, 0.06413568556308746, -0.23757405579090118, 0.44663670659065247, -0.2771863341331482, 0.22182366251945496, 0.4893079102039337, -0.19067971408367157, -0.6193756461143494, 0.04931588098406792, 0.27155426144599915, 0.184478297829628, 0.07688556611537933, 0.17940758168697357, -0.19546137750148773, 0.2778611481189728, 0.8201032876968384, 0.04723222926259041, -0.07910991460084915, -0.5178536176681519, 0.12591224908828735, 0.07972490042448044, -0.1679397076368332, 0.15314067900180817, 0.7220703959465027, -0.29100707173347473, -0.17780250310897827, 0.07178789377212524, -0.2780460715293884, 0.24883422255516052, 0.24175913631916046, -0.39413994550704956, -0.21146373450756073, 0.27730998396873474, 0.4762917160987854, 0.34962624311447144, 0.16425363719463348, -0.0676359087228775, -0.5958918929100037, -0.08575010299682617, 0.06752684712409973, 0.2627353072166443, 0.03480664640665054, -0.4042731821537018, 0.2172318696975708, -0.29886355996131897, -0.04218607023358345, 0.000725884863641113, 0.2791956663131714, -0.2420796900987625, -0.07068639993667603, 0.22275058925151825, -0.0019507353426888585, 0.15942363440990448, 0.20983339846134186, -0.5584388375282288, -0.09661094099283218, 0.28575339913368225, -0.3345019519329071, 0.008091992698609829, 0.03453310206532478, -0.18971285223960876, -0.05699329450726509, -0.6869829297065735, 0.3013618588447571, -0.18811765313148499, 0.36552929878234863, 0.06360120326280594, -0.6148564219474792, -0.4120926856994629, 0.27861350774765015, -0.11642070859670639, -0.44001442193984985, 0.1302415430545807, -0.007971389219164848, 0.044311489909887314, -0.15856537222862244, -0.355591356754303, -0.6886498928070068, -0.07653369009494781, 0.26556748151779175, -0.11693623661994934, 0.387551873922348, -0.15810827910900116, 0.23227450251579285, -0.32718339562416077, 0.4395514130592346, -0.3509669303894043, 0.015860972926020622, -0.22504641115665436, 0.14208263158798218, -0.1936066448688507, 0.006713289767503738, -0.35911136865615845, -0.5000277161598206, -0.017247376963496208, -0.3584858477115631 ]
Theres a number of compelling reasons for data scientists to write books. I wanted to Ben Weber https://towardsdatascience.com/data-science-for-startups-blog-book-bf53f86ca4d5
Data Science for Startups: Blog -> Book
[ 0.4805963635444641, 0.23316234350204468, 0.058444030582904816, 0.2274329662322998, 0.0015589336398988962, -0.10427536070346832, -0.39166581630706787, 0.022904809564352036, -0.07289637625217438, 0.026964645832777023, -0.11485052853822708, 0.05988060683012009, -0.32520192861557007, -0.2286178320646286, -0.2523777186870575, 0.12497873604297638, -0.22353123128414154, 0.005648212507367134, 0.011558749713003635, -0.19165048003196716, -0.2887469232082367, -0.4733105003833771, 0.6902767419815063, -0.07234051823616028, 0.08397307991981506, -0.2751327455043793, 0.4260227680206299, 0.2171279340982437, -0.627492368221283, 0.04215458407998085, -0.012969247065484524, 0.5892297625541687, 0.3960341215133667, 0.38970664143562317, -0.3543221950531006, -0.11304371058940887, -0.38824090361595154, -0.2811416983604431, 0.2643864154815674, -0.21949149668216705, -0.3348965346813202, 0.005010376218706369, -0.4277176856994629, 0.6160688996315002, -0.16656680405139923, -0.4396969676017761, -1.5546895265579224, 0.19931475818157196, -0.43571990728378296, -0.08421521633863449, -0.3321339190006256, 0.32221585512161255, 0.291762113571167, 0.4854172468185425, -0.3009355068206787, 0.12543457746505737, 0.3925412893295288, -0.6889234781265259, -0.089032843708992, -0.17151758074760437, 0.17355267703533173, 0.26420578360557556, -0.05648251622915268, 0.28849515318870544, 0.6114160418510437, -0.03660055622458458, -0.07640854269266129, 0.22714565694332123, -0.33845028281211853, 0.2023075670003891, -0.30366820096969604, 0.1549343466758728, -0.15492437779903412, 0.009480307810008526, 0.09418036043643951, 0.24358642101287842, 0.4823397994041443, 0.3152538239955902, 0.3985917568206787, -0.2398652732372284, 0.028038399294018745, -0.23313577473163605, -0.1192716434597969, 0.37891319394111633, 0.202158585190773, 0.42024296522140503, -0.3735392987728119, -0.41045811772346497, -0.5421306490898132, -0.14471034705638885, -0.43927809596061707, -0.39339664578437805, -0.013901027850806713, -0.018332350999116898, 0.46611320972442627, 0.4464837312698364, 0.4538763463497162, 0.003398618660867214, -0.48774346709251404, 0.6540849208831787, -0.6825843453407288, 0.2233775407075882, -0.24671101570129395, -0.2718389332294464, -0.1839008927345276, 0.19637911021709442, -0.09742740541696548, -0.3854193091392517, -0.2699623703956604, 0.353863924741745, -0.5155351758003235, 0.41873252391815186, -0.005614134483039379, 0.4170737862586975, 0.0009756361250765622, 1.1111713647842407, 0.09513033181428909, -0.10922251641750336, -0.32409238815307617, -0.05188047140836716, -0.1814960539340973, 1.1580930948257446, 0.021807493641972542, -0.08094286173582077, 0.20991621911525726, 0.10622936487197876, 0.032977599650621414, 0.3553107678890228, 0.18623921275138855, 0.6083233952522278, 0.3246537446975708, 0.21166013181209564, 0.14331918954849243, -0.3307532072067261, -0.0038797128945589066, -0.6298210620880127, 0.005204804707318544, -0.12895962595939636, 0.14677198231220245, 0.029444502666592598, 0.061869874596595764, -0.402707040309906, 0.06283527612686157, -0.4303634464740753, 0.021261921152472496, 0.06380576640367508, -0.12318913638591766, 0.286739706993103, -0.22926725447177887, -0.045745812356472015, -0.45208245515823364, 0.1881195604801178, -0.6619817614555359, -0.1716291904449463, -0.2612172067165375, 0.21754364669322968, 0.11679873615503311, -0.21268324553966522, 0.5231958627700806, 0.2902946174144745, -0.047030869871377945, 0.06837576627731323, -0.18878239393234253, 0.014532603323459625, 0.8643715977668762, -0.04138876870274544, 0.24933655560016632, 0.29907625913619995, -0.20857003331184387, -0.1462111622095108, -0.07904396206140518, -0.16490639746189117, 0.03765648230910301, -0.4460776746273041, 0.3856735825538635, 0.1893022209405899, 0.3705030381679535, -0.44502174854278564, 0.28630203008651733, 0.23721139132976532, -0.4887891411781311, 0.1468239575624466, 0.393580824136734, -0.08144684880971909, -0.1548575460910797, -0.44559773802757263, -0.058650534600019455, 0.1004628986120224, 0.18595075607299805, 0.41866204142570496, -0.35470592975616455, 0.010699760168790817, 0.7385257482528687, -0.8541676998138428, 0.5616735219955444, -0.17742905020713806, 0.32778194546699524, 0.8387858271598816, -0.14399732649326324, 0.20843176543712616, -0.2878246307373047, 0.057381562888622284, 0.3415340483188629, -0.3892872631549835, 0.2564632296562195, -0.02963883988559246, 0.025024455040693283, -0.037204060703516006, -0.1417863667011261, 0.17310306429862976, 0.32751357555389404, 0.49117183685302734, 0.5334473848342896, -0.7204872965812683, -0.4409092664718628, -0.07094024866819382, 0.0881257876753807, 0.5806475877761841, -0.13557088375091553, 0.4879503548145294, 0.9269273281097412, -0.0015389013569802046, -0.029038729146122932, 0.40808528661727905, 0.4907946288585663, 1.0027222633361816, 0.45436787605285645, -0.047842781990766525, 0.5025871992111206, -0.12956693768501282, -0.18910863995552063, -0.2526158392429352, 0.49740326404571533, -0.47135084867477417, -0.16864217817783356, 0.4193214476108551, -0.5683092474937439, -0.10591965913772583, 0.04438607394695282, -0.05280045047402382, 0.04955119639635086, 0.2099517434835434, -0.27098846435546875, 0.5010942220687866, -0.05592452362179756, -0.09362349659204483, -0.4611491560935974, 0.11764455586671829, -0.31284964084625244, -0.15332011878490448, 0.15269550681114197, 0.6797846555709839, 0.047971222549676895, -0.3592555820941925, 0.21542005240917206, 0.22897762060165405, -0.3126094937324524, -0.10610044747591019, -0.024484047666192055, 0.5722850561141968, -0.4384978115558624, 0.22701092064380646, -0.2666749358177185, 0.5572952628135681, 0.09097439050674438, -0.407703161239624, 0.017938092350959778, -0.7547266483306885, -0.09249742329120636, 0.35470420122146606, 0.15859098732471466, 0.386433869600296, -0.2369086593389511, 0.40227004885673523, 0.06125913932919502, -0.8518056869506836, 0.08943188935518265, 0.3017868399620056, -0.1961735188961029, -0.23553088307380676, 0.2170766294002533, 0.5932134389877319, -0.1438015252351761, 0.06923756003379822, -0.27812662720680237, -0.5728132724761963, -0.4254150688648224, 0.08877581357955933, -0.3845747709274292, -0.2568666636943817, -0.13131722807884216, 0.33584174513816833, 0.1510329395532608, -0.3603682518005371, -0.10604947060346603, 0.25104162096977234, 0.2634221613407135, -0.3503882586956024, -0.2705899775028229, 0.24983732402324677, -0.7528581619262695, 0.7089014053344727, 0.48170122504234314, -0.1987864077091217, 0.1428787261247635, -0.005214206874370575, -0.49983498454093933, 0.22781430184841156, -6.186354637145996, 0.2923473119735718, -0.5062859058380127, -0.2699073553085327, -0.29484933614730835, -0.09575773030519485, 0.3586828112602234, -0.14381559193134308, 0.3503989279270172, -0.4373149573802948, -0.21387308835983276, -0.4199185073375702, -0.08583474159240723, 0.3285764157772064, 0.11684782058000565, 0.7571167349815369, 0.6043360233306885, 0.18216608464717865, 0.38344964385032654, 0.29918935894966125, -0.41718754172325134, 0.42765575647354126, -0.00021830532932654023, 0.506117582321167, 0.5969793200492859, -0.32181671261787415, -0.5071309208869934, 0.667597234249115, -0.3988289535045624, 0.11314179003238678, 0.7816072106361389, -0.2589133083820343, -0.6932134032249451, 0.09632933884859085, -0.06381065398454666, 0.25905725359916687, 0.30906060338020325, 0.2859242558479309, 0.26592177152633667, -0.12121540307998657, 0.07302652299404144, 0.2773105502128601, -0.3064255714416504, -0.31866297125816345, 0.24263592064380646, -0.5289501547813416, -0.38053029775619507, 0.32896292209625244, 0.0587322860956192, -0.10316455364227295, 0.07008310407400131, -0.2381974309682846, 0.129227876663208, 0.03868218883872032, 0.0535099171102047, -0.7282277941703796, 0.3279916048049927, 0.3428276777267456, -0.27459782361984253, 0.07642168551683426, 0.3172592520713806, -0.11028511077165604, -0.21010790765285492, -0.9383409023284912, -0.5332866907119751, -0.22189079225063324, -0.6867674589157104, -0.6186400055885315, 0.14312222599983215, 0.11223002523183823, -0.9243552088737488, 0.3771020472049713, -0.07581302523612976, -0.717570424079895, 0.6309465169906616, -0.31420859694480896, -0.20409739017486572, 0.0748884305357933, 0.35173988342285156, -0.07709163427352905, -0.44854578375816345, -0.4883806109428406, -0.4818924367427826, 0.2923497259616852, 0.5604671239852905, -0.13303273916244507, -0.04108221456408501, 0.09940856695175171, -0.13881362974643707, 0.476121723651886, 0.6234921813011169, -0.09178683161735535, 0.6639572978019714, 0.5180709958076477, 0.15404309332370758, 0.07981747388839722, 0.017231585457921028, 0.3121321499347687, -0.040009357035160065, -0.34652748703956604, 0.683877170085907, -0.0502881295979023, -0.9178419709205627, -0.7916914820671082, -0.17012722790241241, 0.018170136958360672, -0.14674219489097595, -0.04217519983649254, 0.2915298640727997, 0.00484889280050993, 0.2505020201206207, 0.39243611693382263, -0.6245183944702148, -0.6250808238983154, 0.20104999840259552, -0.12226846069097519, -0.47551479935646057, 0.40580493211746216, 0.45730769634246826, 0.1690874546766281, -0.078217513859272, -0.04091353714466095, -0.3190646469593048, 0.11301371455192566, 0.711911678314209, -0.01092533953487873, -0.170266255736351, 0.08498510718345642, 0.10958583652973175, 0.0830419510602951, 0.4046538472175598, -0.016188284382224083, -0.3341199457645416, 0.19761919975280762, 0.2271076738834381, 0.07779460400342941, 0.12125750631093979, -0.3124730587005615, -0.10504645109176636, -0.4674600660800934, 0.4182259738445282, 0.16519148647785187, 0.07984430342912674, 0.07948287576436996, 0.492132306098938, 0.36510998010635376, -0.10397591441869736, 0.634820818901062, 0.00222010281868279, 0.35592344403266907, 0.07504092156887054, -0.17999963462352753, -0.12340015172958374, 0.015620970167219639, 0.2806350290775299, 0.3135496973991394, 0.3817639946937561, 0.18133912980556488, 0.2931925654411316, -0.5415830016136169, 0.16295374929904938, -0.717978835105896, -0.3996911644935608, 0.057119011878967285, -0.10337395966053009, 0.15105679631233215, -0.6961562633514404, 0.15394459664821625, -0.3469885289669037, -0.18540377914905548, 0.2570331394672394, 0.083321712911129, -0.5237203240394592, -0.22182734310626984, 0.0973999947309494, -0.10944337397813797, -0.052877869457006454, 0.19400423765182495, 0.06126908212900162, 0.08759574592113495, -0.05546840652823448, -0.4437948763370514, -0.16761599481105804, 0.610954225063324, 0.6297861933708191, -0.003011017572134733, 0.32781827449798584, 0.33045336604118347, -0.3347741663455963, -0.020964112132787704, 0.22458142042160034, 0.034096263349056244, 0.4215323328971863, 0.247457817196846, 0.13220858573913574, -1.1089940071105957, 0.4140359163284302, -0.008522308431565762, -0.2836991548538208, -0.3765271306037903, 0.27395325899124146, 0.009168170392513275, -0.264678418636322, 0.33514705300331116, 0.3309224843978882, 0.027202511206269264, 0.022382274270057678, -0.3227490782737732, -0.0770551934838295, 0.13446351885795593, -0.2626333236694336, -0.6063488721847534, 0.15493057668209076, -0.023165583610534668, -0.0015938368160277605, 0.29185351729393005, -0.33529984951019287, -0.3354584872722626, -0.12085838615894318, 0.4352942109107971, -0.19205348193645477, -0.11675600707530975, -0.2618562579154968, -0.32638999819755554, 0.18865007162094116, 0.43881750106811523, 0.35938218235969543, -0.23615200817584991, 0.04075291380286217, -0.4897749423980713, -0.14969705045223236, -0.3108421266078949, 0.5990561842918396, 0.3399301767349243, -0.15578316152095795, 0.07533146440982819, 0.12462709099054337, 0.9598027467727661, -0.17004531621932983, -0.4870777726173401, -0.4086523652076721, -0.02285621501505375, -0.5163565874099731, -0.6189089417457581, 0.1158970296382904, 0.22057069838047028, -0.11447084695100784, 0.3076877295970917, -0.6153427958488464, -0.07942002266645432, 0.32351765036582947, -0.2843400537967682, -0.6369085311889648, 0.022772451862692833, 0.4923744797706604, -0.06264424324035645, -0.2904253602027893, -0.27840501070022583, -0.16948480904102325, -0.2138344943523407, 0.45245230197906494, -0.013291588984429836, -0.6597692966461182, 0.622553288936615, -0.25235694646835327, 0.21445900201797485, 0.03350365161895752, -0.39060652256011963, -0.05327785760164261, -0.2863307297229767, -0.8610588312149048, -0.1250750869512558, -0.33448776602745056, 0.5580838322639465, -0.37044602632522583, 0.17826154828071594, -0.2283160537481308, 0.3325653672218323, -0.593425452709198, -0.665343701839447, -0.25343021750450134, -0.38052138686180115, 0.05517848953604698, -0.19155625998973846, -0.20429611206054688, -0.11392339318990707, -0.08471321314573288, 0.41263219714164734, 0.05699733644723892, 0.4908657371997833, -0.373086541891098, 0.38938236236572266, -0.4214693605899811, -0.18280529975891113, 0.0744805634021759, -0.0002242407063022256, 0.4204614758491516, -0.17514251172542572, -0.37580907344818115, -0.04149452596902847, 0.21629397571086884, 0.14512358605861664, 0.9376023411750793, -0.17165318131446838, 0.8577854037284851, 0.7854866981506348, -0.31397148966789246, 0.06593643873929977, 0.11796598136425018, -0.35641905665397644, -0.11339747160673141, 0.1008337140083313, 0.24506984651088715, 0.5760365128517151, -0.3574787974357605, -0.285481721162796, 0.0033977844286710024, 0.44413334131240845, -0.11961999535560608, -0.03932860493659973, 0.032974835485219955, -0.26159536838531494, 0.47346097230911255, -0.6071292757987976, 0.020847802981734276, 0.4473748803138733, 0.09849579632282257, 0.11007816344499588, -0.24476471543312073, 0.3154863119125366, 0.1553240269422531, 0.2765309810638428, -0.29024696350097656, 0.5191532373428345, 0.007096041459590197, 0.031546156853437424, -0.04276103153824806, -0.30243369936943054, -0.05159994214773178, -0.3644142746925354, 0.1607392132282257, -0.02191285789012909, 0.20382916927337646, 0.06953459233045578, -0.40505051612854004, 0.3118963837623596, -0.1740262806415558, 0.46416398882865906, -0.05192562937736511, 0.2828376889228821, 0.14830930531024933, 0.3875698149204254, -0.19557270407676697, -0.8527329564094543, -0.4611978530883789, -0.5615785717964172, 0.35856983065605164, -0.18812255561351776, -0.020133135840296745, 0.3205447494983673, 0.46765732765197754, 0.22093908488750458, 0.22565259039402008, -0.05513513460755348, 0.18261072039604187, 0.19145646691322327, 0.6845678091049194, 0.10707425326108932, 0.2585607171058655, 0.5316259860992432, -0.18739962577819824, -0.4347488582134247, -0.5026832222938538, 0.05521421134471893, -0.20052891969680786, -0.3595692813396454, 0.07739601284265518, 0.15902265906333923, -0.01944333128631115, 0.6692749857902527, -0.3035706579685211, 0.23453541100025177, -0.5860651731491089, 0.2518473267555237, 0.2476910650730133, -0.321056067943573, -0.30030155181884766, 0.3966222107410431, -0.1255541443824768, -0.1703399121761322, 0.043996989727020264, -0.31735602021217346, 0.046895742416381836, 0.12580031156539917, -0.5485371351242065, -0.2632397413253784, 0.24625489115715027, 0.4180556833744049, 0.5435382127761841, 0.28614571690559387, -0.3015308678150177, -0.3247257471084595, 0.033610161393880844, 0.21578416228294373, -0.02396894432604313, 0.18951432406902313, -0.3746168315410614, -0.02311086095869541, 0.08384356647729874, 0.29341235756874084, -0.17546959221363068, 0.15833230316638947, -0.5819276571273804, 0.15313804149627686, -0.283780038356781, 0.048952873796224594, 0.43348416686058044, -0.03568552806973457, -0.26605793833732605, -0.22460487484931946, 0.07296402007341385, -0.17087513208389282, 0.09887441992759705, 0.21197685599327087, -0.012601317837834358, 0.6817589998245239, -0.7978429198265076, 0.00785887148231268, -0.27240702509880066, 0.11981312930583954, -0.09579123556613922, -0.7740765810012817, -0.06736934930086136, 0.25695839524269104, -0.46652525663375854, -0.36496949195861816, 0.35149165987968445, -0.5235699415206909, -0.16478191316127777, -0.22542810440063477, -0.09847915917634964, -0.13702920079231262, 0.33480098843574524, 0.12862689793109894, -0.3046186864376068, 0.5506619811058044, 0.09096817672252655, 0.03629071265459061, -0.7068544626235962, 0.31487134099006653, -0.3914777934551239, 0.08250558376312256, -0.018319131806492805, -0.17347411811351776, -0.26093965768814087, -0.03183380141854286, 0.04661498963832855, -0.4973614811897278, -0.08619023859500885, -0.29306310415267944 ]
Part three of my ongoing series about building a data science discipline at a startup Ben Weber https://towardsdatascience.com/data-science-for-startups-data-pipelines-786f6746a59a
Data Science for Startups: Data Pipelines
[ 0.3162674605846405, 0.07332135736942291, 0.039018891751766205, 0.24316182732582092, 0.4233686625957489, 0.09351985156536102, -0.13395100831985474, 0.03695264458656311, -0.3079985976219177, -0.005713450722396374, -0.3382875919342041, -0.08454752713441849, -0.08558333665132523, -0.12954755127429962, 0.047132011502981186, 0.06969081610441208, -0.04314352944493294, -0.17748410999774933, 0.17597302794456482, -0.11508800089359283, -0.5791021585464478, -0.6278201341629028, 0.8602619171142578, -0.16551561653614044, -0.0199614055454731, -0.4793556034564972, 0.2939142882823944, 0.31075677275657654, -0.4699264168739319, -0.004949559923261404, -0.028912309557199478, 0.49412786960601807, 0.36163467168807983, 0.026307476684451103, -0.08860492706298828, -0.08676965534687042, -0.37882229685783386, -0.518632709980011, -0.000734865665435791, -0.12566065788269043, -0.416153222322464, 0.14866004884243011, -0.6209173202514648, 0.13049663603305817, 0.08268806338310242, -0.37994149327278137, -1.7033296823501587, -0.3226320147514343, -0.7235682010650635, -0.05549710616469383, -0.1279795914888382, 0.04770917817950249, 0.046602074056863785, 0.19097766280174255, -0.46757709980010986, -0.22051765024662018, 0.1655195653438568, -0.6686583161354065, 0.062144506722688675, -0.34917423129081726, 0.09094013273715973, 0.0012480561854317784, -0.1017814427614212, 0.26279160380363464, 0.3766455352306366, -0.16997481882572174, 0.01886886917054653, 0.17136307060718536, -0.30362966656684875, -0.04176214709877968, 0.1034366562962532, 0.13731466233730316, -0.05542430654168129, 0.06276840716600418, 0.10831023007631302, -0.2675233781337738, 0.44867444038391113, 0.3734996020793915, 0.3864830732345581, -0.01850779540836811, -0.014077306725084782, -0.27024099230766296, -0.007654999382793903, 0.4252955913543701, 0.19897115230560303, 0.348959356546402, -0.3834321200847626, -0.31868311762809753, -0.8780642151832581, -0.027676474303007126, -0.5239520072937012, -0.49407851696014404, 0.07014506310224533, 0.19569337368011475, 0.41885125637054443, 0.280365526676178, 0.3969429135322571, 0.15753906965255737, -0.38772574067115784, 0.4970196783542633, -0.6852498650550842, 0.4241374433040619, -0.20299308001995087, -0.3552897572517395, 0.08124149590730667, 0.23921793699264526, -0.24086467921733856, -0.09345879405736923, -0.4832221567630768, 0.01593741774559021, -0.1957552284002304, 0.1810864955186844, -0.054765734821558, 0.5144863128662109, -0.0660712942481041, 1.0418281555175781, -0.021226592361927032, -0.34675028920173645, -0.12470033019781113, -0.22376441955566406, -0.16117651760578156, 0.943010687828064, -0.061081934720277786, -0.04738375544548035, -0.06740807741880417, 0.11623089015483856, -0.13569867610931396, 0.16656742990016937, 0.29253876209259033, 0.6434386968612671, 0.19309431314468384, 0.21215848624706268, 0.20128552615642548, -0.15710105001926422, 0.0791105106472969, -0.4263526201248169, -0.21191169321537018, -0.003980952315032482, 0.30315297842025757, 0.008473158814013004, -0.005854867864400148, -0.2667646110057831, 0.0732746496796608, -0.5773974657058716, -0.11433126032352448, -0.06651294976472855, -0.12852217257022858, 0.498995304107666, -0.7179552316665649, -0.009278898127377033, -0.45823630690574646, 0.29718655347824097, -0.7944676876068115, -0.21475625038146973, -0.09134048968553543, 0.3766045868396759, 0.2077370434999466, -0.025543907657265663, 0.4836040437221527, 0.34870994091033936, -0.16886231303215027, 0.31078410148620605, -0.13643483817577362, -0.1834283322095871, 0.7846037149429321, -0.1533229798078537, 0.30159154534339905, 0.05364217236638069, -0.4488115608692169, -0.17947019636631012, 0.13529668748378754, -0.14322993159294128, 0.0877130925655365, -0.636073112487793, 0.29122093319892883, -0.30476823449134827, 0.48208513855934143, -0.29196232557296753, 0.4133373498916626, -0.025531891733407974, -0.5913336873054504, 0.1945563107728958, 0.37459152936935425, 0.04982418939471245, -0.01864900439977646, -0.4071682393550873, 0.08661771565675735, 0.21266525983810425, -0.14498239755630493, 0.1823703497648239, -0.2334950566291809, -0.28020477294921875, 0.5213685631752014, -0.8057657480239868, 0.35472142696380615, -0.08306895941495895, 0.35094720125198364, 0.6469090580940247, 0.05494243651628494, 0.2008420079946518, -0.2797624170780182, -0.0004716609255410731, -0.06522448360919952, -0.32862523198127747, 0.3064294755458832, -0.05668770149350166, 0.21036474406719208, -0.2016734927892685, -0.08277999609708786, -0.03148099407553673, 0.5197591185569763, -0.013393230736255646, 0.30626609921455383, -0.7142373323440552, -0.050836414098739624, -0.14829136431217194, 0.05638325959444046, 0.4036667048931122, 0.0007060342468321323, 0.519152820110321, 1.104088306427002, -0.13222113251686096, -0.03325731307268143, 0.10112647712230682, 0.15060476958751678, 0.8487606048583984, 0.7145782113075256, -0.19340534508228302, 0.3500828742980957, 0.008716803975403309, 0.24769894778728485, -0.29568150639533997, 0.182764932513237, -0.7051002383232117, -0.3224514126777649, 0.369714617729187, -0.47925135493278503, 0.11530337482690811, 0.24541287124156952, -0.0458160825073719, -0.15596903860569, 0.3782556354999542, -0.29953745007514954, 0.47758471965789795, 0.1186177060008049, -0.1861804872751236, -0.11544554680585861, 0.00508843781426549, -0.5107126235961914, -0.19269998371601105, -0.13126985728740692, 0.34407931566238403, -0.32245445251464844, -0.29339599609375, 0.2253381907939911, 0.02746039442718029, -0.12723881006240845, -0.20110957324504852, -0.31155529618263245, 0.5277191996574402, -0.1449412852525711, 0.31955042481422424, -0.07796409726142883, 0.7516230344772339, 0.266353040933609, -0.20973707735538483, 0.12021248787641525, -0.6520918011665344, 0.016495294868946075, 0.36365005373954773, 0.38448482751846313, 0.2746132016181946, 0.09694376587867737, 0.1017611175775528, -0.014218946918845177, -0.8652577996253967, 0.5105801820755005, 0.29829904437065125, -0.34126678109169006, -0.13815277814865112, 0.2774996757507324, 0.7398584485054016, -0.31120240688323975, 0.17201514542102814, -0.22696834802627563, -0.22027838230133057, -0.2656567692756653, 0.4167005717754364, -0.15498346090316772, -0.1482229381799698, -0.07997072488069534, 0.12937967479228973, 0.033956173807382584, -0.12437167763710022, -0.30043235421180725, 0.06215865537524223, 0.25307872891426086, -0.2581413984298706, -0.1351766735315323, 0.42000240087509155, -0.7029772996902466, 0.47754713892936707, 0.15490509569644928, -0.10885834693908691, 0.016312578693032265, -0.04602173715829849, -0.5076213479042053, 0.1552850902080536, -6.188714504241943, 0.03682650625705719, -0.7516507506370544, -0.2548680901527405, 0.048012278974056244, -0.35984617471694946, 0.14867521822452545, 0.11035406589508057, 0.2341533750295639, -0.4122380316257477, -0.33841586112976074, -0.1722722351551056, -0.0972425788640976, 0.3582310378551483, 0.11738166958093643, 0.2957194745540619, 0.47683343291282654, 0.21686890721321106, 0.390808641910553, 0.3676568567752838, -0.6233712434768677, -0.1541486531496048, -0.379679411649704, 0.3690285086631775, 0.514939546585083, -0.5115150809288025, -0.6917528510093689, 0.754176914691925, -0.7250892519950867, 0.2428348809480667, 0.5073578953742981, -0.23809941112995148, -0.9324120879173279, 0.11673744022846222, -0.11048772186040878, 0.2138904482126236, 0.270845502614975, 0.23966039717197418, 0.3947712182998657, -0.10119684785604477, 0.3760235905647278, 0.25847774744033813, -0.5066854953765869, -0.44717830419540405, 0.19514578580856323, -0.4604829251766205, -0.22772029042243958, 0.47366562485694885, 0.23760031163692474, -0.01772848144173622, 0.18895818293094635, 0.054296594113111496, 0.21494783461093903, 0.06813295930624008, 0.07556699961423874, -0.7576929926872253, 0.2844803035259247, 0.34411221742630005, -0.05918484926223755, 0.3777541518211365, 0.3350123465061188, -0.1881772130727768, 0.0917806327342987, -0.7896697521209717, -0.4740973114967346, -0.3881323039531708, -0.7763464450836182, -0.2915040850639343, 0.08957074582576752, -0.01059380080550909, -0.8149169087409973, 0.5551597476005554, -0.18884092569351196, -0.808745801448822, 0.32534539699554443, -0.21510818600654602, -0.11979127675294876, -0.11987815052270889, 0.2850237190723419, -0.3107103109359741, -0.21370135247707367, -0.32307785749435425, -0.17675308883190155, 0.17743535339832306, 0.46758994460105896, -0.1607380360364914, 0.03955395519733429, 0.20965196192264557, -0.13566896319389343, 0.19757747650146484, 0.40605148673057556, 0.05498337373137474, 0.8100678324699402, 0.0025601086672395468, 0.07669702917337418, -0.05530580133199692, -0.06740431487560272, 0.7290052771568298, -0.24008885025978088, -0.37692931294441223, 0.6153802871704102, -0.3835015892982483, -0.9601089358329773, -0.4554700553417206, -0.09932207316160202, 0.062036190181970596, -0.107266366481781, -0.20475584268569946, 0.23670879006385803, 0.16794738173484802, 0.15059293806552887, 0.48440518975257874, -0.6910757422447205, -0.4980015456676483, 0.31237781047821045, -0.10429874062538147, -0.7794041037559509, 0.16785286366939545, 0.4820033609867096, 0.3640430271625519, -0.12155178934335709, -0.06553561985492706, -0.1419110745191574, 0.5220191478729248, 0.7376263737678528, -0.0822685956954956, -0.04123740643262863, 0.6323530077934265, 0.00019836275896523148, -0.05486525222659111, 0.5663552284240723, 0.26942330598831177, -0.40039297938346863, 0.06677468866109848, 0.25747421383857727, -0.03438322991132736, -0.08004123717546463, -0.21607999503612518, -0.31207001209259033, -0.37062546610832214, 0.3462204039096832, 0.3651594817638397, 0.5787248015403748, 0.1339031457901001, 0.6171953678131104, 0.33612939715385437, 0.0495496541261673, 0.7654558420181274, -0.22112460434436798, 0.12509916722774506, 0.13558806478977203, -0.48723840713500977, -0.1835678219795227, -0.027474530041217804, 0.17937694489955902, 0.06879348307847977, 0.31624263525009155, 0.0060560996644198895, 0.31941741704940796, -0.4532218873500824, 0.1841563731431961, -0.2734612822532654, -0.3060570955276489, -0.04136687517166138, 0.04243400692939758, 0.3245128393173218, -0.38843944668769836, 0.05481619015336037, -0.3489217758178711, -0.0723629966378212, 0.0686272531747818, -0.3140502870082855, -0.5218231678009033, -0.34504202008247375, 0.24131278693675995, -0.2727609872817993, 0.1914009004831314, 0.06407257169485092, -0.01877385936677456, 0.07535576820373535, 0.1681058406829834, -0.1109187975525856, -0.34325259923934937, 0.48337942361831665, 0.662584662437439, 0.21564216911792755, 0.13655246794223785, 0.03306882828474045, -0.38599488139152527, -0.05288015678524971, 0.33362245559692383, -0.04190666973590851, 0.3323554992675781, 0.26790937781333923, 0.24559861421585083, -1.0061767101287842, 0.20590655505657196, 0.4260968267917633, -0.3336288034915924, -0.28378525376319885, 0.15004368126392365, 0.10801318287849426, 0.019938470795750618, 0.697462797164917, 0.6600685119628906, -0.15426963567733765, 0.1393846720457077, -0.05493755638599396, 0.29019472002983093, -0.09341487288475037, -0.14123891294002533, -0.6254197955131531, -0.04823760688304901, -0.11062729358673096, 0.13098061084747314, 0.20760636031627655, -0.030015215277671814, -0.433097779750824, -0.15876944363117218, 0.5266184210777283, -0.29929330945014954, -0.051638297736644745, -0.24423691630363464, -0.35477444529533386, 0.039746128022670746, 0.33187416195869446, 0.588958740234375, 0.001981389941647649, 0.03838961571455002, -0.37927937507629395, -0.04445715993642807, -0.4990576207637787, 0.4595840573310852, 0.26531991362571716, -0.15427041053771973, 0.2511886954307556, 0.10428999364376068, 0.7454075813293457, 0.1636374443769455, -0.569732129573822, -0.4575144052505493, 0.09320848435163498, -0.4761931598186493, -0.8144130110740662, 0.03692437708377838, 0.19774232804775238, 0.07465080171823502, 0.23971423506736755, -0.4688786268234253, 0.0452563501894474, 0.2858145534992218, -0.24490655958652496, -0.5538278222084045, 0.09630564600229263, 0.9265715479850769, 0.22653169929981232, -0.30045536160469055, -0.25727221369743347, -0.30025985836982727, -0.04348829388618469, 0.249498650431633, -0.32217147946357727, -0.4612567126750946, 0.42584872245788574, -0.07265119254589081, 0.015292232856154442, -0.21155968308448792, -0.36714816093444824, 0.017075488343834877, -0.4329143464565277, -0.863254964351654, -0.010590774938464165, -0.2748153805732727, 0.5543676614761353, -0.242401584982872, 0.15326304733753204, -0.08009679615497589, 0.14976805448532104, -0.8162617087364197, -0.44657227396965027, -0.595651388168335, -0.47229185700416565, 0.07551636546850204, 0.09517531841993332, -0.03725684434175491, -0.052857495844364166, -0.18990463018417358, 0.3567499816417694, 0.03222857043147087, 0.31703242659568787, -0.35736751556396484, 0.5194017887115479, -0.30828964710235596, -0.26038920879364014, 0.012236649170517921, 0.10562297701835632, 0.6370527148246765, -0.21725985407829285, 0.03644651547074318, -0.06262971460819244, 0.39279794692993164, 0.46372660994529724, 0.9048919677734375, -0.23757044970989227, 0.5283242464065552, 0.6929800510406494, -0.25637057423591614, 0.17199911177158356, 0.15201738476753235, -0.21562956273555756, 0.16409586369991302, 0.11084757000207901, 0.45710960030555725, 0.5674827694892883, -0.35686367750167847, -0.09956486523151398, 0.06352955847978592, 0.05297445133328438, 0.046450067311525345, -0.041978124529123306, -0.05645425617694855, 0.028099805116653442, 0.2690199017524719, -0.5667669773101807, 0.1476176381111145, 0.616405189037323, 0.310741126537323, 0.09310150891542435, -0.2919810116291046, 0.5721372961997986, 0.22268426418304443, 0.2659509479999542, -0.23671694099903107, 0.567362904548645, -0.19401757419109344, 0.3517477512359619, 0.15029260516166687, -0.20743578672409058, 0.1143464595079422, -0.4163636267185211, 0.27612459659576416, 0.21789133548736572, 0.24341316521167755, 0.17174600064754486, -0.3272256851196289, 0.3676460087299347, -0.038799386471509933, 0.6014087200164795, -0.07019937038421631, 0.43388035893440247, 0.20115432143211365, -0.004301243461668491, 0.026743121445178986, -0.9079070091247559, -0.3695226311683655, -0.752099335193634, 0.41168779134750366, -0.1099681630730629, -0.21212546527385712, 0.19416029751300812, 0.4558453857898712, 0.40666884183883667, 0.6940605640411377, -0.23668187856674194, 0.070518359541893, -0.27241018414497375, 0.6239513754844666, -0.10598336905241013, 0.3624853491783142, 0.46387532353401184, -0.33583569526672363, -0.23760861158370972, -0.3016146421432495, 0.11920377612113953, 0.06459896266460419, -0.12513607740402222, 0.12265182286500931, -0.04262760654091835, -0.14624783396720886, 0.7854284644126892, -0.262273371219635, 0.2003992348909378, -0.6037272810935974, 0.3046078681945801, 0.08039514720439911, 0.14640498161315918, -0.1605391800403595, 0.5538977384567261, -0.4248494505882263, 0.023110607638955116, -0.10906097292900085, -0.08341880142688751, 0.42165184020996094, 0.20355328917503357, -0.5562337636947632, -0.32427436113357544, 0.23991787433624268, 0.5104368925094604, 0.6205896139144897, 0.23838329315185547, -0.03496916592121124, -0.20256251096725464, 0.11955457180738449, 0.18151430785655975, -0.13011868298053741, 0.14495433866977692, -0.5236654281616211, 0.1660909354686737, -0.08687090873718262, 0.29792580008506775, 0.14070665836334229, 0.16497160494327545, -0.3626987338066101, 0.11941003054380417, -0.15665742754936218, 0.26103919744491577, 0.3539591431617737, 0.16091538965702057, -0.32484170794487, -0.40996426343917847, 0.03379568085074425, -0.2953003942966461, 0.13976816833019257, -0.13542552292346954, -0.23995056748390198, 0.552980899810791, -0.6535447835922241, 0.34118959307670593, -0.29966211318969727, 0.14403317868709564, -0.03276649862527847, -0.5938529372215271, -0.0868157222867012, 0.48587995767593384, -0.468158096075058, -0.3179302513599396, 0.2620941698551178, -0.1377631276845932, 0.056006066501140594, -0.2960456311702728, -0.30762532353401184, -0.09928766638040543, 0.1359080821275711, 0.11140269041061401, -0.18473395705223083, 0.37527865171432495, -0.24018403887748718, 0.13670839369297028, -0.7508483529090881, 0.04969070479273796, -0.5185071229934692, -0.033590253442525864, -0.005773601587861776, -0.11293468624353409, -0.32780832052230835, -0.14220429956912994, 0.35703328251838684, -0.4282073676586151, -0.23923397064208984, -0.28618258237838745 ]
Part ten of my ongoing series about building a data science discipline at a startup, and Ben Weber https://towardsdatascience.com/data-science-for-startups-deep-learning-40d4d8af8009
Data Science for Startups: Deep Learning
[ 0.15335576236248016, -0.028001705184578896, -0.019050905480980873, 0.2239299714565277, 0.28287315368652344, -0.09752915799617767, -0.22411136329174042, -0.0416598841547966, -0.2659413516521454, 0.1364773064851761, -0.4364016056060791, 0.014025661163032055, 0.007605420891195536, -0.13454842567443848, -0.1373380869626999, 0.30920279026031494, 0.053365953266620636, -0.18263255059719086, 0.11733069270849228, -0.09478306770324707, -0.6855056881904602, -0.6185691356658936, 0.704775333404541, 0.16372668743133545, -0.14058718085289001, -0.27256983518600464, 0.3910992443561554, 0.19906502962112427, -0.38768622279167175, 0.09824226051568985, -0.07129070162773132, 0.38336485624313354, 0.24766065180301666, 0.11831307411193848, -0.15431465208530426, -0.08173583447933197, -0.3392324447631836, -0.34576308727264404, 0.00895253662019968, -0.19331635534763336, -0.36770719289779663, 0.12722784280776978, -0.4998801052570343, 0.1995440125465393, -0.09303999692201614, -0.557875394821167, -1.648099422454834, 0.04818914458155632, -0.6725340485572815, 0.030358482152223587, -0.2227664440870285, 0.25536048412323, 0.10486190021038055, 0.11131369322538376, -0.29094868898391724, -0.09730889648199081, 0.13076069951057434, -0.609083890914917, 0.06290753185749054, -0.35296204686164856, 0.16087640821933746, 0.1793762743473053, 0.01580587960779667, 0.1717025488615036, 0.35219550132751465, -0.16473299264907837, 0.12524525821208954, 0.18636032938957214, -0.22766639292240143, -0.05610273405909538, -0.06802986562252045, 0.16901449859142303, -0.29669901728630066, 0.09859256446361542, -0.06337998062372208, -0.111789271235466, 0.5699597001075745, 0.3494552671909332, 0.4179144501686096, -0.006453425157815218, -0.03316193073987961, -0.16773076355457306, 0.13145679235458374, 0.36676138639450073, 0.1079680472612381, 0.34990590810775757, -0.3712494373321533, -0.2879898250102997, -0.6058119535446167, 0.0268220454454422, -0.36867812275886536, -0.3301266133785248, 0.17300750315189362, 0.07640473544597626, 0.4850722849369049, 0.3375686705112457, 0.519218385219574, 0.09485064446926117, -0.2995412051677704, 0.6577500700950623, -0.5941978096961975, 0.35093721747398376, -0.2632496953010559, -0.31742367148399353, 0.016297681257128716, 0.36112672090530396, -0.2962377369403839, -0.3986254632472992, -0.6088511943817139, 0.2352823168039322, -0.3365674316883087, 0.372824490070343, -0.050853364169597626, 0.29386115074157715, -0.030007153749465942, 0.8166606426239014, 0.09584922343492508, -0.29862549901008606, -0.11019323021173477, -0.20595063269138336, -0.3444044888019562, 0.8936789035797119, -0.2975791096687317, -0.027973206713795662, -0.02062266133725643, 0.22278054058551788, 0.10787853598594666, 0.37441182136535645, 0.3312850594520569, 0.501481294631958, 0.48946380615234375, 0.1518007069826126, 0.15437565743923187, -0.1343197077512741, 0.09632056206464767, -0.5045027136802673, -0.10719958692789078, -0.00822959840297699, 0.26136258244514465, -0.05675080418586731, -0.10102131217718124, -0.4290087819099426, 0.06922992318868637, -0.4881676733493805, -0.0820523351430893, -0.09043003618717194, 0.07620783150196075, 0.4740089476108551, -0.43127110600471497, 0.003088876139372587, -0.4188915491104126, 0.348764568567276, -0.8007354140281677, -0.2858337163925171, -0.09080231189727783, 0.3350771963596344, 0.04260646551847458, -0.23332270979881287, 0.4544362723827362, 0.3480662405490875, -0.161285862326622, 0.2179679274559021, -0.1692182719707489, -0.13197003304958344, 0.6620007753372192, -0.06404393911361694, 0.3439599275588989, 0.1501331925392151, -0.20144063234329224, 0.13312293589115143, -0.05598420649766922, -0.12336639314889908, 0.1291836053133011, -0.3881113827228546, 0.28753501176834106, -0.28015440702438354, 0.38074034452438354, -0.2850024700164795, 0.2710408866405487, 0.13833387196063995, -0.4914793372154236, 0.021405702456831932, 0.45142117142677307, 0.09792984277009964, -0.10055042803287506, -0.2199309766292572, 0.07914572954177856, -0.0560072623193264, 0.0802171528339386, 0.23738963901996613, -0.3152689039707184, -0.056604545563459396, 0.48057201504707336, -0.7921656966209412, 0.49158042669296265, -0.10129182785749435, 0.22123046219348907, 0.8542685508728027, -0.027160048484802246, -0.10241739451885223, -0.23671703040599823, -0.0897807627916336, 0.15414725244045258, -0.03233650326728821, 0.2841006815433502, -0.17412492632865906, 0.027508161962032318, -0.15035927295684814, -0.08727552741765976, -0.03310701251029968, 0.4478788375854492, 0.07020756602287292, 0.2903468608856201, -0.6773399710655212, -0.15820938348770142, -0.05150127038359642, -0.15464089810848236, 0.5882195830345154, 0.22140134871006012, 0.48513272404670715, 1.003347635269165, -0.2208566963672638, 0.12562872469425201, 0.12633098661899567, 0.29783496260643005, 0.8008994460105896, 0.6248007416725159, 0.0033305762335658073, 0.4887756109237671, -0.13227127492427826, 0.04791659116744995, -0.20056261122226715, 0.16181880235671997, -0.600997269153595, -0.15798147022724152, 0.3664998412132263, -0.5552020072937012, 0.06608813256025314, 0.11946116387844086, -0.16828960180282593, -0.1303117722272873, 0.17968450486660004, -0.27056628465652466, 0.44351887702941895, 0.2005179524421692, -0.1282663196325302, -0.24245093762874603, 0.05107700079679489, -0.33815887570381165, -0.02336694300174713, 0.03609238937497139, 0.505775511264801, -0.1787947416305542, -0.2975621819496155, 0.11402754485607147, 0.06169826164841652, -0.13144667446613312, -0.23310570418834686, -0.06223181635141373, 0.5710514783859253, -0.20886634290218353, 0.186301589012146, -0.24846209585666656, 0.4386473000049591, 0.3339972496032715, -0.3016846776008606, -0.08200336992740631, -0.5135743618011475, 0.10136593133211136, 0.2785149812698364, 0.34174585342407227, 0.32776451110839844, 0.11253815144300461, 0.22827695310115814, -0.031216459348797798, -0.8435777425765991, 0.4076642394065857, 0.1578396111726761, -0.34968677163124084, -0.16000349819660187, 0.1800190657377243, 0.49699637293815613, -0.18932384252548218, 0.1401047557592392, -0.2727704644203186, -0.22499002516269684, -0.15767249464988708, 0.29806962609291077, -0.22587861120700836, -0.1120825707912445, -0.11954564601182938, 0.17616848647594452, 0.08054900914430618, -0.06165769696235657, -0.17001251876354218, 0.39838138222694397, -0.023441819474101067, -0.09530571103096008, -0.21166396141052246, 0.25530457496643066, -0.8754886984825134, 0.45034313201904297, 0.3049168288707733, -0.20241618156433105, 0.028965318575501442, -0.22781865298748016, -0.3627210557460785, 0.1534307450056076, -6.337983131408691, 0.101874440908432, -0.6748179197311401, -0.09829413890838623, -0.19617511332035065, -0.20869161188602448, 0.04270665720105171, 0.11088113486766815, -0.06251253932714462, -0.2759753465652466, -0.27400490641593933, -0.41655322909355164, -0.134718120098114, 0.42313680052757263, 0.15254026651382446, 0.6624930500984192, 0.5327937006950378, 0.2818492352962494, 0.264128178358078, 0.38039907813072205, -0.629725992679596, 0.052105892449617386, -0.32045385241508484, 0.40055009722709656, 0.48147469758987427, -0.38591042160987854, -0.5251900553703308, 0.6453701257705688, -0.5374360680580139, 0.12480433285236359, 0.5877073407173157, -0.3275345265865326, -0.8354070782661438, 0.12041544169187546, -0.016618333756923676, 0.323047012090683, 0.018826432526111603, 0.2831386625766754, 0.28422924876213074, -0.09082330763339996, 0.2336060255765915, 0.27377593517303467, -0.44185662269592285, -0.5060614347457886, 0.3564802408218384, -0.4420604705810547, -0.2808106541633606, 0.30329591035842896, 0.0364287905395031, 0.01581951230764389, 0.08554565906524658, -0.09209996461868286, -0.05031168460845947, -0.07745411992073059, -0.0659768208861351, -0.8035123348236084, 0.18721763789653778, 0.35254427790641785, -0.11030533164739609, 0.2329060137271881, 0.366301953792572, -0.12165030092000961, -0.05185651034116745, -0.8012826442718506, -0.5944836735725403, -0.3630427122116089, -0.8081751465797424, -0.6427590847015381, -0.035054583102464676, 0.11885614693164825, -0.7083568572998047, 0.39495399594306946, -0.002368717920035124, -0.6693300604820251, 0.24311847984790802, -0.4064066708087921, -0.21278148889541626, -0.14379429817199707, 0.33043166995048523, -0.05112500116229057, -0.2883029580116272, -0.40253257751464844, -0.2323407530784607, 0.25360918045043945, 0.28660857677459717, -0.08391158282756805, 0.009067149832844734, 0.0008336998289451003, -0.2643741965293884, 0.36369749903678894, 0.3265448212623596, 0.08947932720184326, 0.772231936454773, 0.09004716575145721, 0.11238884925842285, 0.06819724291563034, -0.026903901249170303, 0.5712034702301025, -0.06067663058638573, -0.39759838581085205, 0.6086527705192566, -0.23477299511432648, -0.9494203329086304, -0.5267602205276489, -0.14250802993774414, 0.03745422512292862, 0.12586116790771484, -0.13168223202228546, 0.44314128160476685, -0.024802429601550102, 0.3361726999282837, 0.44756489992141724, -0.8613612651824951, -0.4414041042327881, 0.3611287474632263, -0.05758022889494896, -0.5326080918312073, 0.06130969896912575, 0.4138811230659485, 0.24716152250766754, -0.2825840413570404, -0.13690051436424255, 0.17914703488349915, 0.4293881356716156, 0.639161229133606, -0.1781730055809021, -0.011258854530751705, 0.42987796664237976, 0.09366770088672638, -0.05493169650435448, 0.5504507422447205, 0.2555745244026184, -0.3164401054382324, 0.1057826355099678, 0.12659813463687897, 0.029256921261548996, 0.10387782752513885, -0.13027356564998627, -0.16695603728294373, -0.5078277587890625, 0.5668150782585144, 0.39170700311660767, 0.495641827583313, 0.12119386345148087, 0.4933382272720337, 0.16934242844581604, 0.09131503850221634, 0.6899043321609497, -0.14353705942630768, 0.11674021184444427, 0.07887634634971619, -0.3459811210632324, -0.13424129784107208, 0.0930280014872551, 0.14563924074172974, 0.02675141952931881, 0.4072341024875641, 0.058818843215703964, 0.35236817598342896, -0.4749927222728729, 0.15627391636371613, -0.4603196084499359, -0.44376859068870544, 0.0378456637263298, 0.036811597645282745, 0.41291967034339905, -0.6144699454307556, -0.050674937665462494, -0.23503322899341583, -0.07190770655870438, 0.14406192302703857, -0.26115748286247253, -0.4603656828403473, -0.37808433175086975, 0.16596990823745728, -0.3642491400241852, 0.1339678317308426, -0.0024108421057462692, -0.032134491950273514, 0.15748387575149536, 0.13250696659088135, -0.30393460392951965, -0.38050219416618347, 0.4193582534790039, 0.7393822073936462, 0.22642011940479279, 0.10166986286640167, 0.0368146076798439, -0.33470118045806885, 0.031207822263240814, 0.32142508029937744, -0.07210031151771545, 0.4398694932460785, 0.28167009353637695, 0.3039606809616089, -0.8022156357765198, 0.32402652502059937, 0.2028721570968628, -0.31891605257987976, -0.37796300649642944, 0.13891753554344177, 0.20515038073062897, -0.059698838740587234, 0.5736148357391357, 0.4600878059864044, -0.1890828013420105, 0.18129406869411469, -0.12235075235366821, -0.03351588174700737, 0.038761794567108154, -0.32885196805000305, -0.4717862010002136, -0.09468620270490646, -0.11887594312429428, -0.04223264753818512, 0.12159563601016998, -0.12745462357997894, -0.5125523209571838, -0.3379911184310913, 0.5068442821502686, -0.10887044668197632, 0.05296800658106804, -0.17552141845226288, -0.27983707189559937, -0.07164238393306732, 0.3350646495819092, 0.44771644473075867, -0.08638883382081985, 0.029767893254756927, -0.3491721451282501, -0.014297349378466606, -0.2973445653915405, 0.5709328055381775, 0.1748148649930954, -0.283866286277771, 0.2619447708129883, 0.08107279986143112, 0.9392228126525879, -0.053253766149282455, -0.580189049243927, -0.4943118691444397, 0.04806562513113022, -0.4012664556503296, -0.568330705165863, 0.015450690872967243, 0.038850005716085434, 0.07059786468744278, 0.23972229659557343, -0.6448749303817749, -0.16322748363018036, 0.1519070714712143, -0.32319268584251404, -0.49313780665397644, 0.08906107395887375, 0.7891060709953308, 0.017849789932370186, -0.17244304716587067, -0.2616785764694214, -0.19448257982730865, -0.1637600213289261, 0.2876899540424347, -0.3010697662830353, -0.6367123126983643, 0.5864428877830505, -0.11400122195482254, 0.03924907371401787, 0.027077239006757736, -0.48905089497566223, 0.006643726024776697, -0.3670750558376312, -0.8037875890731812, 0.05132557451725006, -0.10260340571403503, 0.6442093253135681, -0.3099592626094818, 0.10562068969011307, -0.139020636677742, 0.15540866553783417, -0.7431826591491699, -0.6142211556434631, -0.4018692970275879, -0.42434895038604736, 0.3257085680961609, 0.05802353098988533, -0.1505879908800125, -0.14893406629562378, -0.10373689979314804, 0.42873886227607727, 0.06591474264860153, 0.28118857741355896, -0.35839396715164185, 0.32197290658950806, -0.31226080656051636, -0.2681293189525604, 0.004523009527474642, 0.10182193666696548, 0.45600414276123047, -0.284257709980011, 0.08957353234291077, -0.16160047054290771, 0.3437941372394562, 0.5503137707710266, 0.7028203010559082, -0.34610435366630554, 0.6118679046630859, 0.47672098875045776, -0.1930088996887207, 0.2107786238193512, 0.2051064521074295, -0.19571730494499207, 0.10246096551418304, 0.08951059728860855, 0.3249574601650238, 0.6579892635345459, -0.38979560136795044, -0.001898273010738194, 0.1601630002260208, 0.22374539077281952, -0.06313788890838623, 0.19577375054359436, -0.14848585426807404, 0.07586805522441864, 0.35536903142929077, -0.6496998071670532, 0.05375555902719498, 0.4944588243961334, 0.17296084761619568, 0.08711447566747665, -0.1048600822687149, 0.4880749583244324, 0.12164300680160522, 0.17370322346687317, -0.31771090626716614, 0.6456207633018494, 0.055442240089178085, 0.23655222356319427, 0.08556437492370605, -0.19686688482761383, 0.10276686400175095, -0.0645495355129242, 0.36243313550949097, 0.09840945899486542, 0.27715280652046204, 0.17833995819091797, -0.5078223943710327, 0.41405797004699707, -0.055255573242902756, 0.4891098737716675, -0.06567538529634476, 0.30468133091926575, 0.20603664219379425, 0.010240589268505573, -0.1040264293551445, -0.8369635939598083, -0.4944709837436676, -0.6847935318946838, 0.39328187704086304, -0.2780390679836273, -0.154988631606102, 0.19688057899475098, 0.5394978523254395, 0.35531750321388245, 0.5639854669570923, -0.021526247262954712, 0.024042228236794472, -0.03913178667426109, 0.687273383140564, -0.018248291686177254, 0.3518828749656677, 0.5646619200706482, -0.18186022341251373, 0.021050944924354553, -0.19200508296489716, 0.15328297019004822, 0.06336499750614166, -0.24426692724227905, 0.14249946177005768, 0.1472817212343216, -0.05921729654073715, 0.6006948947906494, -0.17478176951408386, 0.17470663785934448, -0.5402419567108154, 0.07039372622966766, 0.05464749038219452, -0.07838220149278641, -0.11340249329805374, 0.607869565486908, -0.3005826473236084, -0.0955512523651123, -0.09999379515647888, -0.31524911522865295, 0.3702450692653656, 0.15715940296649933, -0.521076500415802, -0.20227381587028503, 0.33748483657836914, 0.4688676595687866, 0.6459890604019165, 0.27334681153297424, -0.07522349804639816, -0.23217298090457916, 0.07375071942806244, 0.2822911739349365, -0.12702390551567078, 0.04471422731876373, -0.4920162856578827, -0.03864457458257675, 0.025045497342944145, 0.197190523147583, 0.13480858504772186, 0.07304373383522034, -0.4142252504825592, 0.16940976679325104, -0.23097150027751923, 0.3325750529766083, 0.437222421169281, 0.12926934659481049, -0.4026668071746826, -0.3944251537322998, -0.013708597049117088, -0.28837499022483826, 0.1159142479300499, 0.07152964919805527, -0.060716286301612854, 0.5544645190238953, -0.6770390272140503, 0.16857506334781647, -0.17731066048145294, 0.07897429168224335, -0.10948622971773148, -0.5880647897720337, 0.006716943811625242, 0.5024522542953491, -0.4904314875602722, -0.16051055490970612, 0.1888965368270874, -0.23996122181415558, -0.1241997629404068, -0.27856096625328064, -0.3627743721008301, -0.18101486563682556, 0.22633272409439087, 0.09969545155763626, -0.016931213438510895, 0.47419315576553345, -0.2157009094953537, 0.043214958161115646, -0.7165877223014832, 0.23173007369041443, -0.5445134043693542, 0.08472383767366409, -0.009788323193788528, -0.11888162791728973, -0.33909082412719727, 0.1402953863143921, 0.19839613139629364, -0.45138248801231384, -0.2296709567308426, -0.3628687262535095 ]
I recently changed industries and joined a startup company where Im responsible for Ben Weber https://towardsdatascience.com/data-science-for-startups-introduction-80d022a18aec
Data Science for Startups: Introduction
[ 0.19925354421138763, 0.13164643943309784, 0.022536899894475937, 0.14868564903736115, 0.26875635981559753, -0.06267688423395157, -0.3643307089805603, 0.09355100989341736, -0.1609022617340088, -0.11154328286647797, -0.40116021037101746, -0.11094675213098526, -0.15434929728507996, -0.21467213332653046, -0.13802292943000793, 0.13587477803230286, -0.004041857551783323, -0.10147321224212646, -0.23908323049545288, -0.08955859392881393, -0.4523775577545166, -0.6339988708496094, 0.6319902539253235, -0.007825791835784912, -0.07838640362024307, -0.26094767451286316, 0.40573957562446594, 0.06500614434480667, -0.2911369502544403, -0.07381166517734528, 0.11598960310220718, 0.4613397717475891, 0.12204201519489288, 0.1003737673163414, -0.5650859475135803, -0.2794887125492096, -0.46100717782974243, -0.24671570956707, -0.026148386299610138, -0.20126451551914215, -0.4966306686401367, 0.21523542702198029, -0.5952069759368896, 0.41560831665992737, 0.03606787696480751, -0.6959311366081238, -1.6644229888916016, 0.01925213448703289, -0.776695966720581, 0.09709466248750687, -0.41351208090782166, 0.10763487219810486, 0.12430556863546371, 0.015076449140906334, -0.48480015993118286, -0.09153978526592255, 0.11757084727287292, -0.5620803833007812, 0.0022796185221523046, -0.2260223627090454, 0.2258882224559784, 0.22110594809055328, 0.06062422692775726, -0.11417075991630554, 0.7433784008026123, 0.009280302561819553, 0.16347461938858032, 0.39501920342445374, 0.036051470786333084, -0.09617557376623154, -0.045450858771800995, 0.23485663533210754, -0.3057740330696106, 0.1142839565873146, 0.030636753886938095, 0.013562079519033432, 0.6023666262626648, 0.4368133246898651, 0.24562709033489227, -0.057074643671512604, -0.012053255923092365, -0.3018752932548523, 0.11442845314741135, -0.002889881143346429, 0.27266719937324524, 0.27789485454559326, -0.5430786609649658, -0.2579289972782135, -0.5931992530822754, 0.05634681135416031, -0.3516862690448761, -0.38593223690986633, 0.1217336505651474, 0.09658658504486084, 0.3476555645465851, 0.39084988832473755, 0.5479788780212402, 0.13041387498378754, -0.20661772787570953, 0.5164248943328857, -0.5850674510002136, 0.5141871571540833, -0.23186667263507843, -0.39109066128730774, 0.18144647777080536, 0.2265702486038208, -0.14778605103492737, -0.42798277735710144, -0.6408039331436157, 0.22704313695430756, -0.23390868306159973, 0.11934877932071686, -0.1000409722328186, 0.28010186553001404, 0.0091447988525033, 1.0368400812149048, 0.37299665808677673, -0.2741837501525879, -0.41852161288261414, 0.019167441874742508, -0.05439358577132225, 0.8769287467002869, -0.3179037272930145, -0.25475773215293884, -0.0368826724588871, 0.07810337096452713, 0.04091987386345863, 0.30384495854377747, 0.516481876373291, 0.6936815977096558, 0.1593906283378601, 0.1954638659954071, 0.19409534335136414, -0.3760742247104645, 0.20561686158180237, -0.6304593682289124, -0.08687572181224823, 0.10020057111978531, 0.1413397490978241, 0.1380252242088318, 0.19634369015693665, -0.2361731082201004, -0.022751756012439728, -0.46804872155189514, -0.07038760185241699, 0.07362369447946548, -0.09409336000680923, 0.2504135072231293, -0.1336670070886612, 0.290233314037323, -0.33986803889274597, 0.11264403909444809, -0.8524674773216248, -0.16767150163650513, -0.017068590968847275, 0.2901867628097534, 0.06850606203079224, -0.31054753065109253, 0.22751399874687195, 0.39161667227745056, 0.4078494608402252, 0.10818393528461456, -0.24839627742767334, -0.16007785499095917, 0.7155998349189758, -0.11624406278133392, 0.42158275842666626, 0.1908688098192215, -0.07626224309206009, -0.23018178343772888, 0.07848531752824783, -0.15967491269111633, -0.0888209193944931, -0.3555997610092163, 0.22166472673416138, 0.2452932447195053, 0.27012601494789124, -0.313454270362854, 0.3929295539855957, 0.16224747896194458, -0.5510744452476501, 0.030452841892838478, 0.2935341000556946, -0.025579171255230904, 0.3219756484031677, -0.3015834391117096, 0.16212564706802368, -0.04439394921064377, 0.018774649128317833, 0.1110062450170517, -0.29472240805625916, -0.04874951392412186, 0.3985219895839691, -0.7781158685684204, 0.3155355751514435, -0.015289011411368847, 0.11712151020765305, 0.7361558079719543, 0.16610179841518402, 0.04777011275291443, -0.3059203326702118, -0.009150885976850986, 0.1160506010055542, 0.046935390681028366, 0.251161128282547, -0.11614605039358139, 0.2716597318649292, -0.3300018906593323, 0.07464301586151123, 0.2266971617937088, 0.22291691601276398, 0.0987846851348877, 0.3648504912853241, -0.6798057556152344, -0.0761876106262207, -0.022458696737885475, -0.014133860357105732, 0.20987898111343384, 0.019436873495578766, 0.46383899450302124, 0.9506593942642212, -0.03615342080593109, -0.08743482828140259, 0.21423210203647614, 0.15435054898262024, 0.7841589450836182, 0.6271752715110779, -0.008643918670713902, 0.37495720386505127, -0.28969481587409973, 0.12953495979309082, -0.3776947259902954, 0.4511489272117615, -0.8980252742767334, -0.34341853857040405, 0.35167258977890015, -0.6497564315795898, -0.14503850042819977, -0.001299020485021174, 0.27935725450515747, 0.027335364371538162, 0.41405895352363586, -0.41227495670318604, 0.4434639513492584, 0.0775766521692276, 0.08268289268016815, -0.4728650152683258, -0.03474852442741394, -0.5854259729385376, -0.08889628946781158, -0.09473210573196411, 0.30593690276145935, -0.024646611884236336, -0.41150179505348206, 0.055406711995601654, 0.11702100932598114, -0.21612346172332764, -0.13699816167354584, 0.07328803092241287, 0.7125155329704285, -0.25806599855422974, 0.3859323263168335, -0.19630518555641174, 0.766593337059021, 0.01047690398991108, -0.2746456563472748, 0.05526377633213997, -0.5938355326652527, -0.2801685929298401, 0.13203473389148712, 0.6263716816902161, 0.0908089354634285, -0.06458406895399094, 0.06827789545059204, 0.24694940447807312, -0.7932866215705872, 0.32901427149772644, 0.11843618005514145, -0.2856106758117676, -0.3669092059135437, 0.36650964617729187, 0.5872325897216797, -0.07748987525701523, 0.44953668117523193, -0.0957179069519043, -0.5972820520401001, -0.2532655596733093, 0.18189185857772827, -0.23619522154331207, -0.02416875958442688, 0.13800589740276337, 0.45104458928108215, -0.04620273411273956, -0.04660603404045105, -0.276574969291687, 0.35425320267677307, 0.1810843050479889, -0.31271761655807495, -0.30422264337539673, 0.08087462186813354, -0.7416009306907654, 0.5197897553443909, 0.4246515929698944, 0.1101149395108223, 0.0534304603934288, -0.2653628885746002, -0.4709160327911377, 0.033695340156555176, -6.263103008270264, 0.049499187618494034, -0.6143714785575867, -0.06331468373537064, -0.302221417427063, -0.18014386296272278, 0.3738451302051544, -0.058742403984069824, 0.22941240668296814, -0.10906931757926941, -0.2762506902217865, -0.24935106933116913, -0.018582506105303764, 0.39446309208869934, 0.22598078846931458, 0.8090868592262268, 0.48643043637275696, 0.2746041715145111, 0.3209349811077118, 0.6158780455589294, -0.5440999269485474, 0.08941841870546341, -0.1510772556066513, 0.53934645652771, 0.6005652546882629, -0.4915437698364258, -0.621045708656311, 0.7456105351448059, -0.40826088190078735, 0.02021724171936512, 0.9256924390792847, -0.5154759287834167, -0.8506007194519043, -0.10758382827043533, -0.27004221081733704, 0.22133758664131165, 0.319306880235672, 0.1931496262550354, 0.20278942584991455, -0.4313470423221588, 0.2512231171131134, 0.26944684982299805, -0.10301569849252701, -0.1269204318523407, 0.46709954738616943, -0.5057991743087769, -0.40277406573295593, 0.2346324473619461, -0.16615445911884308, 0.20271699130535126, 0.16022785007953644, -0.038944557309150696, 0.0315043106675148, -0.07417880743741989, -0.11006080359220505, -0.6996467113494873, 0.40719395875930786, 0.3418309688568115, -0.23331795632839203, 0.1990860551595688, 0.5011242628097534, -0.15857075154781342, -0.19353806972503662, -0.7238167524337769, -0.388570636510849, -0.2830701172351837, -0.7301204800605774, -0.47381988167762756, -0.10537665337324142, 0.07384973764419556, -0.6531950831413269, 0.12495977431535721, -0.1250511258840561, -0.7918302416801453, 0.26509517431259155, -0.3392135202884674, -0.10085213929414749, 0.04491185024380684, 0.09219994395971298, -0.22070764005184174, -0.2398146241903305, -0.5610782504081726, 0.11826018244028091, 0.5144690275192261, 0.4208330512046814, 0.2135017216205597, -0.18961530923843384, 0.2020019292831421, -0.32221564650535583, 0.23042255640029907, 0.4295711815357208, 0.0953424721956253, 0.5947074890136719, 0.22218826413154602, 0.0465133860707283, 0.03703078255057335, 0.13439850509166718, 0.45360511541366577, -0.12730421125888824, -0.3136683404445648, 0.7909336686134338, -0.005746305454522371, -0.8960703015327454, -0.8558493852615356, 0.08760565519332886, -0.04889972507953644, -0.090569406747818, -0.11299392580986023, 0.5989484786987305, 0.06693634390830994, 0.17816013097763062, 0.5035536289215088, -0.6677822470664978, -0.607315719127655, 0.07839925587177277, -0.02892402932047844, -0.5053660869598389, -0.11648634821176529, 0.43608415126800537, 0.2051568329334259, -0.37809935212135315, -0.12303641438484192, -0.09843181818723679, 0.46301543712615967, 0.43139782547950745, -0.43998804688453674, -0.07888377457857132, 0.6437346339225769, 0.1315898895263672, -0.18149632215499878, 0.2600271999835968, 0.3461759090423584, -0.4552694261074066, 0.08296524733304977, 0.1641198992729187, -0.141277477145195, 0.14257507026195526, -0.23794502019882202, 0.1265798658132553, -0.2748439610004425, 0.5267820358276367, 0.16449035704135895, 0.403632789850235, 0.10723879933357239, 0.49171262979507446, 0.09925016015768051, -0.028293993324041367, 0.47086212038993835, -0.2691553831100464, -0.08598841726779938, -0.008158141747117043, -0.320078581571579, -0.020919546484947205, 0.2200133055448532, 0.1943916529417038, 0.11456355452537537, 0.2506403923034668, 0.07325829565525055, 0.2727973163127899, -0.36628100275993347, 0.20226943492889404, -0.5460910797119141, -0.19538459181785583, 0.0864926278591156, 0.17489111423492432, 0.5161351561546326, -0.3896847665309906, -0.2060956209897995, -0.12249062210321426, 0.07432045787572861, 0.08684761077165604, -0.24056647717952728, -0.5585780739784241, -0.4669409990310669, 0.11410990357398987, -0.053806647658348083, 0.17319387197494507, -0.18455186486244202, -0.18266557157039642, 0.27583441138267517, -0.020688852295279503, -0.1728985756635666, -0.46954146027565, 0.4918699562549591, 0.7383854389190674, 0.19242314994335175, 0.02309488318860531, 0.10501252114772797, -0.26254555583000183, -0.3262178301811218, 0.3557148873806, -0.12826459109783173, 0.2669695317745209, 0.2072398066520691, 0.18434518575668335, -1.0386749505996704, 0.48179271817207336, 0.04053910821676254, -0.3926002085208893, -0.43396270275115967, 0.21204887330532074, 0.08469921350479126, -0.1329704225063324, 0.713386595249176, 0.34237563610076904, -0.11267008632421494, 0.04301398992538452, -0.018689686432480812, -0.04977402091026306, 0.020913036540150642, -0.06216565519571304, -0.4732216000556946, -0.06758302450180054, -0.19664913415908813, -0.06458988785743713, 0.36508578062057495, -0.14022275805473328, -0.4066622257232666, -0.12138143926858902, 0.44188034534454346, -0.2609284818172455, 0.06474600732326508, -0.13154959678649902, -0.39403223991394043, 0.2342594563961029, 0.14148306846618652, 0.8909863829612732, -0.09232401102781296, 0.15705333650112152, -0.30570748448371887, -0.07089148461818695, -0.2772952616214752, 0.5340487957000732, 0.26452022790908813, -0.4722914397716522, 0.14440663158893585, -0.05302678793668747, 0.9808384776115417, 0.19702374935150146, -0.3859761655330658, -0.49278154969215393, 0.014195223338901997, -0.4412590563297272, -0.3454921245574951, 0.0911610946059227, 0.2126500904560089, -0.18800140917301178, 0.04819384962320328, -0.3622121214866638, 0.056607212871313095, -0.007473277393728495, -0.23807750642299652, -0.40392401814460754, 0.1345580369234085, 0.5543834567070007, 0.20924608409404755, -0.17971862852573395, -0.2483268529176712, -0.13001325726509094, -0.18120649456977844, 0.3295205235481262, -0.2392100989818573, -0.5413948893547058, 0.5527744889259338, -0.34924086928367615, 0.1976623237133026, -0.05770963430404663, -0.1511901319026947, 0.2585826516151428, -0.2545083463191986, -0.9050450325012207, -0.14409112930297852, -0.006267480086535215, 0.6667029857635498, -0.40998575091362, -0.0909043550491333, -0.12004999816417694, 0.34326425194740295, -0.7224971652030945, -0.6507198810577393, -0.3132627010345459, -0.2756451666355133, 0.4358980059623718, 0.05951434746384621, 0.07002325356006622, 0.009855234064161777, -0.009089991450309753, 0.2933342158794403, 0.043628763407468796, 0.5313156843185425, -0.5186297297477722, 0.4432666003704071, -0.29559269547462463, -0.2505197823047638, -0.07524308562278748, 0.21760150790214539, 0.49584445357322693, -0.13783963024616241, -0.08618154376745224, -0.22659525275230408, 0.37310317158699036, 0.35825833678245544, 0.6787807941436768, 0.1598830670118332, 0.4753686785697937, 0.8042736649513245, -0.2746065557003021, 0.024313753470778465, -0.06080478057265282, -0.2785611152648926, 0.07270815968513489, -0.18437500298023224, 0.3261773884296417, 0.4565987288951874, -0.29427477717399597, -0.136593759059906, 0.03070695698261261, 0.27679046988487244, -0.005856264848262072, 0.032478347420692444, -0.26244819164276123, -0.09133706241846085, 0.26900044083595276, -0.5552228689193726, 0.015554306097328663, 0.5928429365158081, 0.346129447221756, 0.29684972763061523, -0.2879994213581085, 0.28897911310195923, 0.13630908727645874, 0.5806244611740112, -0.2061658352613449, 0.5441564917564392, -0.007566961459815502, 0.12016656249761581, 0.3972148895263672, -0.2776466906070709, 0.15390267968177795, -0.22710883617401123, 0.04647478461265564, 0.3879196345806122, 0.1467936784029007, 0.12153425812721252, -0.49669232964515686, 0.162527933716774, -0.029947146773338318, 0.5394460558891296, -0.15353277325630188, 0.39258432388305664, 0.08195807039737701, 0.22030842304229736, -0.23211048543453217, -0.9593868255615234, -0.6270687580108643, -0.25190162658691406, 0.2126794159412384, -0.19619964063167572, -0.16576744616031647, 0.16822496056556702, 0.39596545696258545, 0.39424553513526917, 0.5913795828819275, -0.13961949944496155, -0.12752628326416016, -0.016554610803723335, 0.6399807333946228, -0.04940585792064667, 0.46639275550842285, 0.36938077211380005, -0.32779502868652344, -0.4217952489852905, -0.3018694519996643, 0.005628824234008789, 0.11752928048372269, -0.37671101093292236, 0.2493821531534195, -0.03191516175866127, -0.1669577956199646, 0.5194171667098999, -0.026839345693588257, 0.2010238617658615, -0.5676429271697998, -0.06187709793448448, 0.13709338009357452, -0.12928374111652374, -0.08893579989671707, 0.6116003394126892, -0.4196328818798065, 0.1049768477678299, 0.00009654367750044912, -0.2925300598144531, 0.6032994389533997, 0.08472593128681183, -0.42657095193862915, -0.47122955322265625, 0.25545457005500793, 0.4851985275745392, 0.39854657649993896, 0.16258461773395538, -0.11344552040100098, -0.1813114583492279, 0.03772841766476631, 0.0952976793050766, 0.26151686906814575, 0.3330659866333008, -0.4449954330921173, 0.050693195313215256, -0.04057730734348297, 0.26277613639831543, 0.08758804947137833, -0.10387944430112839, -0.5798229575157166, 0.16948501765727997, 0.11367838084697723, 0.1407235562801361, 0.1522451639175415, 0.13501478731632233, -0.5077313780784607, -0.3053155243396759, -0.12453748285770416, -0.4099980294704437, 0.34521499276161194, 0.21321387588977814, -0.20366086065769196, 0.7157291769981384, -0.6266999840736389, 0.27161163091659546, -0.019111888483166695, 0.27346503734588623, 0.12351560592651367, -0.3288746476173401, -0.037946589291095734, 0.2685662508010864, -0.26887819170951843, -0.27190935611724854, 0.048446621745824814, -0.23894460499286652, 0.023395581170916557, -0.15333959460258484, -0.1583014577627182, -0.0476844422519207, 0.16661618649959564, 0.045936837792396545, -0.18947149813175201, 0.451587051153183, -0.20651787519454956, -0.10274138301610947, -0.6722621917724609, 0.1902604103088379, -0.3651733696460724, -0.22906221449375153, -0.13237866759300232, -0.1263892948627472, -0.40511688590049744, 0.14551503956317902, -0.07336461544036865, -0.8652971386909485, -0.031050624325871468, -0.33080166578292847 ]
Part seven of my ongoing series about building a data science discipline at a Ben Weber https://towardsdatascience.com/data-science-for-startups-model-production-b14a29b2f920
Data Science for Startups: Model Production
[ 0.22290484607219696, -0.028027256950736046, 0.10877982527017593, 0.25825071334838867, 0.229024738073349, 0.023442910984158516, -0.24848629534244537, 0.007249523885548115, -0.36958372592926025, 0.04217194765806198, -0.30325666069984436, -0.03663934767246246, -0.08811759203672409, -0.01005842350423336, -0.051994211971759796, 0.2880507707595825, 0.07418931275606155, -0.0946933850646019, 0.08921530097723007, -0.15002097189426422, -0.5000195503234863, -0.6042357683181763, 0.8456189632415771, -0.04873647168278694, -0.09603877365589142, -0.3846375048160553, 0.5942832827568054, 0.35634806752204895, -0.40395691990852356, 0.0994664803147316, -0.08937414735555649, 0.44139349460601807, 0.15429212152957916, 0.11221610009670258, -0.15011708438396454, -0.015501563437283039, -0.4107869863510132, -0.4072127044200897, -0.1205250546336174, -0.207007497549057, -0.43945449590682983, 0.11767842620611191, -0.4851718246936798, 0.31568643450737, 0.006806674413383007, -0.5124895572662354, -1.5856001377105713, -0.15940527617931366, -0.6427537798881531, 0.14959706366062164, -0.21176175773143768, 0.46259167790412903, -0.009465198963880539, 0.2697088420391083, -0.3486155569553375, -0.08468017727136612, 0.19707044959068298, -0.4998239576816559, 0.09657087177038193, -0.26676812767982483, 0.33909130096435547, -0.03186576068401337, 0.08062845468521118, 0.22081884741783142, 0.2555185854434967, -0.21048040688037872, 0.12650075554847717, 0.3625223636627197, -0.33673450350761414, -0.04490714520215988, -0.2654329836368561, 0.015482190996408463, -0.27837803959846497, 0.10572542995214462, -0.03229846432805061, -0.2885423004627228, 0.40873950719833374, 0.28166842460632324, 0.409773588180542, -0.030982308089733124, 0.07968927919864655, -0.18703317642211914, 0.0453307069838047, 0.21378645300865173, 0.21973881125450134, 0.38755011558532715, -0.32965877652168274, -0.4209105968475342, -0.7407570481300354, 0.13109351694583893, -0.3597070276737213, -0.35650941729545593, 0.2906750738620758, 0.04012105613946915, 0.3468342125415802, 0.35784709453582764, 0.5142979025840759, 0.11536190658807755, -0.2205139696598053, 0.5554841160774231, -0.400128036737442, 0.426238477230072, -0.20847554504871368, -0.2825090289115906, -0.056693125516176224, 0.11909719556570053, -0.29834869503974915, -0.3674032986164093, -0.5901265144348145, 0.1449582278728485, -0.36200428009033203, 0.23455117642879486, -0.08587700873613358, 0.32925111055374146, -0.03714112564921379, 0.9404566884040833, -0.10768774896860123, -0.34018778800964355, -0.1743394136428833, -0.043628547340631485, -0.14357370138168335, 0.7967464923858643, -0.20530204474925995, -0.07193014770746231, -0.01295604556798935, 0.16409769654273987, 0.18116462230682373, 0.36019957065582275, 0.4167408049106598, 0.6149511933326721, 0.3049251139163971, 0.13510389626026154, 0.1981160044670105, -0.23304399847984314, 0.06784868985414505, -0.4747006297111511, -0.13550874590873718, -0.03878491371870041, 0.33244702219963074, -0.042697660624980927, -0.1982491910457611, -0.4078560471534729, 0.041022565215826035, -0.4406169652938843, 0.03217684105038643, -0.026090221479535103, 0.04624233767390251, 0.40576720237731934, -0.3946987986564636, 0.0390024371445179, -0.44655463099479675, 0.37826070189476013, -0.7359108924865723, -0.24415671825408936, -0.05257061868906021, 0.426725834608078, 0.02282632701098919, -0.0621894896030426, 0.083555668592453, 0.3449100852012634, -0.02225636877119541, 0.2107590287923813, -0.1311495155096054, -0.13896434009075165, 0.639891505241394, -0.1859254688024521, 0.36764922738075256, 0.17833691835403442, -0.10239863395690918, -0.15929268300533295, 0.00304619874805212, -0.30175453424453735, 0.1478210836648941, -0.43067362904548645, 0.0040845745243132114, -0.22723031044006348, 0.3877893388271332, -0.3132011592388153, 0.4318920969963074, 0.06793034076690674, -0.4702722430229187, 0.17015789449214935, 0.571887731552124, -0.022754544392228127, -0.08811680972576141, -0.32616856694221497, 0.21108005940914154, -0.056513089686632156, -0.11500557512044907, 0.22135837376117706, -0.2105332314968109, 0.05568356812000275, 0.6101834177970886, -0.7642503380775452, 0.4114845097064972, -0.11788370460271835, 0.02850247174501419, 0.7969749569892883, -0.07637032866477966, -0.0729357972741127, -0.2914528250694275, -0.009966952726244926, -0.024398762732744217, -0.06047656759619713, 0.28941646218299866, -0.2310589998960495, -0.030296923592686653, -0.19414860010147095, -0.17167021334171295, 0.00308406469412148, 0.38686513900756836, -0.18419158458709717, 0.3394205868244171, -0.6668334007263184, -0.09932340681552887, -0.1536664366722107, -0.13698053359985352, 0.40951743721961975, -0.07610304653644562, 0.37106508016586304, 0.9802742004394531, -0.10733338445425034, -0.07166607677936554, 0.06116125360131264, 0.2693747878074646, 0.6084297299385071, 0.6411305069923401, -0.1496662050485611, 0.5530710816383362, -0.12081097811460495, 0.1549711972475052, -0.024830063804984093, 0.2789507806301117, -0.6210994124412537, -0.34821730852127075, 0.28671565651893616, -0.6134366989135742, 0.07416708022356033, 0.1029060035943985, -0.07741917669773102, -0.12320276349782944, 0.23536241054534912, -0.29803845286369324, 0.3351287543773651, 0.13657332956790924, -0.17000627517700195, -0.1521914303302765, 0.02021535113453865, -0.47485285997390747, -0.05397290363907814, -0.03545856848359108, 0.4005037546157837, -0.19288040697574615, -0.29325318336486816, -0.06677976250648499, 0.1231323629617691, -0.152107372879982, -0.3115263879299164, -0.11559724062681198, 0.5084062814712524, -0.21502341330051422, 0.1250285804271698, -0.1549973487854004, 0.5147182941436768, 0.3681029677391052, -0.2238563448190689, -0.013712255284190178, -0.4885331392288208, 0.018571864813566208, 0.350412517786026, 0.3945906460285187, 0.11594872921705246, 0.016589241102337837, 0.2144775241613388, 0.18131642043590546, -0.8493034839630127, 0.38334134221076965, 0.25751635432243347, -0.3665962815284729, -0.05149931088089943, 0.1564236730337143, 0.48686423897743225, -0.009432435967028141, 0.1636771708726883, -0.01741754822432995, -0.13143163919448853, -0.16637355089187622, 0.239964097738266, 0.04371967539191246, -0.16855309903621674, 0.021702304482460022, 0.20438840985298157, 0.023074809461832047, -0.28506341576576233, -0.1790916621685028, 0.2158198058605194, 0.06286074221134186, -0.14015354216098785, -0.15498311817646027, 0.33836817741394043, -0.7445225119590759, 0.2882615029811859, 0.3557058274745941, -0.15004009008407593, -0.03387067839503288, 0.057315368205308914, -0.4991472661495209, 0.1725611388683319, -6.355620861053467, 0.0014852897729724646, -0.7714442014694214, -0.1861228346824646, -0.15945488214492798, -0.1838478446006775, 0.1349211037158966, 0.2174387276172638, 0.028871003538370132, -0.3814072906970978, -0.348352313041687, -0.4187946915626526, -0.1314639449119568, 0.5766100883483887, 0.06427814066410065, 0.5369974970817566, 0.651630163192749, 0.13729961216449738, 0.3456517159938812, 0.4847673177719116, -0.6147691607475281, -0.08781366795301437, -0.35438114404678345, 0.42134565114974976, 0.37716272473335266, -0.26636093854904175, -0.716484546661377, 0.6145681738853455, -0.623100221157074, 0.20825332403182983, 0.5563029646873474, -0.4456983804702759, -1.0535714626312256, -0.10874108225107193, 0.027808871120214462, 0.34402185678482056, 0.13019511103630066, 0.21773488819599152, 0.28298404812812805, -0.21258290112018585, 0.2884259819984436, 0.34087082743644714, -0.35454893112182617, -0.2864488959312439, 0.272079199552536, -0.34008267521858215, -0.24365533888339996, 0.48414283990859985, -0.00979259517043829, 0.028284937143325806, 0.09008723497390747, 0.04525874927639961, 0.12404327094554901, -0.11472298204898834, -0.1827463060617447, -0.7502815127372742, 0.27154844999313354, 0.41128090023994446, -0.019775820896029472, 0.3150370419025421, 0.36874908208847046, -0.16882425546646118, -0.12530259788036346, -0.6912383437156677, -0.7379958033561707, -0.5118283033370972, -0.8564855456352234, -0.4736095368862152, 0.02938997372984886, 0.0296473391354084, -0.7292547821998596, 0.27652037143707275, -0.0688701644539833, -0.7379648089408875, 0.35868725180625916, -0.2997557818889618, -0.19841593503952026, -0.04714097082614899, 0.2491409182548523, -0.1053178682923317, -0.2747591435909271, -0.4695931673049927, -0.15125274658203125, 0.15857897698879242, 0.3601026237010956, 0.007841255515813828, 0.01733735017478466, 0.4114803671836853, -0.2790958881378174, 0.18736295402050018, 0.28140023350715637, 0.07895372807979584, 0.797982931137085, 0.2194579392671585, 0.10244898498058319, 0.1401994824409485, 0.1704922467470169, 0.32881367206573486, -0.19593247771263123, -0.40557244420051575, 0.3836745321750641, -0.25211301445961, -1.055544137954712, -0.5428041219711304, -0.3077870309352875, 0.11173271387815475, -0.11317688971757889, -0.0459488220512867, 0.22527438402175903, 0.08716608583927155, 0.24916613101959229, 0.4479389786720276, -0.6767752170562744, -0.5073826313018799, 0.4672626554965973, 0.010139413177967072, -0.7373047471046448, 0.10685721039772034, 0.43326038122177124, 0.111089788377285, -0.2666687071323395, -0.27704086899757385, -0.19064784049987793, 0.3259543776512146, 0.46010223031044006, -0.0746673047542572, -0.05187902972102165, 0.5958524346351624, -0.019427910447120667, -0.02281334437429905, 0.3935754895210266, 0.27843692898750305, -0.3934478461742401, 0.2765035927295685, 0.3020313084125519, -0.005545958410948515, 0.13928914070129395, -0.08992864191532135, -0.13362446427345276, -0.5097111463546753, 0.5692707300186157, 0.414979487657547, 0.6009114384651184, -0.01493682712316513, 0.2956019341945648, 0.14144916832447052, 0.04103133827447891, 0.7119864821434021, -0.05474034324288368, 0.17769023776054382, 0.14790451526641846, -0.25473809242248535, -0.2379755675792694, 0.02016623504459858, 0.029034767299890518, 0.022595707327127457, 0.3910042941570282, 0.02599988877773285, 0.48145371675491333, -0.39245009422302246, 0.2713862657546997, -0.3994194567203522, -0.48163744807243347, -0.18329507112503052, -0.02689691260457039, 0.5732112526893616, -0.2324550598859787, -0.06134767085313797, -0.1058657318353653, 0.07511759549379349, -0.03131668642163277, -0.29984381794929504, -0.38506022095680237, -0.5065396428108215, 0.29011833667755127, -0.2464534044265747, 0.15090790390968323, -0.029363568872213364, -0.0191329475492239, 0.28793901205062866, 0.04558831453323364, -0.33707383275032043, -0.2930813431739807, 0.45981884002685547, 0.6223152279853821, 0.2581614553928375, 0.1333913505077362, 0.14899684488773346, -0.3147156536579132, -0.27023184299468994, 0.39956796169281006, -0.07971399277448654, 0.34154385328292847, 0.36504289507865906, 0.22067449986934662, -0.9413079023361206, 0.32064560055732727, 0.3456267714500427, -0.32638615369796753, -0.24759912490844727, 0.2950294017791748, 0.15032224357128143, -0.0665707141160965, 0.649964451789856, 0.7015542984008789, -0.15907254815101624, 0.18204960227012634, -0.15357878804206848, 0.08526688814163208, -0.11161010712385178, -0.3317176103591919, -0.5549992322921753, -0.162201389670372, -0.21650518476963043, -0.08456078171730042, 0.13460290431976318, -0.19408071041107178, -0.4885239005088806, -0.16012731194496155, 0.6592614054679871, -0.1768619418144226, 0.06800677627325058, -0.33301371335983276, -0.3411412835121155, 0.010368329472839832, 0.184076189994812, 0.6592732667922974, -0.03364914283156395, -0.0862203910946846, -0.35626065731048584, 0.07709904760122299, -0.45754581689834595, 0.3547995686531067, 0.12715274095535278, -0.22314299643039703, 0.002942110178992152, 0.008791354484856129, 0.8123801350593567, 0.08372574299573898, -0.46131080389022827, -0.660019040107727, 0.11000595986843109, -0.21479590237140656, -0.6894623637199402, 0.0632546916604042, 0.044688813388347626, 0.15579046308994293, 0.1320115476846695, -0.37970051169395447, 0.10766616463661194, -0.032561205327510834, -0.4142628014087677, -0.6021919846534729, 0.09283420443534851, 0.8394489288330078, 0.10260972380638123, -0.0858173817396164, -0.18873818218708038, -0.16199205815792084, -0.05419720709323883, 0.2470277100801468, -0.171312615275383, -0.5803778767585754, 0.41424790024757385, -0.07574184983968735, 0.0439278781414032, -0.08477872610092163, -0.2304668128490448, 0.17628136277198792, -0.3870072662830353, -0.8426589369773865, 0.1741091012954712, -0.1354176253080368, 0.46848803758621216, -0.1511773318052292, -0.0850583016872406, -0.060331519693136215, 0.15507365763187408, -0.6267098784446716, -0.45048025250434875, -0.32207080721855164, -0.4038889706134796, 0.3807540535926819, 0.07204265892505646, 0.05226022005081177, -0.21303290128707886, -0.04411686584353447, 0.3152119219303131, 0.04715860262513161, 0.3196451663970947, -0.28181958198547363, 0.34696412086486816, -0.2046509087085724, -0.24614651501178741, -0.08167257905006409, 0.18955835700035095, 0.5885995626449585, -0.2004113346338272, 0.28896650671958923, -0.09464586526155472, 0.3962539732456207, 0.6773794889450073, 0.6920587420463562, -0.14443549513816833, 0.4448000490665436, 0.41998225450515747, -0.3972843289375305, 0.10022089630365372, 0.11401238292455673, 0.06117881089448929, 0.08337680250406265, -0.03008348122239113, 0.39324915409088135, 0.4569454789161682, -0.26467815041542053, -0.010684363543987274, -0.08283848315477371, 0.19507811963558197, 0.13616709411144257, -0.0056001110933721066, -0.11294461041688919, 0.0770343691110611, 0.2966327667236328, -0.5755998492240906, 0.040791239589452744, 0.4310529828071594, 0.1394818276166916, 0.19532977044582367, -0.20447462797164917, 0.4563232362270355, 0.4671027660369873, 0.2925078868865967, -0.12008577585220337, 0.506148636341095, -0.17677165567874908, 0.3315092921257019, 0.12444260716438293, -0.17099829018115997, 0.23000089824199677, -0.25315430760383606, 0.23426596820354462, 0.046496350318193436, 0.3579389154911041, 0.039597928524017334, -0.2835240364074707, 0.2618619501590729, -0.1225690171122551, 0.31485629081726074, -0.10592558234930038, 0.47060427069664, 0.20048969984054565, 0.008129512891173363, -0.026203494518995285, -0.5551207661628723, -0.39409059286117554, -0.6637908816337585, 0.4065319299697876, -0.2921590209007263, -0.38425710797309875, 0.38327333331108093, 0.40240854024887085, 0.3818756937980652, 0.49612876772880554, -0.07869891822338104, -0.08388981223106384, 0.07213615626096725, 0.8471753597259521, 0.1442888379096985, 0.4230203330516815, 0.4887968599796295, -0.13018682599067688, -0.06403770297765732, -0.1153571605682373, 0.15313221514225006, 0.08877723664045334, -0.13509568572044373, 0.05721081420779228, 0.014197586104273796, -0.008880160748958588, 0.6664538979530334, -0.25047463178634644, 0.09358824789524078, -0.5941905975341797, 0.22623559832572937, 0.05643152445554733, -0.14376282691955566, -0.030262131243944168, 0.6200892329216003, -0.3298996388912201, 0.06520968675613403, -0.1098950058221817, -0.23169392347335815, 0.4093945026397705, 0.11933419108390808, -0.6109548211097717, -0.03148450329899788, 0.07958491146564484, 0.4989803731441498, 0.586089015007019, 0.259224534034729, -0.1520303636789322, -0.098698690533638, -0.17814770340919495, 0.25834670662879944, -0.0415651798248291, 0.08918282389640808, -0.446548730134964, 0.2161397635936737, -0.11349349468946457, 0.14486101269721985, 0.15289027988910675, -0.0497945100069046, -0.35870271921157837, 0.3184768855571747, -0.09459951519966125, 0.49217283725738525, 0.4131924510002136, 0.18345364928245544, -0.36380311846733093, -0.31769388914108276, 0.07178966701030731, -0.4153602719306946, 0.1928441971540451, -0.035460907965898514, -0.23130203783512115, 0.5071099996566772, -0.6197951436042786, 0.10675149410963058, -0.19385908544063568, 0.1129557266831398, -0.11392729729413986, -0.4623470604419708, 0.05347368121147156, 0.5544243454933167, -0.7377549409866333, -0.165079727768898, 0.23759150505065918, -0.22418275475502014, 0.030560597777366638, -0.33037739992141724, -0.3463985025882721, 0.01685604453086853, 0.1695641577243805, 0.02794954925775528, -0.060569602996110916, 0.35540151596069336, -0.34435081481933594, 0.016898445785045624, -0.6991767883300781, 0.24462373554706573, -0.49964234232902527, 0.06933172047138214, -0.1269054263830185, -0.20458197593688965, -0.34325599670410156, -0.13790670037269592, 0.2767346501350403, -0.5326864719390869, -0.03930126875638962, -0.3511888086795807 ]
Part two of my data science for startups series focused on Python. Ben Weber https://towardsdatascience.com/data-science-for-startups-model-services-2facf2dde81d
Data Science for Startups: Model Services
[ 0.06621760874986649, -0.1735347956418991, -0.1462697982788086, 0.12586458027362823, 0.016735251992940903, 0.2705303728580475, -0.04947500675916672, 0.03598719835281372, -0.4171215891838074, 0.09010382741689682, -0.3764210641384125, -0.12859095633029938, -0.4839109182357788, -0.3480139374732971, 0.04905669018626213, -0.04266364872455597, -0.046756092458963394, -0.043254341930150986, 0.2354370653629303, -0.13687929511070251, -0.5238999128341675, -0.718422532081604, 0.28047117590904236, -0.18530526757240295, -0.029908785596489906, -0.38489335775375366, 0.5114720463752747, 0.37756872177124023, -0.21754401922225952, -0.054709892719984055, -0.34249773621559143, 0.4277406930923462, 0.019493795931339264, -0.12386433035135269, -0.16003604233264923, -0.01612565480172634, -0.5123008489608765, -0.24922585487365723, 0.11434133350849152, -0.043711017817258835, -0.39122506976127625, 0.07253511995077133, -0.29571911692619324, 0.4513949751853943, -0.038809001445770264, -0.5262227654457092, -1.4490163326263428, -0.12657727301120758, -0.4507606625556946, -0.09654684364795685, -0.5429211258888245, 0.4488019347190857, 0.053095512092113495, -0.0021641014609485865, -0.18305765092372894, -0.2667008340358734, 0.43254977464675903, -0.4735352098941803, 0.052386097609996796, -0.19136226177215576, 0.3003402352333069, 0.324219286441803, -0.10973455011844635, 0.22606578469276428, 0.10633958876132965, 0.17055287957191467, 0.10844067484140396, 0.4418147802352905, -0.36501121520996094, 0.03389080613851547, 0.11056213825941086, 0.37774065136909485, -0.6957297325134277, 0.08296439796686172, 0.0750575065612793, -0.044645294547080994, 0.18687747418880463, 0.5434432625770569, 0.4519745111465454, 0.035707857459783554, 0.15778392553329468, -0.09843944013118744, 0.2599993646144867, 0.2140011042356491, 0.39222240447998047, 0.47532761096954346, -0.17243967950344086, -0.04785710945725441, -0.5702258944511414, -0.22550058364868164, -0.5342243313789368, -0.04361449554562569, 0.053930286318063736, 0.33700692653656006, 0.5412829518318176, 0.38743966817855835, 0.25983068346977234, 0.182057723402977, 0.019875505939126015, 0.5821822285652161, -0.6386875510215759, 0.0025311128702014685, -0.6294094920158386, -0.3696804642677307, -0.09091031551361084, 0.18196631968021393, -0.6666315197944641, -0.22818580269813538, -0.6458892822265625, 0.30259352922439575, -0.27073150873184204, 0.18376918137073517, -0.00014365727838594466, 0.013713010586798191, -0.22042527794837952, 0.8923464417457581, 0.012073122896254063, -0.16200488805770874, -0.2637290954589844, -0.018591158092021942, -0.25953954458236694, 1.0696295499801636, -0.1480429470539093, 0.1041070744395256, 0.050315745174884796, 0.2439669817686081, -0.02633105032145977, 0.5477048754692078, 0.6333671808242798, 0.6048672795295715, 0.4139467775821686, 0.34945574402809143, 0.47790491580963135, -0.1308678686618805, 0.04807676002383232, -0.7006810307502747, 0.057171620428562164, 0.32743802666664124, 0.197688490152359, -0.013206331059336662, -0.09285479784011841, -0.18006384372711182, 0.18903037905693054, -0.2475121021270752, 0.25763821601867676, 0.3860204815864563, -0.024733319878578186, 0.35201701521873474, -0.3940908908843994, -0.09096425026655197, -0.24487213790416718, 0.42677396535873413, -0.7781235575675964, -0.08138149976730347, -0.2904454171657562, 0.6980181336402893, 0.15625983476638794, -0.2045716792345047, 0.06335478276014328, 0.32663846015930176, 0.027318743988871574, 0.5349505543708801, -0.28798773884773254, -0.14321479201316833, 0.862002432346344, -0.03274957835674286, 0.2516704499721527, -0.08180598169565201, 0.06967723369598389, 0.05182245001196861, -0.020326202735304832, -0.2105661779642105, 0.015993673354387283, -0.3120298385620117, 0.09233719855546951, -0.3357921242713928, 0.3222366273403168, -0.3510165214538574, 0.35460165143013, 0.020105168223381042, -0.4463950991630554, 0.1205817461013794, 0.6310039758682251, -0.07565727084875107, 0.022229280322790146, -0.4383784234523773, 0.12767665088176727, -0.22251348197460175, -0.16250941157341003, 0.20683397352695465, -0.5461791157722473, -0.09548856317996979, 0.5855350494384766, -0.7715000510215759, 0.6442480683326721, -0.13015280663967133, -0.3345947861671448, 0.7625935673713684, 0.04704878851771355, -0.19569756090641022, -0.16714145243167877, -0.13087718188762665, 0.007347954902797937, -0.060437556356191635, 0.1902490258216858, -0.3614040017127991, -0.0197125356644392, -0.13658034801483154, -0.18929743766784668, 0.017174391075968742, 0.2556001842021942, 0.16783732175827026, 0.08553372323513031, -0.8427672982215881, -0.17669686675071716, -0.2995751202106476, 0.002097541466355324, 0.08469883352518082, 0.0560939684510231, 0.5318487286567688, 0.8701513409614563, -0.1803758442401886, -0.1162695661187172, -0.10972968488931656, 0.1399112194776535, 0.7448089122772217, 0.8405572175979614, -0.1982956826686859, 0.528918981552124, 0.14291270077228546, -0.0077754175290465355, 0.001170695060864091, 0.184664785861969, -0.7602431178092957, -0.21643491089344025, 0.20043623447418213, -0.2425716072320938, -0.14879874885082245, 0.061276085674762726, 0.07479897141456604, -0.09818931668996811, 0.4051026403903961, -0.37419646978378296, 0.23088772594928741, -0.021152734756469727, -0.21388450264930725, -0.0422559455037117, 0.18851718306541443, -0.7455717325210571, 0.04610377922654152, -0.1411404013633728, 0.4184304475784302, -0.10237500071525574, -0.2713605463504791, 0.15125121176242828, 0.4424512982368469, -0.5195183157920837, -0.3664264976978302, -0.49827834963798523, 0.9556448459625244, -0.33296647667884827, 0.21548597514629364, -0.24938984215259552, 0.8336120843887329, 0.277685284614563, -0.17227503657341003, 0.2346293032169342, -0.5836989283561707, 0.05263291299343109, 0.47740453481674194, 0.2946460247039795, -0.13377104699611664, -0.14776328206062317, 0.20705164968967438, 0.39037710428237915, -0.5885337591171265, 0.3188633322715759, 0.0614461712539196, -0.40312641859054565, -0.3445499837398529, 0.20972682535648346, 0.7359585762023926, -0.26388275623321533, 0.10480941832065582, -0.11805227398872375, -0.09128285199403763, -0.19387204945087433, 0.07547787576913834, -0.2898262143135071, -0.307727187871933, 0.06727644801139832, 0.2680908739566803, -0.06334788352251053, -0.19855749607086182, -0.4362630844116211, 0.21659165620803833, 0.16568712890148163, -0.012437640689313412, 0.15557172894477844, 0.12335164099931717, -0.714680552482605, 0.11486820131540298, 0.49856841564178467, -0.10066589713096619, 0.43532657623291016, -0.04391559213399887, -0.4609468877315521, -0.19000400602817535, -6.105447292327881, 0.13994860649108887, -0.5139538049697876, -0.3327035903930664, -0.11632806062698364, -0.01528864074498415, 0.23262254893779755, 0.029396288096904755, 0.13525055348873138, -0.30659982562065125, -0.3270358443260193, -0.2755947411060333, -0.4176957607269287, 0.4489254057407379, 0.006685701198875904, 0.6186568737030029, 0.7491961121559143, 0.05014766380190849, 0.5264361500740051, 0.43482643365859985, -0.7226623892784119, 0.18692442774772644, -0.4070809781551361, 0.27286192774772644, 0.5101326107978821, -0.3422873020172119, -0.6672813892364502, 0.48314616084098816, -0.3190240263938904, 0.023664020001888275, 0.5415136814117432, -0.39460182189941406, -0.8297188878059387, -0.08844353258609772, -0.2995888590812683, 0.4574781358242035, 0.18313072621822357, 0.1501309722661972, 0.30772241950035095, -0.2080128788948059, 0.14381062984466553, 0.2295411229133606, -0.1502857655286789, -0.09294161945581436, 0.40810129046440125, -0.5650860071182251, -0.29698091745376587, 0.27895185351371765, 0.13628222048282623, 0.011087263002991676, -0.24514712393283844, 0.08973385393619537, 0.07365472614765167, -0.08197938650846481, -0.06822729855775833, -0.602210283279419, 0.1887163668870926, 0.544479250907898, -0.15016016364097595, 0.5280835032463074, 0.635399580001831, -0.3144591450691223, -0.34459424018859863, -0.847937822341919, -0.7044606804847717, -0.5369737148284912, -0.5854213237762451, -0.5553938150405884, 0.006511596497148275, 0.18900138139724731, -0.9177165031433105, 0.06566283851861954, -0.09806061536073685, -0.8421345353126526, 0.7421296834945679, -0.4131835103034973, -0.29896417260169983, -0.1275486797094345, 0.35952627658843994, -0.01169509720057249, -0.4520721137523651, -0.5996801853179932, -0.1456446349620819, 0.3751014471054077, 0.0320906862616539, 0.019445989280939102, -0.043173305690288544, 0.3835395872592926, -0.34488165378570557, 0.20078377425670624, 0.284973680973053, 0.0307514276355505, 0.6836643218994141, 0.04140080511569977, 0.06910289824008942, 0.20684325695037842, 0.29099366068840027, 0.10206910222768784, -0.2844153344631195, -0.2615140676498413, 0.3432294428348541, -0.2808381915092468, -1.2442418336868286, -0.4389788508415222, -0.2239009588956833, -0.06520206481218338, -0.15472900867462158, 0.03601685166358948, 0.2111528217792511, 0.259375661611557, 0.03828936070203781, 0.5087177157402039, -0.5096533894538879, -0.13370990753173828, 0.44745200872421265, 0.22278395295143127, -0.5492497682571411, 0.029392758384346962, 0.31191006302833557, 0.16118712723255157, -0.41553518176078796, 0.019559845328330994, -0.135887011885643, 0.18848545849323273, 0.6269887089729309, -0.2805151045322418, 0.09930800646543503, 0.3420723080635071, -0.031178807839751244, -0.22871290147304535, 0.4246644973754883, 0.3228848874568939, -0.27520477771759033, 0.061901554465293884, 0.1708267778158188, -0.3453882932662964, 0.2922924757003784, -0.24853013455867767, 0.23963409662246704, -0.6441928744316101, 0.3635554015636444, 0.4038736820220947, 0.3824673295021057, -0.018146317452192307, 0.379690945148468, -0.033923644572496414, 0.3599199950695038, 0.7442715167999268, -0.12733213603496552, -0.01527265552431345, 0.09731144458055496, -0.3783431947231293, 0.01315377838909626, -0.07082203775644302, -0.04057995229959488, -0.2623875141143799, 0.3930486738681793, 0.029235290363430977, 0.6460423469543457, -0.4988482594490051, 0.30498427152633667, -0.4691559672355652, -0.4555198848247528, -0.06104101613163948, -0.0784158781170845, 0.20978780090808868, -0.19656215608119965, -0.10767627507448196, -0.1724540740251541, -0.21763718128204346, 0.0012840795097872615, -0.2746707499027252, -0.15816643834114075, -0.19582344591617584, 0.15432129800319672, -0.3800410032272339, 0.22345711290836334, -0.37405678629875183, -0.2487778663635254, 0.18290071189403534, 0.019584037363529205, -0.1808820366859436, -0.2667229473590851, 0.31380391120910645, 0.6199771165847778, 0.14845359325408936, -0.01110819261521101, 0.18858064711093903, -0.08271918445825577, -0.19483406841754913, 0.307466596364975, -0.04273974895477295, 0.6032952070236206, 0.23436665534973145, 0.11497566103935242, -0.6593012809753418, 0.31346654891967773, 0.449077308177948, -0.11434239149093628, -0.6698447465896606, 0.0747508630156517, 0.05994690582156181, -0.1359860897064209, 0.7149192690849304, 0.35198158025741577, -0.12583860754966736, 0.1463720053434372, -0.24762240052223206, 0.16217687726020813, -0.2962184250354767, -0.15483982861042023, -0.5520778894424438, -0.28443029522895813, -0.21975892782211304, -0.05039269104599953, 0.3986724019050598, -0.13182255625724792, -0.3238195776939392, -0.3791937232017517, 0.4346271753311157, -0.4963456094264984, -0.195414736866951, -0.25219491124153137, -0.3017798364162445, -0.166426882147789, 0.315739244222641, 0.6193892359733582, -0.20714084804058075, 0.1353815197944641, -0.4384465515613556, 0.21135908365249634, -0.36119410395622253, 0.3524092435836792, 0.21604885160923004, -0.2894384562969208, 0.2606275677680969, -0.09366586804389954, 0.735454261302948, 0.14444710314273834, -0.6419519782066345, -0.5903544425964355, 0.5425653457641602, -0.4640810489654541, -0.5950430035591125, 0.08287130296230316, -0.019744576886296272, -0.0787234678864479, 0.05522596836090088, -0.76219242811203, -0.09929881244897842, 0.09301327168941498, -0.25113481283187866, -0.4407971501350403, -0.03516358137130737, 0.6544811725616455, 0.34455424547195435, -0.23599475622177124, -0.2385554313659668, -0.22507643699645996, 0.03732089325785637, 0.2995113730430603, -0.1445399522781372, -0.7476844191551208, 0.6271708607673645, -0.4279913604259491, 0.12972921133041382, 0.380922794342041, -0.7045202851295471, 0.2744787335395813, -0.6736279726028442, -0.8858826756477356, 0.24455668032169342, -0.12309230864048004, 0.5677778124809265, -0.34221184253692627, -0.12317439168691635, -0.1680397391319275, 0.21104171872138977, -0.40052616596221924, -0.37512660026550293, -0.2995419204235077, -0.3077443242073059, 0.41794151067733765, -0.13184526562690735, 0.23896048963069916, -0.2527335584163666, 0.11929301172494888, 0.29486364126205444, 0.016982227563858032, 0.26892852783203125, -0.3742881119251251, 0.5995761156082153, -0.06850013881921768, -0.3700371980667114, 0.11207948625087738, 0.21515479683876038, 0.4040207862854004, -0.3545714318752289, -0.17769119143486023, -0.23062825202941895, 0.39542630314826965, 0.6870473027229309, 1.0387954711914062, -0.0026104485150426626, 0.45021823048591614, 0.6729185581207275, -0.22951221466064453, 0.08138563483953476, 0.06609080731868744, 0.11595410108566284, -0.09694372117519379, 0.07792341709136963, 0.4066019058227539, 0.3999655246734619, -0.4684505760669708, 0.10335714370012283, 0.1763814389705658, 0.06252794712781906, 0.28562861680984497, 0.0318927988409996, -0.26175498962402344, -0.3014639616012573, 0.36139747500419617, -0.6210995316505432, 0.02036450430750847, 0.5543493628501892, -0.03425849229097366, 0.29013916850090027, -0.030127402395009995, 0.33009031414985657, 0.23806841671466827, 0.228835329413414, -0.08477789908647537, 0.2804068326950073, -0.2879791557788849, 0.34378936886787415, 0.40303367376327515, 0.1278115063905716, 0.2035987824201584, -0.2629016041755676, 0.12841381132602692, 0.02118504047393799, 0.14067335426807404, -0.01734832674264908, -0.29341769218444824, 0.4566899240016937, -0.04900447279214859, 0.5065675377845764, -0.23954376578330994, 0.831682562828064, 0.22822023928165436, 0.17647266387939453, -0.23523186147212982, -0.5785915851593018, -0.3539174795150757, -0.6578915119171143, 0.5993838906288147, 0.05318491533398628, -0.46100562810897827, 0.41454702615737915, 0.7177718281745911, 0.7295032143592834, 0.7372745871543884, 0.02783893421292305, -0.4927102327346802, 0.002318399725481868, 0.6690486073493958, 0.38190898299217224, 0.4283217787742615, 0.3745516538619995, -0.3370247483253479, 0.04115277901291847, -0.1466454714536667, 0.20328736305236816, 0.1373591274023056, -0.14042286574840546, -0.11312063038349152, 0.04359547048807144, -0.05228626728057861, 0.6275125741958618, -0.21532437205314636, 0.18883104622364044, -0.49005451798439026, 0.062145400792360306, 0.2372785359621048, 0.12005564570426941, -0.11569982767105103, 0.6810392737388611, -0.5721540451049805, -0.13551202416419983, 0.0586312860250473, 0.0013293253723531961, 0.6051416993141174, 0.027692018076777458, -0.5515867471694946, -0.12902949750423431, 0.13421529531478882, 0.6615140438079834, 0.6502346396446228, -0.08271938562393188, 0.12807579338550568, 0.02802041918039322, -0.20782899856567383, 0.3882443904876709, 0.21085241436958313, 0.19682230055332184, -0.6238666772842407, 0.04361787438392639, -0.09637727588415146, 0.13617374002933502, 0.12628710269927979, 0.10523264855146408, -0.4896027743816376, 0.23651455342769623, -0.051136117428541183, 0.7348535060882568, 0.2416365146636963, 0.1963244080543518, -0.651229202747345, -0.03445350006222725, -0.08456376194953918, -0.25315943360328674, 0.45045334100723267, 0.09707508981227875, -0.10692495852708817, 0.5151013731956482, -0.6038179993629456, 0.13908345997333527, -0.3731958270072937, 0.0195658877491951, 0.03853714466094971, -0.5829080939292908, 0.028678523376584053, 0.6850069761276245, -0.7678133249282837, 0.07584324479103088, 0.32200273871421814, -0.1433262825012207, -0.1476469486951828, -0.20638853311538696, -0.5068941712379456, -0.06771250814199448, 0.4453974962234497, 0.04803658276796341, -0.13615678250789642, 0.46558505296707153, -0.45473724603652954, -0.14417894184589386, -0.7555348873138428, 0.039909906685352325, -0.22096653282642365, 0.20758135616779327, -0.20346756279468536, -0.3009538948535919, -0.5908106565475464, 0.04965980350971222, 0.3510017693042755, -0.49092766642570496, -0.1717689335346222, -0.18062946200370789 ]
Part six of my ongoing series about building a data science discipline at a Ben Weber https://towardsdatascience.com/data-science-for-startups-predictive-modeling-ec88ba8350e9
Data Science for Startups: Predictive Modeling
[ 0.1789150834083557, -0.0028354276437312365, 0.2352123111486435, 0.18823738396167755, 0.36269187927246094, -0.12087368220090866, -0.3450976610183716, -0.07766200602054596, -0.23416954278945923, 0.0632379800081253, -0.33333319425582886, -0.02853139489889145, -0.04325135797262192, -0.08843641728162766, -0.23140782117843628, 0.22464103996753693, 0.04030841216444969, -0.11386476457118988, 0.009840572252869606, -0.2370121031999588, -0.4884822368621826, -0.4738963842391968, 0.8206958174705505, -0.09524454921483994, -0.11014371365308762, -0.2449781596660614, 0.4808010458946228, 0.289271742105484, -0.4043164551258087, 0.08420459926128387, -0.1353888064622879, 0.6157519221305847, 0.0277221892029047, 0.12870042026042938, -0.1543997824192047, -0.037209246307611465, -0.3810098469257355, -0.4272564649581909, -0.08615580946207047, -0.2721901834011078, -0.4319484531879425, 0.11027593910694122, -0.44749248027801514, 0.28774139285087585, 0.04079289361834526, -0.5995943546295166, -1.4822273254394531, -0.2083413451910019, -0.7495307326316833, 0.045698732137680054, -0.22508198022842407, 0.4106355607509613, -0.1472349315881729, 0.24966466426849365, -0.30860793590545654, -0.16333089768886566, 0.10684815049171448, -0.6376559734344482, 0.10644908249378204, -0.08222359418869019, 0.22884684801101685, 0.1424151360988617, -0.06582653522491455, 0.25209736824035645, 0.29235097765922546, -0.24991388618946075, 0.18134093284606934, 0.3140551745891571, -0.18155357241630554, 0.034092795103788376, -0.19934645295143127, 0.08062964677810669, -0.31392014026641846, 0.08115662634372711, 0.031090576201677322, -0.16652163863182068, 0.4664003252983093, 0.34734758734703064, 0.40105533599853516, -0.06300633400678635, 0.09857656061649323, -0.22483444213867188, 0.2954273223876953, 0.24911630153656006, 0.21233944594860077, 0.3715378940105438, -0.4041230082511902, -0.4098249077796936, -0.7819470167160034, 0.17203283309936523, -0.3807031214237213, -0.2971951365470886, 0.2911524772644043, 0.22739794850349426, 0.4041993319988251, 0.2802823483943939, 0.49290990829467773, 0.0790860578417778, -0.27184048295021057, 0.5650210380554199, -0.44904300570487976, 0.4945410192012787, -0.15920740365982056, -0.36368176341056824, 0.04417060315608978, 0.11106344312429428, -0.28368228673934937, -0.3828932046890259, -0.5239778161048889, 0.1390189230442047, -0.4013233184814453, 0.3685518503189087, 0.08695004135370255, 0.4169445037841797, -0.09656822681427002, 0.8844795823097229, -0.0399470217525959, -0.13186576962471008, -0.19026625156402588, -0.1269380748271942, -0.07030066847801208, 0.8330140113830566, -0.19811215996742249, -0.18388500809669495, 0.12516064941883087, 0.3025834560394287, 0.1063704639673233, 0.32946282625198364, 0.38479483127593994, 0.630669891834259, 0.33046579360961914, 0.14796046912670135, 0.03685559704899788, -0.14772947132587433, -0.0184636227786541, -0.3340645730495453, -0.15811201930046082, -0.03446966037154198, 0.4263848662376404, 0.0066438294015824795, -0.08828381448984146, -0.36729663610458374, -0.030182287096977234, -0.45660969614982605, -0.15171155333518982, -0.0015649916604161263, -0.05345303937792778, 0.44037553668022156, -0.41704708337783813, 0.13927899301052094, -0.4038833975791931, 0.3192138373851776, -0.8229684233665466, -0.21142280101776123, -0.026363348588347435, 0.2519148886203766, -0.05272802710533142, -0.1261521726846695, 0.20826831459999084, 0.32572516798973083, -0.19127316772937775, 0.1988062560558319, -0.17371678352355957, -0.13902950286865234, 0.7666558027267456, -0.2592102289199829, 0.3597085475921631, 0.14866575598716736, -0.11996955424547195, -0.08795779943466187, -0.08070122450590134, -0.1509760320186615, 0.11251215636730194, -0.3819587528705597, 0.2166455239057541, -0.15881004929542542, 0.4665423631668091, -0.2993406653404236, 0.34074723720550537, 0.16374285519123077, -0.4815557897090912, 0.1219816505908966, 0.5264948010444641, -0.052272409200668335, 0.02339911460876465, -0.2528824806213379, 0.10637963563203812, -0.03637481480836868, -0.07303401827812195, 0.053204990923404694, -0.21886102855205536, -0.020423518493771553, 0.5939595699310303, -0.6676484942436218, 0.3082631528377533, -0.09130758792161942, 0.11258508265018463, 0.8569934964179993, -0.0506841242313385, -0.01571626216173172, -0.24517592787742615, -0.05629267171025276, 0.1830393671989441, 0.09290926903486252, 0.3309089243412018, -0.11780764907598495, -0.07006178796291351, -0.23982322216033936, -0.17936401069164276, 0.10036500543355942, 0.4205811619758606, -0.045110221952199936, 0.17509591579437256, -0.6525503993034363, -0.03921332210302353, -0.14755842089653015, -0.08761342614889145, 0.4846021234989166, -0.027522366493940353, 0.40884533524513245, 0.9573878645896912, -0.11534613370895386, -0.09078208357095718, 0.13525624573230743, 0.3201592266559601, 0.68697589635849, 0.5991856455802917, -0.09900005906820297, 0.4759714901447296, -0.22222784161567688, 0.21463961899280548, -0.16512399911880493, 0.27235421538352966, -0.6413923501968384, -0.25638747215270996, 0.36984020471572876, -0.6898652911186218, 0.09880804270505905, 0.090489462018013, -0.13299019634723663, -0.09239799529314041, 0.21193522214889526, -0.2562057673931122, 0.3854818642139435, 0.1982572078704834, -0.18109053373336792, -0.23671391606330872, 0.06922256201505661, -0.6053949594497681, -0.05954563617706299, -0.03319772705435753, 0.3494526147842407, -0.08910985291004181, -0.2720605134963989, 0.09636834263801575, 0.06029984727501869, -0.21287086606025696, -0.2803185284137726, -0.07591456919908524, 0.5530087351799011, -0.2561373710632324, 0.16868700087070465, -0.08607412129640579, 0.44545236229896545, 0.3364180028438568, -0.2957695424556732, -0.02039271593093872, -0.5347084403038025, -0.15195561945438385, 0.41595056653022766, 0.4505426287651062, 0.14393505454063416, 0.10984482616186142, 0.23728419840335846, 0.011507418006658554, -1.0577887296676636, 0.3047003746032715, 0.3011348247528076, -0.4285111427307129, -0.11429595202207565, 0.2269800305366516, 0.5696539878845215, -0.047128766775131226, 0.2518894374370575, -0.1013762429356575, -0.15263837575912476, -0.138751819729805, 0.2792079746723175, -0.09123554080724716, -0.1257980465888977, 0.0550554133951664, 0.1341494470834732, 0.06334225088357925, -0.10665565729141235, -0.15935026109218597, 0.2645875811576843, 0.09509746730327606, -0.0592300221323967, -0.08217579871416092, 0.23703233897686005, -0.7285106778144836, 0.3804565370082855, 0.4283773601055145, -0.11944223940372467, -0.05884974077343941, -0.12304636090993881, -0.49391457438468933, 0.22915256023406982, -6.378584861755371, -0.016838587820529938, -0.8548988699913025, -0.24520200490951538, -0.19267761707305908, -0.10905022919178009, 0.18723683059215546, 0.14649106562137604, 0.08583692461252213, -0.147633358836174, -0.16877293586730957, -0.3345499634742737, -0.04764482378959656, 0.5259591341018677, 0.1377285122871399, 0.40643611550331116, 0.44775375723838806, 0.07770415395498276, 0.32886791229248047, 0.30245423316955566, -0.40462544560432434, -0.15239089727401733, -0.39484313130378723, 0.6171810030937195, 0.35825115442276, -0.2619096338748932, -0.5339207649230957, 0.6710832715034485, -0.6028871536254883, 0.11668988317251205, 0.5750181078910828, -0.42957308888435364, -1.0416549444198608, 0.12667986750602722, 0.03535202890634537, 0.39147353172302246, 0.033016979694366455, 0.33646589517593384, 0.2879974842071533, -0.23072285950183868, 0.31891801953315735, 0.30657851696014404, -0.25709909200668335, -0.44976934790611267, 0.2234237790107727, -0.3507731556892395, -0.13026781380176544, 0.4829452633857727, 0.028436552733182907, 0.0350610688328743, 0.1540018618106842, -0.05786110460758209, -0.03379414230585098, -0.014688153751194477, -0.12751279771327972, -0.7575938105583191, 0.21309690177440643, 0.3631219267845154, -0.038978394120931625, 0.3236010670661926, 0.34400737285614014, -0.2213727831840515, -0.09915786981582642, -0.7694758176803589, -0.6253890991210938, -0.35131922364234924, -0.866759181022644, -0.37063416838645935, 0.09797399491071701, 0.041621845215559006, -0.6900362372398376, 0.19617103040218353, -0.11112765967845917, -0.7602670192718506, 0.41366469860076904, -0.266673743724823, -0.11057079583406448, -0.041128698736429214, 0.2053992599248886, -0.009249137714505196, -0.17155581712722778, -0.389189213514328, -0.19778123497962952, 0.22573691606521606, 0.4170994758605957, 0.05316067859530449, 0.009647918865084648, 0.2945648431777954, -0.3066070079803467, 0.1775723397731781, 0.37078678607940674, -0.03370996564626694, 0.7475102543830872, 0.26385489106178284, 0.15163275599479675, 0.07354120910167694, -0.016377681866288185, 0.39396944642066956, -0.08868935704231262, -0.448774516582489, 0.39586955308914185, -0.1544436663389206, -0.902334451675415, -0.5578157305717468, -0.29123473167419434, 0.05038832873106003, 0.06936328113079071, -0.0967603549361229, 0.3245123326778412, -0.011665500700473785, 0.19188369810581207, 0.4971233606338501, -0.6440426707267761, -0.5362619757652283, 0.43461328744888306, -0.13602739572525024, -0.7434375882148743, 0.17119522392749786, 0.46626460552215576, 0.22805961966514587, -0.28684502840042114, -0.26326727867126465, -0.1666753888130188, 0.3918970823287964, 0.48260125517845154, -0.20551049709320068, -0.08477123826742172, 0.5004720091819763, 0.032988809049129486, -0.006458645686507225, 0.4484734833240509, 0.26312074065208435, -0.37147408723831177, 0.3133893609046936, 0.32037052512168884, -0.09906909614801407, 0.14587432146072388, -0.06150133162736893, -0.19512955844402313, -0.43680745363235474, 0.6174339056015015, 0.39581629633903503, 0.5877669453620911, -0.11616100370883942, 0.3185361921787262, 0.06881551444530487, 0.13581882417201996, 0.6491265296936035, -0.15242455899715424, 0.22435428202152252, 0.14294421672821045, -0.06787079572677612, -0.21081975102424622, -0.026226097717881203, 0.04977847635746002, 0.22781048715114594, 0.46570566296577454, 0.04541579633951187, 0.5272078514099121, -0.48534607887268066, 0.17915907502174377, -0.3222828209400177, -0.5633696913719177, -0.07630807161331177, 0.007208941970020533, 0.5045170187950134, -0.5034430623054504, -0.07398658245801926, -0.06359924376010895, 0.0659153163433075, -0.015205729752779007, -0.2735103368759155, -0.3880787789821625, -0.3530096411705017, 0.23383153975009918, -0.29884371161460876, 0.22331351041793823, -0.0036938199773430824, -0.14651310443878174, 0.05397002771496773, 0.09323588013648987, -0.24779582023620605, -0.3828228712081909, 0.43833687901496887, 0.5439470410346985, 0.29871636629104614, 0.12476227432489395, 0.1644681841135025, -0.36410194635391235, -0.2669273912906647, 0.39498552680015564, -0.04230433329939842, 0.39703044295310974, 0.216818168759346, 0.20100051164627075, -0.8945279717445374, 0.26104599237442017, 0.28895777463912964, -0.3247228264808655, -0.36476224660873413, 0.35256579518318176, 0.12770171463489532, 0.08556751906871796, 0.5764347910881042, 0.5456318259239197, -0.23964805901050568, 0.2071179747581482, -0.18526707589626312, -0.04045797139406204, -0.042088646441698074, -0.35789528489112854, -0.572546124458313, -0.05537894368171692, -0.18363837897777557, -0.012992536649107933, 0.14809954166412354, -0.0878051146864891, -0.531382143497467, -0.20830924808979034, 0.5578485727310181, -0.20861391723155975, 0.13846956193447113, -0.3132164478302002, -0.33185601234436035, -0.0854102224111557, 0.09829936921596527, 0.633709192276001, -0.0885457769036293, 0.08449389785528183, -0.30246102809906006, -0.06688930094242096, -0.3423529267311096, 0.2569306194782257, 0.1785065084695816, -0.2718820571899414, 0.11871831119060516, 0.00995674915611744, 0.8011110424995422, 0.03621925413608551, -0.36284640431404114, -0.7063031792640686, 0.0687439888715744, -0.2566989064216614, -0.6652242541313171, 0.1035633534193039, 0.10465317219495773, 0.17989982664585114, 0.19626028835773468, -0.5521356463432312, 0.1616906225681305, 0.04520168527960777, -0.36283400654792786, -0.514167308807373, 0.06167789176106453, 0.8615202307701111, 0.0018543374026194215, -0.15292702615261078, -0.26024100184440613, -0.21007753908634186, -0.10362894833087921, 0.1907721757888794, -0.2958768904209137, -0.5307289958000183, 0.42304515838623047, -0.023551076650619507, 0.027637843042612076, -0.09818334132432938, -0.29472416639328003, 0.18322424590587616, -0.36903026700019836, -0.7893833518028259, 0.17059655487537384, -0.07098747789859772, 0.5522481799125671, -0.19550222158432007, 0.018718797713518143, -0.147587388753891, 0.03837234899401665, -0.6270179748535156, -0.3995802402496338, -0.4211609363555908, -0.43128862977027893, 0.24675460159778595, 0.06664837896823883, -0.12135004252195358, -0.21436479687690735, -0.11057953536510468, 0.3109618127346039, 0.07565911114215851, 0.2983298599720001, -0.3771808445453644, 0.42479732632637024, -0.38139137625694275, -0.3058103322982788, -0.07755759358406067, 0.17013117671012878, 0.5605155825614929, -0.0730942115187645, 0.2327420562505722, -0.1254647672176361, 0.2853354811668396, 0.5990757346153259, 0.6217360496520996, -0.107996366918087, 0.33040568232536316, 0.4801293611526489, -0.32120031118392944, 0.1689101904630661, 0.04619993641972542, -0.08153032511472702, 0.18548059463500977, 0.02273208647966385, 0.3967638313770294, 0.6209988594055176, -0.26047444343566895, 0.14771686494350433, -0.06285117566585541, 0.2701065242290497, 0.07735580950975418, 0.02478446625173092, -0.1413169801235199, 0.0860820785164833, 0.35629794001579285, -0.7091401219367981, 0.009784108027815819, 0.4583877623081207, 0.17925946414470673, 0.2630910873413086, -0.2937336266040802, 0.39884617924690247, 0.25784432888031006, 0.38067397475242615, -0.08680684864521027, 0.47144171595573425, -0.14007921516895294, 0.2799741327762604, 0.15925051271915436, -0.28818538784980774, 0.21019582450389862, -0.28298115730285645, 0.39362409710884094, 0.14225265383720398, 0.2873585820198059, 0.09073617309331894, -0.4071126878261566, 0.2507881224155426, -0.1683609038591385, 0.4172050654888153, -0.06281117349863052, 0.26980283856391907, 0.07036157697439194, -0.013959715142846107, -0.008647054433822632, -0.801713228225708, -0.26087045669555664, -0.6410567164421082, 0.4046379625797272, -0.34699490666389465, -0.30587393045425415, 0.40518155694007874, 0.3869497776031494, 0.3044305443763733, 0.41950222849845886, -0.03910931944847107, 0.01106200274080038, -0.005374371074140072, 0.8099564909934998, 0.1245497390627861, 0.34390801191329956, 0.4770526885986328, -0.14666925370693207, -0.10269180685281754, -0.18336114287376404, 0.19877997040748596, 0.12747722864151, -0.16784006357192993, 0.09280563145875931, -0.09298412501811981, -0.007676941342651844, 0.7561604380607605, -0.19441309571266174, 0.014591607265174389, -0.46360427141189575, 0.13960400223731995, 0.12699788808822632, -0.14240974187850952, -0.02678169682621956, 0.5614885687828064, -0.18515324592590332, -0.02181423269212246, -0.1262684315443039, -0.31974461674690247, 0.27414652705192566, 0.03829775005578995, -0.4113256633281708, -0.18091273307800293, 0.25241899490356445, 0.5224251747131348, 0.5380733013153076, 0.29064175486564636, -0.06707394123077393, -0.15857161581516266, -0.17021989822387695, 0.11132273823022842, 0.023663397878408432, 0.21812541782855988, -0.37939634919166565, 0.20142264664173126, -0.11611569672822952, 0.1681399792432785, 0.10348735004663467, -0.005258035380393267, -0.3110874593257904, 0.20277678966522217, -0.21908704936504364, 0.18659475445747375, 0.3852410614490509, 0.060530565679073334, -0.4603743553161621, -0.40886056423187256, -0.08960920572280884, -0.34297457337379456, 0.1586167961359024, -0.02086120843887329, -0.20267315208911896, 0.5175850987434387, -0.5360540151596069, 0.1944391280412674, -0.1865604668855667, 0.1510230302810669, -0.08558306097984314, -0.6165146827697754, -0.04817533865571022, 0.566387951374054, -0.6459305882453918, -0.15301090478897095, 0.19424989819526672, -0.17416273057460785, 0.08354556560516357, -0.1435093730688095, -0.32104694843292236, -0.0010011164704337716, 0.2183801680803299, 0.06237838417291641, -0.11405377835035324, 0.3288765251636505, -0.4280126094818115, 0.05548384040594101, -0.721559464931488, 0.33732345700263977, -0.6041039228439331, 0.06975224614143372, -0.12354789674282074, -0.09695962816476822, -0.2833450436592102, -0.16529783606529236, 0.09444098174571991, -0.545417308807373, -0.15400785207748413, -0.35355344414711 ]
One of the pieces of feedback I received for my blog series Data Science for Startups was Ben Weber https://towardsdatascience.com/data-science-for-startups-r-python-2ca2cd149c5c
Data Science for Startups: R -> Python
[ 0.1772981733083725, -0.000894904718734324, -0.440059632062912, 0.265092134475708, -0.03154916316270828, 0.2917443513870239, -0.05026813969016075, 0.25363215804100037, -0.4644870460033417, 0.3696500062942505, -0.46169963479042053, -0.01617009937763214, -0.47219428420066833, -0.4196413457393646, -0.035439494997262955, 0.17393797636032104, -0.06547490507364273, 0.01179936807602644, 0.34093865752220154, -0.11997813731431961, -0.4965415298938751, -0.703942060470581, 0.16354955732822418, -0.13034836947917938, 0.03366432711482048, -0.19907963275909424, 0.23234206438064575, 0.16552643477916718, -0.679423451423645, -0.22846719622612, -0.13812808692455292, 0.6323655843734741, 0.1267235279083252, 0.05994460731744766, -0.33332812786102295, -0.1392766535282135, -0.5956451892852783, -0.16031061112880707, 0.22154942154884338, -0.13483186066150665, -0.1004437729716301, -0.0281694158911705, -0.3897990584373474, 0.405831515789032, -0.056292545050382614, -0.5684114098548889, -1.2630925178527832, 0.15334220230579376, -0.5586862564086914, 0.038598090410232544, -0.6660764217376709, 0.5317032337188721, 0.015093296766281128, 0.1610732227563858, -0.4506409466266632, -0.0380038321018219, 0.21000823378562927, -0.6416089534759521, -0.22381581366062164, -0.44885051250457764, 0.0758015364408493, 0.5705955624580383, -0.04071367159485817, 0.23261845111846924, 0.3694729208946228, 0.16137677431106567, 0.09718151390552521, 0.4580448269844055, -0.17751967906951904, 0.029238469898700714, 0.2864649295806885, 0.5639819502830505, -0.7065845727920532, 0.13823573291301727, 0.2257561832666397, 0.005227573681622744, 0.2689496576786041, 0.5536187887191772, 0.40262824296951294, 0.07296726852655411, 0.3534601330757141, -0.1747673898935318, 0.3419743478298187, 0.22689035534858704, 0.5206395387649536, 0.3046697676181793, -0.17983487248420715, 0.036588720977306366, -0.33680394291877747, -0.41951876878738403, -0.6542258858680725, -0.1915995329618454, -0.09143543243408203, 0.32881292700767517, 0.5853620767593384, 0.4492247402667999, 0.6153063774108887, 0.2598848044872284, -0.3726755380630493, 0.4985215663909912, -0.7669345140457153, 0.11671934276819229, -0.5418343544006348, -0.34303516149520874, -0.1985080987215042, 0.34545448422431946, -0.3381137251853943, -0.4343830645084381, -0.6395159363746643, 0.49732017517089844, -0.006437109783291817, 0.396218478679657, -0.031332194805145264, 0.12670239806175232, -0.20722560584545135, 0.9814960360527039, 0.3077874779701233, -0.11133389919996262, -0.39262524247169495, 0.05924072489142418, -0.3014664947986603, 1.0025501251220703, -0.055669691413640976, 0.1433539092540741, 0.14660599827766418, 0.10282257199287415, -0.2887088358402252, 0.4595629572868347, 0.5263442397117615, 0.5338982939720154, 0.4299350678920746, 0.5634012222290039, 0.4413285553455353, -0.20223194360733032, -0.14953790605068207, -0.7237325310707092, -0.0108442772179842, 0.056785572320222855, 0.1082824170589447, 0.012844325974583626, 0.026705555617809296, -0.24447229504585266, -0.043768636882305145, -0.22230340540409088, 0.17535722255706787, 0.26560789346694946, -0.12700392305850983, 0.5428281426429749, -0.2633475661277771, -0.026381853967905045, -0.45346495509147644, 0.22403326630592346, -0.9612197279930115, -0.16869784891605377, -0.028413549065589905, 0.6152677536010742, 0.06953313946723938, -0.2037038803100586, 0.2641901671886444, 0.4189631938934326, 0.22541721165180206, 0.5513797402381897, -0.27537208795547485, -0.22388707101345062, 0.9414748549461365, -0.033851731568574905, 0.09895040094852448, -0.08529690653085709, -0.06467244774103165, -0.08189453929662704, -0.215615376830101, -0.39653700590133667, 0.11742345243692398, -0.16729211807250977, 0.1187228262424469, -0.15954311192035675, 0.45243626832962036, -0.2839200496673584, 0.42254412174224854, 0.25308772921562195, -0.5029788613319397, 0.17469468712806702, 0.3976612389087677, -0.4028289318084717, 0.20485304296016693, -0.6681889891624451, 0.19022752344608307, -0.306870698928833, 0.15995746850967407, 0.2921465337276459, -0.47015857696533203, -0.21071386337280273, 0.44254523515701294, -0.893092691898346, 0.5632555484771729, -0.32357051968574524, -0.09171368181705475, 0.8947499990463257, 0.3152512311935425, 0.03736332803964615, -0.3883252441883087, -0.06989648938179016, 0.2620033621788025, -0.20090211927890778, 0.23862971365451813, -0.11853257566690445, 0.24958427250385284, -0.28013405203819275, 0.09360869228839874, 0.2987729609012604, 0.13486753404140472, 0.6462903618812561, 0.09623372554779053, -0.7762572169303894, -0.45748043060302734, -0.3807629346847534, 0.22079497575759888, 0.1611403077840805, 0.05666780844330788, 0.7647849321365356, 1.204750657081604, 0.02754514291882515, 0.2209433913230896, 0.30043986439704895, 0.12343805283308029, 0.9432495832443237, 0.5445178151130676, 0.25973081588745117, 0.5441690683364868, 0.22790835797786713, -0.13084030151367188, -0.24485966563224792, 0.1950197070837021, -0.7849513292312622, -0.32096219062805176, 0.27562788128852844, -0.258568674325943, -0.1346106082201004, -0.027139775454998016, 0.2226371318101883, 0.10700123757123947, 0.34973758459091187, -0.3325951397418976, 0.38574740290641785, -0.10902488976716995, -0.06384123861789703, -0.06199701875448227, 0.18392430245876312, -0.4644054174423218, 0.09206660091876984, -0.2121201455593109, 0.35744884610176086, 0.08588576316833496, -0.3643934726715088, 0.18811900913715363, 0.33322930335998535, -0.3617919981479645, -0.3984280526638031, -0.37012043595314026, 0.9158536195755005, -0.5211629271507263, 0.06905275583267212, -0.3009234070777893, 0.5785559415817261, 0.22857509553432465, -0.299672394990921, 0.3710439205169678, -0.6824526190757751, 0.32930657267570496, 0.3056536912918091, 0.24173356592655182, 0.1356332004070282, -0.06046702340245247, 0.25278177857398987, 0.4411775767803192, -0.7506403923034668, -0.009186681360006332, 0.1450689733028412, -0.43545272946357727, -0.5245190262794495, 0.44956180453300476, 0.3561095595359802, -0.3080134093761444, 0.14156457781791687, -0.16701678931713104, -0.39131399989128113, -0.302946001291275, 0.10649947077035904, -0.32817342877388, -0.4963967502117157, -0.23248423635959625, 0.18085630238056183, -0.04989119991660118, -0.263531357049942, -0.29763510823249817, 0.21755611896514893, 0.24676921963691711, -0.12477698177099228, -0.014700199477374554, 0.040302056819200516, -0.8076133728027344, 0.38080859184265137, 0.4500778317451477, 0.12556947767734528, 0.40480872988700867, 0.01663733460009098, -0.16837027668952942, -0.40162500739097595, -5.8606977462768555, 0.16356824338436127, -0.4241394102573395, -0.11462348699569702, -0.16760185360908508, -0.04033363237977028, 0.6433839201927185, -0.014331992715597153, 0.15116041898727417, -0.36173126101493835, -0.6936041116714478, -0.2490716278553009, -0.2702566683292389, 0.4996725022792816, 0.31109845638275146, 0.8608656525611877, 1.0341717004776, 0.2611517906188965, 0.3995303213596344, 0.7889525294303894, -0.7220118641853333, 0.5219026803970337, -0.3218502104282379, 0.23294489085674286, 0.6711918711662292, -0.35456541180610657, -0.6177518963813782, 0.5323875546455383, -0.25730618834495544, -0.17261098325252533, 0.4662480652332306, -0.3825145959854126, -0.9221925735473633, -0.14121635258197784, -0.34735408425331116, 0.3584730327129364, 0.11344856768846512, -0.0038576156366616488, 0.5067420601844788, -0.2970857322216034, 0.01667720638215542, 0.021814022213220596, 0.11355839669704437, -0.21177628636360168, 0.33889803290367126, -0.5803205966949463, -0.42665305733680725, 0.03844277560710907, -0.07904261350631714, 0.28548765182495117, -0.16586348414421082, -0.07449107617139816, 0.38781094551086426, -0.05638039484620094, 0.18723927438259125, -0.8603999614715576, 0.27951258420944214, 0.6420115232467651, -0.31363001465797424, 0.472137987613678, 0.7567921280860901, -0.26237958669662476, -0.3777748644351959, -0.8452610373497009, -0.8523722887039185, -0.37285691499710083, -0.652646005153656, -0.4732799232006073, -0.22180375456809998, 0.1272962987422943, -1.0587085485458374, 0.3141074478626251, -0.4639459252357483, -0.717888355255127, 0.8083325624465942, -0.4809260368347168, -0.27929946780204773, 0.0925552025437355, 0.5760977268218994, 0.08419409394264221, -0.6431346535682678, -0.5064558386802673, -0.25673454999923706, 0.4818725883960724, -0.08713951706886292, 0.03392813727259636, 0.11532662063837051, 0.04834654927253723, -0.4184912145137787, 0.2850072681903839, 0.3950593173503876, 0.04367273300886154, 0.5406660437583923, 0.39947354793548584, -0.16335010528564453, 0.002654637675732374, 0.33781784772872925, 0.35606542229652405, -0.19934754073619843, -0.23295626044273376, 0.5310739278793335, -0.08098451048135757, -0.8940999507904053, -0.9023069739341736, -0.21598933637142181, -0.25169694423675537, -0.028777005150914192, 0.2554623782634735, 0.1903761774301529, 0.2629227042198181, 0.2212231457233429, 0.4576546549797058, -0.6669161319732666, -0.2711852192878723, 0.290128618478775, 0.3634506165981293, -0.23843039572238922, 0.0896480455994606, 0.1951891928911209, 0.16172108054161072, -0.15768283605575562, -0.08872076123952866, -0.06751704961061478, 0.5026915073394775, 0.7922113537788391, -0.3887002170085907, -0.012866129167377949, -0.0101552689447999, -0.033796414732933044, -0.12315183132886887, 0.17179106175899506, 0.3085578382015228, -0.05439204350113869, -0.06156417354941368, 0.11327933520078659, -0.07287061214447021, -0.01137775182723999, -0.5085197687149048, 0.41718199849128723, -0.6714719533920288, 0.21510723233222961, 0.35856783390045166, 0.2585391700267792, 0.1629112958908081, 0.08804772794246674, 0.12492799013853073, 0.16576014459133148, 0.7685291171073914, 0.004660183098167181, -0.0018581610638648272, 0.18198330700397491, -0.489266574382782, 0.04881008714437485, 0.1155957579612732, 0.3471831977367401, -0.1793157309293747, 0.31208714842796326, 0.18726931512355804, 0.5320784449577332, -0.45372238755226135, 0.3693525195121765, -0.4975574016571045, -0.5912939310073853, 0.16782580316066742, -0.04574422538280487, -0.018445687368512154, -0.2930018901824951, -0.13970847427845, -0.3281511962413788, -0.22420933842658997, -0.06193893030285835, -0.10592111200094223, -0.17318859696388245, -0.08219225704669952, 0.12990379333496094, -0.212540403008461, 0.1427328884601593, -0.288520872592926, -0.08979484438896179, 0.240752175450325, 0.06032845005393028, -0.16802862286567688, -0.280448853969574, 0.5760537385940552, 0.6206144094467163, 0.22076985239982605, 0.007318355608731508, 0.14343176782131195, 0.09450438618659973, -0.04262429103255272, 0.14052362740039825, -0.02855881117284298, 0.5172026753425598, 0.36807647347450256, -0.13988718390464783, -0.7628519535064697, 0.5662389397621155, 0.2783934473991394, -0.15255314111709595, -0.5477691888809204, 0.026393093168735504, 0.22636480629444122, -0.1417352855205536, 0.40858030319213867, 0.34787389636039734, -0.050516434013843536, -0.15062113106250763, 0.08355454355478287, 0.1391126960515976, -0.02305346168577671, -0.06863456219434738, -0.5539730191230774, -0.25112780928611755, -0.2863359749317169, -0.004356733523309231, 0.2546898126602173, -0.04578395187854767, -0.3218082785606384, -0.5557889342308044, 0.3033430576324463, -0.5936639308929443, -0.03497746214270592, 0.13103072345256805, -0.4308277666568756, 0.03343607485294342, 0.377956748008728, 0.5023137331008911, -0.07588598877191544, 0.2632371783256531, -0.36133939027786255, -0.22587725520133972, -0.40888381004333496, 0.6720178723335266, 0.31722497940063477, -0.3648640811443329, 0.33272629976272583, 0.018157605081796646, 1.1849656105041504, 0.23336073756217957, -1.02403724193573, -0.49689432978630066, 0.22335001826286316, -0.37186264991760254, -0.4926214814186096, -0.13348551094532013, -0.163112074136734, -0.20485082268714905, 0.2527262568473816, -0.5805467963218689, -0.18602599203586578, 0.35566920042037964, -0.3336132764816284, -0.43543851375579834, -0.07645130902528763, 0.39913010597229004, 0.3193109631538391, -0.39977484941482544, -0.3786640167236328, -0.17021606862545013, -0.029064159840345383, 0.4426333010196686, -0.21955610811710358, -0.7861267328262329, 0.7188308238983154, -0.4764060378074646, 0.20106935501098633, 0.3088223934173584, -0.7036176919937134, 0.24726344645023346, -0.7337633967399597, -0.9305627346038818, 0.09218738973140717, -0.4159476161003113, 0.6170509457588196, -0.4032896161079407, 0.052677564322948456, -0.2228444665670395, 0.25419893860816956, -0.5169594883918762, -0.788152813911438, -0.28615713119506836, -0.20502708852291107, 0.39724528789520264, -0.09163329005241394, 0.05522980913519859, -0.275444358587265, -0.10293541848659515, 0.4939208924770355, 0.11964736133813858, 0.4535503089427948, -0.5483735799789429, 0.5772011876106262, -0.10267578065395355, -0.4649907648563385, 0.07541045546531677, 0.12004496157169342, 0.3333894908428192, -0.19078494608402252, -0.5354951024055481, -0.2162335067987442, 0.24609161913394928, 0.36150887608528137, 1.098484754562378, -0.2146560698747635, 0.2136063426733017, 0.8687860369682312, -0.21260806918144226, 0.12836529314517975, 0.21623747050762177, 0.1953955441713333, -0.058064017444849014, 0.08388222754001617, 0.3582567572593689, 0.3307672441005707, -0.8491454124450684, -0.24979126453399658, 0.27215853333473206, 0.027145149186253548, 0.13285651803016663, 0.07566360384225845, -0.26169243454933167, -0.6300605535507202, 0.1855902075767517, -0.42223605513572693, -0.03791625797748566, 0.6323542594909668, -0.041739169508218765, 0.4315115213394165, -0.17948979139328003, 0.06497780978679657, 0.03302497789263725, 0.2563540041446686, -0.2443118691444397, 0.07597095519304276, -0.37311679124832153, 0.11014898866415024, 0.25892144441604614, -0.0673791840672493, 0.1361224502325058, -0.14229077100753784, -0.17227600514888763, 0.0613575279712677, 0.12522374093532562, 0.05595919489860535, -0.446219265460968, 0.46614423394203186, -0.17280066013336182, 0.49057137966156006, -0.4134795069694519, 0.7197748422622681, 0.19664035737514496, 0.37351369857788086, 0.029758306220173836, -0.8257005214691162, -0.5128898620605469, -0.7657706141471863, 0.5660167932510376, 0.06614600867033005, -0.17552347481250763, 0.18085977435112, 0.6427001953125, 0.5713123679161072, 0.6843932867050171, 0.29618096351623535, -0.32823121547698975, 0.07710607349872589, 0.9492582678794861, 0.11528411507606506, 0.5177391767501831, 0.22757481038570404, -0.5492417812347412, -0.21886490285396576, -0.6519935131072998, 0.1966048926115036, 0.08298783749341965, -0.6777860522270203, 0.08300946652889252, 0.17382188141345978, -0.08471070230007172, 0.6499029397964478, -0.17593681812286377, 0.3550076484680176, -0.5275987386703491, 0.05575175583362579, 0.07995560020208359, 0.038694173097610474, -0.2631416618824005, 0.6220049262046814, -0.4529273211956024, 0.04835352674126625, 0.15761442482471466, -0.011236642487347126, 0.29375410079956055, 0.18271945416927338, -0.7207291722297668, -0.23260526359081268, 0.12816445529460907, 0.5120329260826111, 0.7818664312362671, 0.022824343293905258, 0.06014404073357582, 0.3164702355861664, 0.005898286122828722, 0.3924155831336975, 0.4037177264690399, 0.14168579876422882, -0.6267426609992981, -0.3622046411037445, 0.07535087317228317, 0.13905885815620422, -0.03697790578007698, 0.19549749791622162, -0.5377621054649353, 0.4074873924255371, -0.02546999417245388, 0.3438307046890259, 0.5353075265884399, 0.16580064594745636, -0.4714478552341461, -0.12411206215620041, -0.21738740801811218, -0.3113645315170288, -0.006396119017153978, 0.19834169745445251, -0.0001857733295764774, 0.7083113789558411, -0.8119615316390991, -0.09053589403629303, -0.485009104013443, -0.028323978185653687, 0.15991121530532837, -0.7851300239562988, -0.15488380193710327, 0.44581419229507446, -0.3070599436759949, -0.401540070772171, 0.23361241817474365, -0.143324613571167, -0.1092173308134079, -0.1581622213125229, -0.5930240154266357, 0.013373765163123608, 0.17659661173820496, 0.07969321310520172, -0.0947241261601448, 0.65716153383255, -0.4703468084335327, -0.17870141565799713, -0.9283719658851624, 0.06398186832666397, -0.190311998128891, 0.3393159508705139, -0.3283221125602722, -0.1749989092350006, -0.6791191101074219, -0.04274611920118332, 0.18480956554412842, -0.4190346598625183, 0.06068921089172363, -0.21447353065013885 ]
Part two of my ongoing series about building a data science discipline at a startup. You Ben Weber https://towardsdatascience.com/data-science-for-startups-tracking-data-4087b66952a1
Data Science for Startups: Tracking Data
[ 0.4642665684223175, 0.07544242590665817, 0.07634754478931427, 0.12525056302547455, 0.27200400829315186, -0.004405193496495485, -0.15403930842876434, -0.06243067979812622, -0.4052887260913849, 0.06780494004487991, -0.12740284204483032, -0.048249948769807816, -0.23024852573871613, -0.3378385603427887, -0.15890362858772278, 0.004204757511615753, 0.25707387924194336, -0.17081044614315033, -0.016428709030151367, -0.14285296201705933, -0.5357279777526855, -0.6283230185508728, 0.7068997621536255, -0.2756081819534302, -0.09936628490686417, -0.17505882680416107, 0.42368048429489136, 0.3205776512622833, -0.675135612487793, 0.06259148567914963, 0.05432819947600365, 0.5168328285217285, 0.13416795432567596, 0.2753508985042572, -0.2917526364326477, 0.31302890181541443, -0.2788642346858978, -0.41563427448272705, -0.07839592546224594, -0.4240521788597107, -0.5113725662231445, 0.029472898691892624, -0.7027847170829773, 0.47468024492263794, -0.15846037864685059, -0.4337601065635681, -1.787011981010437, -0.348824679851532, -0.5579066276550293, -0.15826952457427979, -0.1893102079629898, 0.3146039545536041, -0.09880579262971878, 0.10829073935747147, -0.4283974766731262, -0.020551346242427826, 0.1995001882314682, -0.6418395042419434, -0.05885162204504013, -0.08269161731004715, 0.16187408566474915, 0.004324560519307852, -0.12640130519866943, 0.2780926823616028, 0.4568430185317993, -0.06748226284980774, 0.0686478242278099, 0.46295666694641113, -0.17772600054740906, -0.052801381796598434, -0.20028574764728546, 0.13414037227630615, -0.30524763464927673, 0.22812041640281677, 0.0835912898182869, -0.09764602780342102, 0.20944859087467194, 0.4523707330226898, 0.36746615171432495, 0.03582967817783356, 0.0972558930516243, -0.16336379945278168, 0.11767707765102386, 0.026580022647976875, 0.1435251235961914, 0.28325891494750977, -0.3069216310977936, -0.15679222345352173, -0.7864806652069092, 0.09193748980760574, -0.22111962735652924, -0.46839025616645813, 0.36980140209198, 0.15045587718486786, 0.3864734172821045, 0.3371143937110901, 0.5455678105354309, -0.011466209776699543, -0.13885067403316498, 0.510330855846405, -0.6393111944198608, 0.3224641978740692, -0.16107144951820374, -0.19435648620128632, 0.19336310029029846, 0.07585019618272781, -0.39531391859054565, -0.2790199816226959, -0.6599103212356567, 0.08770482242107391, -0.4078645408153534, 0.2862358093261719, 0.025162840262055397, 0.4659039378166199, -0.04269168898463249, 1.0917818546295166, 0.09442254155874252, -0.19532963633537292, -0.1655256599187851, -0.05745486542582512, -0.07341770827770233, 0.8060973286628723, -0.041923388838768005, -0.3734888732433319, -0.10497192293405533, 0.3349880874156952, 0.07605338841676712, 0.4542623460292816, 0.505435049533844, 0.6213294863700867, -0.035463619977235794, 0.06215600296854973, 0.18172934651374817, -0.1351519227027893, 0.09120937436819077, -0.6357396841049194, -0.18715685606002808, -0.07199079543352127, 0.27845731377601624, 0.09643060714006424, 0.08337493985891342, -0.2940357029438019, 0.10344886779785156, -0.6522808074951172, 0.1305035799741745, 0.019156010821461678, -0.09986013174057007, 0.46534061431884766, -0.5157150030136108, 0.14961577951908112, -0.3156810998916626, 0.31602543592453003, -0.6777591705322266, -0.13281390070915222, -0.4042937457561493, 0.13676413893699646, 0.028635140508413315, -0.1238197609782219, 0.07204542309045792, 0.4519527852535248, 0.011153309606015682, 0.26299887895584106, -0.11668404936790466, -0.20561853051185608, 0.7800790071487427, 0.029105955734848976, 0.46950042247772217, 0.21209114789962769, -0.16980789601802826, -0.10431923717260361, -0.013630504719913006, -0.21997050940990448, 0.08700861781835556, -0.31596818566322327, 0.11465297639369965, -0.0219891294836998, 0.2119259387254715, -0.37254297733306885, 0.20301169157028198, 0.23424896597862244, -0.514350414276123, 0.2525608539581299, 0.5766390562057495, 0.12545888125896454, 0.05920660123229027, -0.4090174734592438, 0.20036883652210236, 0.005508303642272949, 0.08430676907300949, 0.07604999095201492, -0.15063029527664185, -0.08323991298675537, 0.4697767198085785, -0.7189608812332153, 0.3949705958366394, -0.2294226437807083, 0.13143602013587952, 0.664421558380127, 0.013006966561079025, 0.08540961146354675, -0.34268268942832947, -0.1612042635679245, 0.11201154440641403, 0.029606834053993225, 0.27131959795951843, -0.23368589580059052, 0.15092889964580536, -0.2811295986175537, 0.04630446806550026, 0.1806277483701706, 0.37306082248687744, -0.004105499945580959, 0.26610758900642395, -0.5574918389320374, -0.2011926770210266, -0.048026639968156815, -0.11676748096942902, 0.4897705018520355, -0.16006365418434143, 0.35867708921432495, 0.9455611705780029, -0.08474422991275787, -0.10839250683784485, 0.07534600049257278, 0.29878196120262146, 0.6934493780136108, 0.7245508432388306, -0.2742808759212494, 0.47830840945243835, -0.21811649203300476, 0.392118901014328, -0.09701119363307953, 0.2366151660680771, -0.8435316681861877, -0.4155876338481903, 0.4915556311607361, -0.3939092457294464, -0.14437122642993927, 0.0942225381731987, 0.02017747238278389, -0.17361828684806824, 0.4523574113845825, -0.3771522641181946, 0.4778956472873688, -0.07815674692392349, -0.14926740527153015, -0.13590286672115326, 0.016038455069065094, -0.6694660186767578, -0.3642328083515167, 0.07983844727277756, 0.28453925251960754, -0.1448812484741211, -0.28740280866622925, 0.14148522913455963, -0.004188133403658867, -0.29571816325187683, -0.2816413342952728, -0.23029717803001404, 0.49872174859046936, -0.2339107096195221, 0.2057005912065506, -0.1305904984474182, 0.5167080760002136, 0.16523388028144836, -0.3277372717857361, 0.1140027865767479, -0.3819197714328766, -0.10964339226484299, 0.4521231949329376, 0.27727848291397095, 0.16209429502487183, 0.011981908231973648, 0.2251964807510376, 0.008150821551680565, -0.7909199595451355, 0.5613727569580078, 0.3192116618156433, -0.25883448123931885, -0.15328586101531982, 0.08131138235330582, 0.5881222486495972, -0.12445658445358276, 0.1985234171152115, -0.10970721393823624, -0.5417808890342712, -0.3201853334903717, 0.23746047914028168, -0.0919637605547905, -0.27718257904052734, -0.10527748614549637, 0.3079964518547058, 0.021034888923168182, -0.21567799150943756, -0.14207279682159424, 0.15847061574459076, 0.36629533767700195, -0.2575233578681946, 0.04347321391105652, 0.15727832913398743, -0.6948575377464294, 0.4070994257926941, 0.2976859509944916, -0.2761128842830658, 0.0042561874724924564, 0.04430742934346199, -0.6121761798858643, -0.016057614237070084, -6.209168910980225, 0.27388298511505127, -0.648189902305603, -0.44131118059158325, -0.3610818088054657, -0.20945051312446594, 0.20473316311836243, 0.1726171225309372, 0.14852720499038696, -0.24730053544044495, -0.42721831798553467, -0.3448249101638794, -0.08088015764951706, 0.32284995913505554, 0.03802258521318436, 0.3102322816848755, 0.45580393075942993, 0.18054263293743134, 0.23030415177345276, 0.5702115297317505, -0.603209912776947, -0.025840148329734802, -0.20746485888957977, 0.5950507521629333, 0.4186500906944275, -0.32899168133735657, -0.5911923050880432, 0.8488113880157471, -0.45122843980789185, 0.11517076939344406, 0.740454375743866, -0.13394473493099213, -1.0420633554458618, -0.0038661521393805742, -0.11680227518081665, 0.3099341094493866, 0.08489464223384857, 0.09487631916999817, 0.33786842226982117, -0.23799718916416168, 0.48106566071510315, 0.2395002841949463, -0.170408234000206, -0.45567265152931213, 0.3761746287345886, -0.3964340090751648, -0.25131314992904663, 0.34432360529899597, 0.055644501000642776, -0.29963502287864685, 0.26080989837646484, 0.0415252149105072, -0.06965421140193939, -0.19806374609470367, -0.21798387169837952, -0.958245038986206, 0.4351848363876343, 0.33257246017456055, -0.16327165067195892, 0.5390649437904358, 0.2962743639945984, -0.20503991842269897, -0.08731722831726074, -0.6880115866661072, -0.5680306553840637, -0.48356157541275024, -0.7754801511764526, -0.42549243569374084, 0.07167200744152069, 0.07172337919473648, -0.7356677055358887, 0.4418070614337921, 0.06404690444469452, -0.8271825313568115, 0.2807677686214447, -0.14065924286842346, -0.09516380727291107, 0.07147277146577835, 0.0724518671631813, -0.1259196698665619, -0.24182957410812378, -0.6150498390197754, -0.16582661867141724, 0.3914242684841156, 0.4771004617214203, -0.10343582928180695, -0.14311017096042633, 0.35135582089424133, -0.3685177266597748, 0.1685764491558075, 0.5896776914596558, -0.16151867806911469, 0.83424311876297, 0.06972534954547882, -0.03019210696220398, 0.1176426112651825, 0.06077142432332039, 0.2773836851119995, -0.08516407012939453, -0.3318629562854767, 0.6645664572715759, -0.22583751380443573, -0.9309775829315186, -0.5149455070495605, -0.14149649441242218, 0.02295762114226818, -0.15227830410003662, -0.10716042667627335, 0.4064531624317169, 0.1882268637418747, 0.23793435096740723, 0.5190697908401489, -0.790088415145874, -0.1861983984708786, 0.3476209044456482, -0.10887492448091507, -0.6778222322463989, -0.10081121325492859, 0.6829010844230652, 0.23129524290561676, -0.28063249588012695, -0.1713741570711136, -0.29199668765068054, 0.3649391531944275, 0.6545609831809998, -0.396333247423172, -0.04064920172095299, 0.45013752579689026, 0.3705350160598755, 0.027901146560907364, 0.60542231798172, 0.39441776275634766, -0.3255818486213684, 0.2865830361843109, 0.23559731245040894, -0.013589535839855671, 0.19578953087329865, -0.11547905206680298, -0.008826173841953278, -0.48475104570388794, 0.6137903928756714, 0.2221793234348297, 0.5407734513282776, 0.28875410556793213, 0.5943149924278259, 0.20384711027145386, 0.0830257460474968, 0.5813570618629456, -0.18635566532611847, -0.17467564344406128, 0.1357826441526413, -0.3864869475364685, -0.33261343836784363, 0.018532026559114456, 0.022922998294234276, 0.20688752830028534, 0.4676942229270935, 0.0405343696475029, 0.44502323865890503, -0.6361502408981323, 0.2466006577014923, -0.4164239764213562, -0.20121771097183228, -0.2663242816925049, -0.020031115040183067, 0.41290920972824097, -0.40511757135391235, 0.04300662875175476, -0.19345392286777496, 0.057647183537483215, 0.032807137817144394, -0.33971303701400757, -0.5343490839004517, -0.4361848831176758, 0.014546911232173443, -0.37528195977211, 0.1459040492773056, -0.0879267230629921, -0.24140846729278564, 0.11145496368408203, -0.07159256935119629, -0.008202125318348408, -0.2907710075378418, 0.5470117926597595, 0.7943205833435059, 0.07156473398208618, 0.12325236946344376, 0.134349063038826, -0.4907470643520355, -0.20168685913085938, 0.3597251772880554, -0.18917548656463623, 0.1338016539812088, 0.1506924033164978, 0.2930292785167694, -1.0590615272521973, 0.14945657551288605, 0.4610956311225891, -0.3987758159637451, -0.38697928190231323, 0.21848176419734955, 0.37896931171417236, -0.12759461998939514, 0.4804899990558624, 0.42598584294319153, -0.08539438992738724, 0.25277456641197205, 0.022776659578084946, -0.015798436477780342, -0.06476305425167084, -0.12059959769248962, -0.7355489134788513, -0.049472153186798096, -0.02669079601764679, 0.13722647726535797, 0.1835542768239975, -0.2886740267276764, -0.37746167182922363, -0.19728058576583862, 0.3777177929878235, -0.07504721730947495, 0.12572406232357025, -0.20048563182353973, -0.3592051863670349, 0.2862640917301178, 0.19159135222434998, 0.6945270299911499, -0.020731298252940178, 0.09670683741569519, -0.26834750175476074, 0.12324006855487823, -0.3013870418071747, 0.44607582688331604, 0.258263498544693, -0.4487608075141907, 0.031178338453173637, -0.07698565721511841, 0.8592184782028198, 0.2590723931789398, -0.47426921129226685, -0.5751140713691711, 0.2570483684539795, -0.3903825879096985, -0.5843827724456787, 0.06309530884027481, 0.2054670751094818, -0.04895078390836716, 0.17727430164813995, -0.47490212321281433, 0.29837551712989807, 0.08354997634887695, -0.035604458302259445, -0.5393845438957214, 0.12272816151380539, 0.7358829975128174, 0.11487746238708496, -0.23510956764221191, -0.3928958475589752, -0.19240312278270721, -0.028994552791118622, 0.3373931348323822, -0.05554579198360443, -0.43278971314430237, 0.4410780966281891, -0.32968422770500183, 0.06724845618009567, -0.25116193294525146, -0.34107935428619385, 0.1797206848859787, -0.4544465243816376, -0.974345862865448, 0.1509706974029541, -0.07742816209793091, 0.6476826071739197, -0.33489468693733215, 0.011256747879087925, 0.2918875217437744, 0.3849182426929474, -0.898869514465332, -0.2908928692340851, -0.2874663174152374, -0.288419634103775, 0.21781295537948608, -0.07150699943304062, -0.014576070010662079, -0.16820277273654938, 0.029517246410250664, 0.38759371638298035, 0.0838196650147438, 0.32181763648986816, -0.4530750513076782, 0.6551295518875122, -0.17666953802108765, -0.14142194390296936, -0.04591285064816475, 0.2636723518371582, 0.47336074709892273, 0.0036266613751649857, 0.12286558002233505, -0.0634935200214386, 0.2123635858297348, 0.3922862112522125, 0.9636804461479187, -0.12382932007312775, 0.4295397102832794, 0.43706464767456055, -0.004233950283378363, 0.013784967362880707, 0.05222904309630394, 0.012750218622386456, -0.10504737496376038, 0.09482866525650024, 0.45773428678512573, 0.674034833908081, -0.40873056650161743, -0.0562652088701725, 0.004131278023123741, 0.33748164772987366, 0.11181105673313141, 0.1314309537410736, -0.1772657185792923, -0.047792136669158936, 0.4655148684978485, -0.7500073313713074, 0.026282036677002907, 0.4459875524044037, 0.11069805175065994, 0.35003629326820374, -0.3406646251678467, 0.6491705179214478, 0.10349421203136444, 0.2525905668735504, 0.014228899963200092, 0.6075358986854553, -0.005680049303919077, 0.3599434196949005, 0.08298280835151672, -0.17999863624572754, -0.039952125400304794, -0.2743670642375946, 0.0970405787229538, 0.12178908288478851, 0.3432095944881439, 0.027279015630483627, -0.3200184106826782, 0.2028736025094986, -0.30699121952056885, 0.3953733444213867, 0.16222484409809113, 0.3511735498905182, 0.18418903648853302, 0.21006783843040466, -0.10619556903839111, -0.462684690952301, -0.4168981909751892, -0.925900399684906, 0.461311012506485, -0.13579082489013672, -0.5027830600738525, 0.13859856128692627, 0.3463180661201477, 0.34956833720207214, 0.5378246903419495, -0.002077352488413453, -0.024619901552796364, -0.22515597939491272, 0.8583983182907104, 0.09468138217926025, 0.41403451561927795, 0.5158365964889526, -0.2364303171634674, -0.13589683175086975, -0.11686813831329346, 0.17196151614189148, 0.3233724534511566, -0.07904639840126038, 0.13265180587768555, -0.07688756287097931, -0.17233632504940033, 0.4584416151046753, -0.15297773480415344, 0.3822493851184845, -0.6258538365364075, 0.0753207802772522, 0.022522136569023132, -0.12518465518951416, -0.2684761583805084, 0.5057424902915955, -0.28774866461753845, -0.17097346484661102, 0.05437278375029564, -0.21578747034072876, 0.4983541965484619, -0.025697719305753708, -0.5380163192749023, -0.2550560235977173, 0.2244826853275299, 0.47117042541503906, 0.655688464641571, 0.14902114868164062, -0.27144113183021545, -0.24887394905090332, 0.01889936625957489, 0.10676948726177216, 0.13053297996520996, 0.24994641542434692, -0.5028982758522034, 0.23422837257385254, -0.012334426864981651, 0.23081891238689423, 0.10224787890911102, -0.09654313325881958, -0.4103319048881531, 0.29181399941444397, -0.1222270131111145, 0.28164610266685486, 0.400573194026947, -0.037756793200969696, -0.6608791351318359, -0.2901898920536041, 0.05108366906642914, -0.22090324759483337, 0.19212639331817627, 0.05538615584373474, -0.1065167710185051, 0.24438738822937012, -0.7581642866134644, 0.2443670928478241, -0.31960946321487427, 0.10938427597284317, -0.06627888232469559, -0.5149726271629333, -0.04149381071329117, 0.21133603155612946, -0.6438889503479004, -0.43474411964416504, 0.16572979092597961, -0.18223001062870026, 0.0048679569736123085, -0.1048339307308197, -0.2752217948436737, -0.1583177149295807, 0.47849729657173157, 0.05339277163147926, -0.015192912891507149, 0.4608999192714691, -0.19206397235393524, 0.1840592324733734, -0.7911142110824585, 0.06360271573066711, -0.5670120716094971, 0.0038259821012616158, -0.11619193106889725, -0.1404646933078766, -0.2728101313114166, -0.029385704547166824, 0.19437460601329803, -0.48483431339263916, -0.19189442694187164, -0.33584094047546387 ]
Through my discussion with many people on data science and artificial intelligence, I often hear people saying Koo Ping Shung https://towardsdatascience.com/data-science-in-start-ups-c3cb13286dc4
Data Science in Start-ups?
[ 0.24906107783317566, 0.20492877066135406, -0.13753074407577515, 0.24277104437351227, 0.22301587462425232, -0.25243616104125977, -0.8258014917373657, 0.007979044690728188, -0.29201582074165344, 0.3412321209907532, -0.18888413906097412, -0.09162598103284836, 0.10945117473602295, -0.3293793797492981, -0.27779924869537354, -0.11191421002149582, 0.19572465121746063, 0.008158603683114052, -0.3471378684043884, -0.07846249639987946, -0.566256582736969, -0.5560808181762695, 0.36938104033470154, 0.19919249415397644, -0.04896515980362892, -0.14236898720264435, 0.19563300907611847, 0.18755397200584412, -0.33902600407600403, -0.039247967302799225, -0.15264210104942322, 0.18521270155906677, 0.35956287384033203, 0.2141944319009781, -0.6388038396835327, -0.11885833740234375, -0.3243981599807739, 0.09860330075025558, -0.13016830384731293, -0.26797178387641907, -0.2633931338787079, 0.08560924232006073, -0.12246549874544144, 0.344018816947937, -0.3436872959136963, -0.7028235793113708, -1.2206494808197021, 0.023130986839532852, -0.6060539484024048, -0.007933300919830799, -0.14322805404663086, 0.35641101002693176, -0.2059519737958908, 0.29583752155303955, -0.3423069417476654, 0.43092507123947144, 0.1916099488735199, -0.33373236656188965, -0.30594122409820557, -0.41840705275535583, 0.36811602115631104, 0.17352698743343353, -0.12825360894203186, 0.006526630371809006, 0.43838822841644287, -0.013351972214877605, -0.1686335951089859, 0.15593929588794708, -0.44056880474090576, -0.2573256492614746, 0.12057343870401382, 0.15930937230587006, -0.36986878514289856, 0.3889159858226776, -0.20057247579097748, -0.37295103073120117, 0.1695394515991211, 0.3669751286506653, 0.33033567667007446, -0.30458498001098633, -0.31697046756744385, -0.15917877852916718, 0.21914571523666382, 0.15355625748634338, 0.188913494348526, 0.1925082802772522, 0.054845795035362244, -0.3657875955104828, -0.3361350893974304, 0.3179478943347931, -0.03097613900899887, -0.38289570808410645, 0.512412965297699, -0.20305973291397095, 0.1637158840894699, 0.293060302734375, 0.3901824653148651, 0.18453486263751984, 0.06779731065034866, 0.46149080991744995, -0.6393961906433105, -0.1592961549758911, 0.061126548796892166, -0.3613000512123108, -0.18851520121097565, 0.12392034381628036, -0.06706555932760239, -0.1040201187133789, -0.6621740460395813, 0.1319667547941208, -0.8105442523956299, 0.16832950711250305, 0.05731143802404404, 0.379184752702713, -0.32624781131744385, 0.36213868856430054, -0.005576455034315586, 0.07507925480604172, -0.371493935585022, -0.1505441665649414, -0.09238216280937195, 0.6383015513420105, -0.1040889248251915, -0.24328742921352386, 0.4566669166088104, 0.32263535261154175, 0.23970238864421844, 0.6294992566108704, 0.12208375334739685, 0.3853156864643097, 0.49358487129211426, 0.35358428955078125, -0.1552363634109497, -0.41079583764076233, 0.3141053318977356, -0.44152015447616577, 0.002589378273114562, 0.05470139533281326, 0.07461530715227127, -0.11639319360256195, -0.19274768233299255, -0.22754910588264465, 0.12460682541131973, -0.05356871336698532, 0.06080429628491402, 0.2658796012401581, -0.37678903341293335, 0.15488414466381073, -0.1431797742843628, 0.0483851321041584, -0.2413463592529297, 0.24537965655326843, -0.4950958788394928, -0.2556636929512024, -0.031331535428762436, 0.5479616522789001, 0.10739707946777344, -0.27725672721862793, 0.3671618103981018, 0.41295522451400757, -0.17091600596904755, -0.09526649117469788, -0.08924075216054916, -0.37549540400505066, 0.4046187698841095, -0.07368219643831253, 0.6091232895851135, 0.45810559391975403, -0.3063617944717407, 0.33023765683174133, -0.5185016989707947, -0.4679601788520813, 0.4405629336833954, -0.08403646945953369, 0.16308456659317017, -0.1905435025691986, 0.06943965703248978, -0.3580305874347687, 0.15621230006217957, 0.2870596647262573, -0.5678979158401489, 0.21270015835762024, 0.2058669775724411, 0.04286007583141327, 0.1475103795528412, -0.5270460844039917, 0.24442480504512787, 0.06104302033782005, 0.35148799419403076, 0.31034570932388306, -0.16338825225830078, -0.27327319979667664, 0.3264586329460144, -0.6778289675712585, 0.393415242433548, -0.23454105854034424, 0.009458976797759533, 0.7129577994346619, 0.18218372762203217, 0.009880698285996914, -0.18137912452220917, -0.0248968955129385, 0.3368869125843048, -0.2983260452747345, -0.35018670558929443, 0.13251449167728424, 0.22411438822746277, 0.22403918206691742, 0.06896493583917618, -0.15727964043617249, 0.13861092925071716, 0.20126625895500183, 0.18581663072109222, -0.5933074951171875, -0.32106083631515503, 0.1251550316810608, -0.07171783596277237, 0.0907311663031578, -0.08778274059295654, 0.38273563981056213, 0.664472758769989, -0.12714850902557373, 0.3172895610332489, 0.5023649334907532, 0.4583908021450043, 0.8240848183631897, 0.7384571433067322, 0.1115465834736824, 0.3131626844406128, -0.028421595692634583, 0.00008616627746960148, -0.33827584981918335, 0.2778436839580536, -0.30358952283859253, -0.1459016650915146, 0.08031993359327316, -0.10620757192373276, -0.24349771440029144, 0.08370620012283325, -0.3232819437980652, -0.23803941905498505, 0.3404756486415863, -0.2832183539867401, 0.1560082584619522, 0.22358207404613495, -0.23293261229991913, -0.5980637669563293, -0.6324776411056519, -0.4317670464515686, 0.07320689409971237, 0.1577940583229065, 0.46766236424446106, -0.1014975979924202, 0.008061875589191914, -0.18914100527763367, 0.08964116871356964, -0.3435361385345459, -0.18064546585083008, 0.04294242337346077, 0.18327298760414124, -0.23227103054523468, 0.2936611771583557, 0.11782678961753845, 0.20825494825839996, 0.03229636326432228, -0.34105077385902405, 0.25967568159103394, -0.2875418961048126, 0.4623744487762451, 0.43955472111701965, -0.08446706086397171, 0.2435416281223297, -0.07941456884145737, -0.11016500741243362, -0.1969558298587799, -1.098730444908142, 0.15767160058021545, 0.08106376975774765, -0.5691472887992859, -0.5719190835952759, 0.2385001927614212, 0.2858418822288513, -0.4489690959453583, -0.12260164320468903, 0.30211493372917175, -0.4401991367340088, -0.18616029620170593, 0.2608506381511688, 0.028190121054649353, 0.0004543080576695502, -0.28315868973731995, -0.19017145037651062, -0.1596730649471283, -0.6887895464897156, 0.4594888687133789, -0.22881808876991272, 0.158067986369133, -0.26583871245384216, 0.12625008821487427, 0.015687670558691025, -0.5239979028701782, 0.5188303589820862, 0.432493656873703, -0.2643592953681946, -0.2419988214969635, -0.09251832962036133, -0.11772455275058746, 0.04650409519672394, -6.417730808258057, 0.06883247941732407, -0.4180646240711212, -0.24690212309360504, -0.26772353053092957, 0.18187449872493744, 0.06887933611869812, 0.147051602602005, 0.09492240101099014, -0.021634021773934364, -0.04739699140191078, -0.47082918882369995, 0.059778112918138504, 0.49504244327545166, 0.0289468914270401, 0.6017420291900635, 0.5140120387077332, 0.40940171480178833, 0.048701606690883636, 0.22344952821731567, -0.2622564136981964, -0.09228318929672241, -0.11285023391246796, 0.7323641777038574, 0.11628066748380661, -0.14172039926052094, -0.24168580770492554, 0.4019836485385895, -0.7792056202888489, -0.22648359835147858, 0.4872356653213501, -0.2927502691745758, -0.49106329679489136, 0.29262280464172363, -0.230874165892601, 0.1714828610420227, 0.45462682843208313, 0.2860078811645508, 0.4191644787788391, -0.12048763036727905, -0.07465525716543198, 0.07718285173177719, -0.2850569486618042, -0.3848739266395569, 0.4573192000389099, -0.46206599473953247, -0.03518548607826233, 0.3616182804107666, -0.2732010781764984, -0.09834397584199905, 0.3011445105075836, 0.24481874704360962, 0.22442714869976044, 0.10645000636577606, -0.25851696729660034, -0.4680149555206299, 0.19766446948051453, 0.46080806851387024, -0.31331390142440796, 0.25600290298461914, 0.37176328897476196, 0.10851243883371353, -0.11948628723621368, -0.5734721422195435, -0.5305557250976562, -0.21406857669353485, -0.5337870121002197, -0.5208097100257874, 0.06014913693070412, 0.0722932443022728, -0.886825442314148, 0.22488805651664734, -0.046932581812143326, -0.7617576122283936, 0.6463955044746399, -0.3474864065647125, -0.08094953745603561, 0.2683282494544983, 0.3309786319732666, 0.08455398678779602, -0.4035467803478241, -0.4737829566001892, -0.056409306824207306, 0.4757257401943207, 0.3412611484527588, -0.1748671680688858, -0.22969721257686615, 0.18031615018844604, -0.0966125875711441, 0.8491563200950623, 0.47051891684532166, -0.026058997958898544, 0.7506103515625, 0.2816469967365265, 0.35608944296836853, 0.03914061561226845, 0.26802700757980347, 0.3851483464241028, -0.009891029447317123, -0.48555612564086914, 0.6310847997665405, -0.2196083813905716, -0.868918776512146, -0.6115865707397461, -0.4246131479740143, -0.3408014476299286, 0.15503591299057007, 0.1977522075176239, 0.5111901760101318, -0.0731566995382309, 0.13976304233074188, 0.14311595261096954, -0.5783814191818237, -0.13781587779521942, 0.41195982694625854, 0.01222918275743723, -0.32994794845581055, 0.019678326323628426, 0.5750712752342224, 0.07137708365917206, -0.4767071306705475, 0.22118200361728668, -0.20802636444568634, -0.1251956820487976, 0.25122764706611633, 0.006960227154195309, -0.10768767446279526, 0.40296489000320435, 0.038027092814445496, -0.07321540266275406, 0.5618298053741455, 0.2177800089120865, 0.09969507902860641, 0.16224557161331177, -0.038507845252752304, 0.0035202596336603165, 0.061541598290205, 0.08416590839624405, 0.16845540702342987, -0.4751599431037903, 0.4287640154361725, 0.284541517496109, 0.21790535748004913, -0.056049808859825134, 0.3944721221923828, 0.237225741147995, -0.27062103152275085, 0.6103320717811584, 0.25125250220298767, 0.18840131163597107, 0.13820786774158478, -0.6179050803184509, 0.0469651035964489, -0.1513686329126358, -0.0330568365752697, 0.24360138177871704, 0.007136749569326639, -0.12919671833515167, 0.40570592880249023, -0.232972651720047, 0.27040475606918335, -0.5908625721931458, -0.7347366213798523, 0.0345928780734539, -0.2438035011291504, 0.3125678598880768, -0.3523520231246948, 0.0036346858832985163, -0.08972395956516266, 0.1784869134426117, 0.619895875453949, -0.0844784528017044, -0.523062527179718, 0.0681726336479187, 0.1866418719291687, -0.4169737994670868, 0.10466665774583817, 0.23446282744407654, -0.22334177792072296, 0.030014261603355408, -0.34977343678474426, -0.4293363690376282, -0.09171006828546524, 0.49326154589653015, 0.6434243321418762, 0.16192512214183807, 0.33609628677368164, 0.17495758831501007, -0.23671968281269073, -0.08790261298418045, 0.2462485432624817, 0.09592682868242264, 0.39839455485343933, 0.5098263025283813, 0.2818191945552826, -0.47907739877700806, 0.45928674936294556, 0.31745707988739014, -0.24788323044776917, 0.023398680612444878, -0.06532003730535507, 0.009110203012824059, 0.23920902609825134, 0.0454898439347744, 0.6207361221313477, -0.25898477435112, -0.0069136181846261024, -0.15689852833747864, 0.3174537420272827, 0.02634928934276104, -0.34229302406311035, -0.46215614676475525, 0.1643393486738205, -0.2555011808872223, -0.11670564115047455, 0.31739524006843567, -0.03627418726682663, -0.6188180446624756, -0.14008615911006927, 0.3060440123081207, -0.12386629730463028, 0.37165018916130066, -0.4090302586555481, -0.1713707447052002, 0.1871161311864853, 0.03823760896921158, -0.044173091650009155, -0.23714320361614227, 0.0008805771358311176, -0.4373469352722168, -0.2618063688278198, -0.3129003047943115, 0.1457180678844452, 0.25287702679634094, -0.10498366504907608, 0.20485562086105347, 0.3408956229686737, 1.0979936122894287, -0.1619049310684204, -0.6563501954078674, -0.47201430797576904, -0.10971512645483017, -0.29521864652633667, -0.4916606545448303, -0.03618590161204338, 0.2960848808288574, -0.1447954624891281, 0.2758701741695404, -0.5779743194580078, 0.2682417929172516, 0.3099600076675415, -0.31774911284446716, -0.7205949425697327, -0.09204690903425217, 0.07067381590604782, -0.2699689567089081, 0.03293832391500473, -0.01454378291964531, 0.07088420540094376, 0.05501727759838104, 0.030136732384562492, -0.11293933540582657, -0.1020139679312706, 0.29360681772232056, -0.09175130724906921, 0.3101661503314972, -0.05244012922048569, -0.15696783363819122, 0.39452436566352844, -0.21169717609882355, -0.46283021569252014, -0.39694684743881226, -0.08235754817724228, 0.49637869000434875, -0.10594251751899719, -0.04908916726708412, -0.0019859136082232, 0.1224350780248642, -0.4482567310333252, -0.8297565579414368, -0.3411537706851959, 0.18028107285499573, 0.1481652557849884, -0.12479870021343231, -0.11390606313943863, -0.2840624749660492, 0.10832107067108154, 0.29303550720214844, 0.08419403433799744, 0.6432903409004211, -0.5630463361740112, 0.3005533814430237, -0.3722449839115143, -0.05305171012878418, 0.07479842007160187, 0.30257105827331543, 0.5654546022415161, -0.20057396590709686, -0.3060068190097809, -0.3712969422340393, 0.013236192055046558, 0.1353454887866974, 0.7425327897071838, -0.1725645661354065, 0.3742649257183075, 0.5983400344848633, -0.03140399605035782, 0.2834750711917877, -0.15597568452358246, 0.06278423219919205, 0.04387209564447403, 0.01159442774951458, 0.26023364067077637, 0.5411467552185059, -0.2170741707086563, -0.12655626237392426, 0.047815918922424316, 0.19365006685256958, 0.2559564709663391, 0.4393848776817322, -0.13396663963794708, -0.42031431198120117, 0.11136725544929504, -0.10787823796272278, -0.038437388837337494, -0.037948306649923325, 0.01605215296149254, -0.24097444117069244, 0.20484168827533722, 0.5808829665184021, 0.14298416674137115, 0.13188306987285614, -0.09552986174821854, 0.20903074741363525, -0.18136997520923615, -0.2285749316215515, -0.07701170444488525, -0.5338940024375916, -0.00731248501688242, -0.38983991742134094, 0.5660863518714905, 0.3277161419391632, 0.45387914776802063, -0.09527032822370529, -0.1554563194513321, 0.30698806047439575, -0.023846320807933807, 0.6671018600463867, -0.42567187547683716, 0.008822060190141201, 0.3843139708042145, 0.4415878653526306, -0.21866339445114136, -0.7995374202728271, -0.15761230885982513, -0.24802610278129578, -0.1593402624130249, -0.09151719510555267, 0.532196581363678, 0.3203035295009613, 0.30736804008483887, 0.2599838376045227, 0.32616451382637024, 0.05914267525076866, 0.29761579632759094, 0.1022890955209732, 0.3226844370365143, 0.16128838062286377, 0.10578220337629318, 0.6935731172561646, -0.21370625495910645, 0.06391454488039017, -0.12499064952135086, 0.07304567843675613, -0.28253141045570374, -0.27005645632743835, -0.11179865896701813, 0.19517609477043152, 0.014711285941302776, 0.5207432508468628, -0.27159836888313293, 0.022928135469555855, -0.3837997615337372, -0.10938756167888641, 0.15233299136161804, -0.16374556720256805, 0.028532281517982483, 0.6676543354988098, -0.40986165404319763, 0.36978551745414734, -0.00501365028321743, -0.3769591450691223, 0.0561046302318573, 0.21822915971279144, -0.1232958510518074, -0.5037819147109985, 0.17033670842647552, 0.11743440479040146, 0.46200448274612427, 0.4407974183559418, 0.029219720512628555, -0.34971198439598083, 0.1571742296218872, -0.07161475718021393, -0.19096167385578156, 0.016774868592619896, -0.3334677517414093, 0.2713712453842163, 0.01027738582342863, 0.04129659757018089, 0.1334962546825409, 0.09912431240081787, -0.37163805961608887, 0.17930088937282562, -0.18385779857635498, 0.27232974767684937, 0.22815288603305817, 0.0689072236418724, -0.1271258443593979, 0.08192449808120728, -0.3664572536945343, -0.3665574789047241, 0.10445209592580795, 0.4330291152000427, -0.03520336002111435, 0.5581722259521484, -0.37960124015808105, -0.011059614829719067, -0.4089423418045044, 0.2427835613489151, -0.6115354299545288, -0.19542436301708221, -0.3930757939815521, 0.21015705168247223, -0.355989009141922, -0.12224727123975754, 0.3194464445114136, -0.1571885645389557, -0.2884909212589264, -0.34117311239242554, -0.37742507457733154, 0.022135762497782707, 0.059978947043418884, 0.34911710023880005, -0.15641452372074127, 0.32306596636772156, -0.03817782178521156, 0.3540543019771576, -0.8913641571998596, 0.3620457053184509, -0.0626596137881279, 0.007091202773153782, 0.04151759669184685, -0.10707449913024902, -0.3943589925765991, 0.10055357962846756, 0.055937424302101135, -0.07713187485933304, -0.006177572999149561, -0.11083739250898361 ]
Data Science is quite a large and diverse field. As a result, it is really difficult to be a jack of all Syed Sadat Nazrul https://towardsdatascience.com/data-science-interview-guide-4ee9f5dc778
Data Science Interview Guide
[ 0.014202744700014591, -0.05946563184261322, 0.01389889232814312, 0.29498428106307983, 0.016088273376226425, -0.24833089113235474, -0.18720293045043945, -0.018068118020892143, 0.16484785079956055, 0.04939303919672966, -0.5153560042381287, -0.21498075127601624, -0.1643977165222168, -0.34820595383644104, 0.3071514964103699, 0.5745375752449036, -0.1716753989458084, -0.022215403616428375, -0.2777356803417206, -0.281270295381546, -0.29305437207221985, -0.6780884265899658, 0.5356320142745972, -0.26570823788642883, 0.2775048017501831, -0.1747119128704071, 0.4420846402645111, -0.050681035965681076, -0.18000155687332153, 0.4477686285972595, 0.011322623118758202, 0.28911182284355164, 0.634445309638977, -0.03957139700651169, -0.33409249782562256, -0.5815107226371765, -0.23514559864997864, 0.21186824142932892, 0.08885113149881363, -0.4459631145000458, -0.4143678545951843, 0.06157981976866722, 0.053510162979364395, 0.2515571117401123, -0.05352901667356491, -0.5511898398399353, -1.325027585029602, 0.1506890058517456, -0.2443336397409439, 0.21802015602588654, 0.19334150850772858, 0.6084749102592468, 0.2392207533121109, 0.3488667607307434, -0.16726799309253693, 0.12432868778705597, -0.46592405438423157, -0.31923776865005493, -0.3970320522785187, -0.30223533511161804, 0.2939850389957428, 0.4221932291984558, -0.11582846194505692, -0.032801512628793716, 1.0257169008255005, 0.028485478833317757, 0.03932034969329834, 0.18571068346500397, -0.2992178201675415, 0.4701610505580902, 0.16846556961536407, 0.27672111988067627, 0.24257084727287292, 0.39448001980781555, 0.06865856796503067, 0.06074954941868782, 0.2716973125934601, 0.2619835436344147, 0.22541488707065582, -0.061087027192115784, -0.2948334813117981, -0.3444534242153168, 0.30160513520240784, 0.40801113843917847, -0.11090865731239319, -0.02059737965464592, -0.05234341695904732, 0.14031381905078888, -0.31002041697502136, -0.08266928791999817, -0.21754643321037292, 0.04827609658241272, 0.048739638179540634, -0.33692535758018494, 0.08243321627378464, 0.42182374000549316, 0.588011622428894, 0.16522637009620667, -0.48497483134269714, 0.4704757630825043, -0.5903492569923401, 0.5673019886016846, -0.002893462311476469, -0.4253077507019043, -0.5491830110549927, 0.33741849660873413, -0.2193930447101593, -0.008894717320799828, -0.1448741853237152, 0.6290938854217529, -0.7688788175582886, 0.38172709941864014, 0.2563921809196472, -0.1024702712893486, -0.24601566791534424, 0.5833128094673157, 0.18830999732017517, -0.11064708977937698, -0.2005634307861328, 0.047983236610889435, -0.41461125016212463, 0.5923238396644592, 0.18030479550361633, -0.14272212982177734, 0.3608575165271759, -0.006664743181318045, 0.09787584096193314, 0.06550626456737518, 0.18743480741977692, 0.7177116870880127, 0.520520031452179, -0.05686435103416443, 0.10189904272556305, -0.5344105362892151, -0.31750252842903137, -0.5382844805717468, -0.21655456721782684, -0.06820178776979446, 0.4233076572418213, 0.6817441582679749, 0.04531638324260712, -0.2156524658203125, -0.22752630710601807, -0.253998339176178, -0.33407947421073914, 0.3609858453273773, -0.44293534755706787, 0.35057103633880615, -0.3821561932563782, -0.10947663336992264, -0.11406213790178299, 0.4850338101387024, -0.2682236433029175, -0.6811084747314453, -0.21777784824371338, 0.27867695689201355, -0.47308021783828735, -0.17001046240329742, 0.4021896421909332, -0.08630652725696564, -0.1381947249174118, -0.2827713191509247, 0.3096442222595215, -0.01975943334400654, 0.45691442489624023, 0.2848556637763977, 0.5676953196525574, -0.10631237179040909, -0.24052147567272186, 0.28765344619750977, -0.09262119233608246, -0.09761666506528854, 0.15152651071548462, 0.15982817113399506, 0.2531830370426178, 0.21777454018592834, -0.09669113904237747, 0.013481814414262772, 0.020500443875789642, 0.14948922395706177, -0.6720485687255859, -0.22100858390331268, -0.06011921539902687, 0.07560427486896515, 0.33704647421836853, -0.4878828525543213, 0.32135602831840515, -0.20375993847846985, 0.46432116627693176, 0.37765464186668396, -0.15156568586826324, -0.2132260948419571, 0.2594240605831146, -0.7703448534011841, 0.70138019323349, 0.17281748354434967, 0.10325837135314941, 0.6492928862571716, 0.0728662982583046, 0.27887266874313354, -0.011754335835576057, -0.015782615169882774, 0.5744373798370361, -0.22958803176879883, -0.35660889744758606, 0.1515977680683136, -0.02067655883729458, 0.5011640787124634, 0.34166571497917175, 0.019039543345570564, -0.16185137629508972, -0.030734550207853317, -0.13339856266975403, -0.5215355753898621, -0.26456987857818604, 0.039955779910087585, 0.7140129804611206, 0.37456873059272766, 0.009385460056364536, 0.48461517691612244, 1.0828521251678467, -0.37511205673217773, -0.09485673159360886, 0.20135138928890228, 0.07565556466579437, 0.8777002096176147, 0.5685735940933228, 0.28711169958114624, 0.476531982421875, -0.10154980421066284, -0.5086008906364441, -0.39813607931137085, 0.6092286109924316, -0.2204872965812683, -0.21444933116436005, 0.3527674973011017, -0.2995337247848511, -0.30094191431999207, 0.0752241387963295, -0.15096057951450348, 0.02307279035449028, 0.1342688947916031, -0.234170064330101, 0.27192431688308716, 0.21895186603069305, 0.05292847007513046, -0.6665673851966858, -0.11966961622238159, 0.1663018763065338, 0.2917056083679199, 0.30216526985168457, 0.6764187812805176, 0.12794151902198792, -0.10674824565649033, 0.21904151141643524, 0.2855277359485626, -0.0048580532893538475, -0.26643073558807373, 0.03219696134328842, 0.3623684346675873, -0.6392993330955505, 0.5261780619621277, -0.43128839135169983, 0.2442416101694107, -0.048555996268987656, -0.647452712059021, 0.0007397769950330257, -0.2502296268939972, 0.15784743428230286, 0.25466105341911316, 0.4076769948005676, -0.056595318019390106, -0.08000006526708603, -0.17716065049171448, -0.1335933655500412, -0.5290296077728271, 0.21911799907684326, -0.01589135080575943, 0.1937977522611618, -0.6111541986465454, 0.12219434231519699, 0.07405611127614975, -0.16847920417785645, 0.507199764251709, 0.4272018074989319, -0.42408934235572815, -0.2855373024940491, 0.08883637189865112, -0.27810120582580566, -0.4651792645454407, 0.025960678234696388, 0.35596880316734314, 0.11939774453639984, -0.5413953065872192, 0.08583638072013855, 0.026384465396404266, -0.2803339660167694, -0.1207721158862114, -0.3715696930885315, -0.2561904489994049, -0.7630791068077087, 0.9553098082542419, 0.4302048683166504, -0.19011729955673218, 0.505598783493042, -0.17737139761447906, -0.32919514179229736, 0.04349714517593384, -6.160488128662109, 0.49887916445732117, -0.5811933875083923, -0.1465066820383072, 0.024562271311879158, 0.10690571367740631, 0.15176907181739807, -0.4503544270992279, 0.052174393087625504, 0.0597895085811615, -0.9686784744262695, -0.1683686375617981, 0.27653130888938904, 0.370642751455307, 0.6099489331245422, 0.9304648041725159, -0.21448764204978943, 0.1013563945889473, 0.015800027176737785, 0.5334440469741821, -0.18124109506607056, 0.45044460892677307, -0.22872669994831085, 0.7570428252220154, 0.6907773613929749, 0.05405373498797417, -0.05918075516819954, 0.09553311765193939, -0.5632931590080261, -0.26090627908706665, 0.5222215056419373, -0.15784640610218048, -0.7734162211418152, 0.30794256925582886, -0.20620068907737732, -0.4817867577075958, 0.09844937175512314, 0.4402080774307251, 0.31042933464050293, -0.5335007905960083, -0.4491845965385437, 0.0633787214756012, -0.11330955475568771, -0.3776697516441345, 0.28923091292381287, -0.38550442457199097, -0.13394217193126678, -0.2762165665626526, -0.36749348044395447, -0.3765903115272522, -0.0383971631526947, -0.1030382588505745, 0.05328568071126938, -0.06215137988328934, -0.12857569754123688, -0.2944963276386261, 0.13084575533866882, 0.3245343565940857, -0.22450841963291168, 0.061859652400016785, 0.3836461901664734, -0.5124420523643494, -0.33069124817848206, -0.6095015406608582, -0.5590978860855103, -0.16068361699581146, -0.3846539258956909, -0.6159412860870361, 0.3136124312877655, 0.20525889098644257, -0.9368447065353394, 0.0826324000954628, 0.001914891297928989, -0.7304825782775879, 0.5516452193260193, -0.2923819124698639, -0.41512179374694824, 0.1949736326932907, 0.11320917308330536, 0.20069921016693115, -0.7233080267906189, -0.4986405074596405, 0.12954294681549072, 0.4471246302127838, 0.034416843205690384, -0.4109884798526764, -0.13234242796897888, -0.05471799895167351, 0.036902982741594315, 0.19891038537025452, 0.5106526017189026, -0.4291359782218933, 0.37144356966018677, 0.21510186791419983, 0.5129200220108032, -0.40654096007347107, -0.10542415082454681, 0.2745135724544525, 0.17199216783046722, -0.18775391578674316, 0.6976426839828491, -0.1642512083053589, -0.502273678779602, -0.6510873436927795, -0.08839167654514313, 0.1542975753545761, 0.12441996484994888, 0.021700100973248482, 0.5924530625343323, 0.1497659832239151, 0.04510251805186272, 0.1841883659362793, -0.7094540596008301, -0.2599266767501831, 0.33208712935447693, -0.18389888107776642, -0.13603952527046204, 0.14504113793373108, 0.3529817461967468, 0.09229075163602829, -0.18793469667434692, -0.3037887513637543, -0.01121140643954277, 0.25824812054634094, -0.027031954377889633, 0.009732062928378582, -0.039431098848581314, 0.10648825019598007, 0.13967730104923248, 0.0850251317024231, 0.21381957828998566, 0.12535130977630615, 0.35361671447753906, 0.12858463823795319, 0.1136687695980072, -0.028586218133568764, 0.21148695051670074, -0.07827851176261902, 0.1597382128238678, -0.24474313855171204, 0.2861299216747284, -0.19051463901996613, 0.3280302584171295, 0.309893399477005, 0.17795313894748688, 0.09084437042474747, -0.05117248371243477, 0.32657334208488464, 0.3226627707481384, 0.03042980469763279, 0.03752327337861061, -0.2398979216814041, 0.4172784388065338, 0.13461199402809143, 0.06378362327814102, 0.08978055417537689, 0.179989293217659, 0.1672583520412445, 0.08994268625974655, -0.6070176362991333, 0.17528532445430756, -0.6903933882713318, -0.906261682510376, -0.035373978316783905, 0.23299534618854523, 0.23358692228794098, -0.5035654902458191, 0.17049837112426758, 0.35954320430755615, 0.2787342965602875, 0.025303881615400314, -0.1420309841632843, -0.2880961000919342, 0.07157601416110992, -0.005691254045814276, -0.4417976438999176, -0.06395354121923447, 0.2651737928390503, -0.0375518761575222, 0.4651366174221039, -0.24319860339164734, -0.5518757700920105, -0.08660383522510529, 0.7870384454727173, 0.6600282192230225, -0.19484375417232513, 0.03288979455828667, 0.3552399277687073, -0.2659408152103424, -0.03892557695508003, 0.4096158444881439, 0.1620737612247467, 0.23846805095672607, 0.49683624505996704, -0.07732582837343216, -0.41507887840270996, 0.5596398115158081, 0.6932251453399658, -0.14254528284072876, 0.019317016005516052, 0.08247117698192596, -0.594494640827179, 0.4129144847393036, 0.31909099221229553, 0.35566362738609314, 0.018868329003453255, 0.3772461712360382, -0.21085436642169952, -0.17767448723316193, -0.16301816701889038, -0.43730428814888, -0.4493824541568756, 0.3375947177410126, -0.13687005639076233, -0.07600168138742447, 0.0042687817476689816, -0.6033182144165039, -0.5305694937705994, 0.08856461942195892, -0.00858177151530981, -0.1529172658920288, 0.1559196263551712, -0.01431726198643446, -0.0013547332491725683, 0.21070845425128937, 0.13629943132400513, 0.7679581046104431, -0.5778312683105469, 0.11593940109014511, 0.12270104885101318, -0.44530490040779114, -0.41101595759391785, 0.6229761838912964, 0.5925848484039307, -0.7660374045372009, -0.22671224176883698, 0.07577250897884369, 0.756424605846405, -0.2984350025653839, -0.5031469464302063, -0.6229941248893738, -0.4766823947429657, -0.22399969398975372, -0.6748334169387817, -0.035873688757419586, 0.3029836416244507, -0.26551204919815063, -0.13993364572525024, -0.20123742520809174, -0.02848871611058712, 0.6373689770698547, -0.33238691091537476, -0.49277493357658386, -0.30305784940719604, 0.8125746846199036, 0.034247204661369324, 0.19636958837509155, -0.07293851673603058, -0.25179025530815125, 0.3728142976760864, 0.34959256649017334, -0.03039945475757122, -0.32537123560905457, 0.5655953884124756, -0.17538569867610931, -0.18893493711948395, 0.015945112332701683, -0.6064544320106506, 0.4420289695262909, -0.1956479400396347, -0.8232395052909851, -0.2516160309314728, -0.19088932871818542, 0.2876056134700775, -0.17269521951675415, -0.2758468985557556, 0.11937727779150009, -0.17834772169589996, -0.5274684429168701, -0.2607012689113617, -0.5279062986373901, -0.39485666155815125, 0.17287859320640564, -0.0133639145642519, -0.24950933456420898, 0.09055782109498978, 0.15527969598770142, 0.3915034532546997, 0.09747366607189178, 0.7178590893745422, -0.08543714135885239, -0.0027146388310939074, -0.43545180559158325, -0.08894168585538864, -0.19026164710521698, -0.3839762806892395, 0.07459665089845657, -0.048743244260549545, -0.07232923805713654, -0.33951902389526367, -0.45304641127586365, 0.5014468431472778, 0.5141613483428955, -0.10283523797988892, 0.44604551792144775, 0.4914016127586365, -0.038159921765327454, -0.2514551877975464, -0.02070937678217888, -0.08952586352825165, 0.007175568491220474, 0.302839457988739, 0.17825405299663544, 0.439570814371109, -0.5557886958122253, -0.5285125970840454, 0.055572886019945145, 0.4836670756340027, 0.4268876910209656, 0.4141615033149719, 0.3322368860244751, -0.2767474055290222, 0.6065453290939331, 0.053391218185424805, -0.15732301771640778, 0.34506356716156006, 0.23042146861553192, -0.13423371315002441, 0.36221960186958313, 0.31416624784469604, 0.1842154860496521, -0.074600450694561, -0.3070473372936249, 0.4052126705646515, 0.32179945707321167, -0.42672160267829895, -0.3541558086872101, -0.0031897923909127712, 0.44718137383461, -0.20729601383209229, 0.17171745002269745, 0.206711083650589, 0.04761320725083351, 0.32749879360198975, -0.24723312258720398, 0.4739542007446289, 0.0843857005238533, 0.23521584272384644, -0.2659038305282593, 0.09348570555448532, 0.26901206374168396, 0.54842209815979, -0.25303828716278076, -1.236763596534729, -0.24282725155353546, 0.3997052013874054, 0.1160203143954277, -0.2096334993839264, -0.2971794009208679, 0.4646396338939667, 0.22700153291225433, 0.3282635807991028, 0.03965023159980774, 0.07645182311534882, 0.31869572401046753, 0.14522109925746918, 0.38411277532577515, -0.5857222676277161, 0.21868185698986053, 0.4588389992713928, -0.40429869294166565, -0.46535545587539673, -0.8123459815979004, -0.2111273556947708, -0.09104077517986298, -0.29278621077537537, -0.22583970427513123, -0.11840803921222687, 0.14021241664886475, 0.4279235601425171, 0.38882535696029663, 0.02747611701488495, -0.3306221067905426, -0.19253259897232056, 0.5407934784889221, -0.04200594499707222, 0.10304905474185944, 0.3029845654964447, -0.3920081853866577, 0.41454482078552246, -0.3865157961845398, -0.1963445097208023, 0.5008097290992737, -0.06615841388702393, -0.011673052795231342, -0.5407956838607788, -0.00022894941503182054, -0.10566916316747665, 0.6775309443473816, -0.1008954644203186, -0.0419766865670681, -0.20614326000213623, -0.09703584760427475, -0.3958146870136261, -0.23575516045093536, 0.012771990150213242, -0.2640022337436676, -0.579091489315033, -0.21618670225143433, 0.17876634001731873, -0.24662747979164124, 0.533450186252594, -0.457791805267334, 0.18214844167232513, -0.39203113317489624, 0.2831849157810211, 0.6669211983680725, -0.0587441585958004, -0.06257930397987366, -0.12659789621829987, -0.03533774986863136, -0.24730317294597626, 0.13981658220291138, 0.5515186786651611, -0.30065444111824036, 0.06714536994695663, -0.08595742285251617, 0.2096048891544342, -0.5275532007217407, -0.013392562046647072, -0.26289698481559753, -0.4484719932079315, -0.48657482862472534, 0.011216173879802227, -0.5301711559295654, 0.19014403223991394, 0.34859147667884827, -0.2745669484138489, -0.6717156767845154, -0.09898711740970612, -0.35452479124069214, -0.12880384922027588, -0.047295715659856796, -0.04567851126194, -0.053358275443315506, -0.1493176519870758, -0.1936240941286087, 0.07925915718078613, -0.2571074366569519, 0.9572808742523193, 0.048785001039505005, -0.07398774474859238, 0.028421305119991302, -0.29437506198883057, 0.1435631513595581, 0.1636706441640854, -0.24104411900043488, -0.3553490936756134, 0.10887806117534637, -0.154409259557724 ]
Meet the Thread Genius team at Vishal Kumar https://towardsdatascience.com/data-science-machine-learning-and-artificial-intelligence-for-art-1ac48c4fad41
Data Science, Machine Learning and Artificial Intelligence for Art
[ 0.24103152751922607, -0.08755406737327576, 0.07644931226968765, 0.33453747630119324, 0.04710851237177849, 0.22757242619991302, -0.10220015794038773, -0.036843348294496536, -0.3234640955924988, 0.08821672946214676, -0.0486198328435421, 0.0652688592672348, 0.02761472947895527, 0.19939686357975006, -0.006194921210408211, 0.1945890337228775, 0.15438807010650635, -0.06199673190712929, 0.062449149787425995, -0.049923066049814224, -0.014172556810081005, -0.5725404024124146, 0.49987098574638367, -0.14101861417293549, -0.19713807106018066, -0.22675277292728424, 0.3533626198768616, 0.13453039526939392, 0.14837861061096191, -0.09909546375274658, -0.46180447936058044, 0.3890112638473511, 0.46492719650268555, -0.2891744375228882, -0.47444602847099304, -0.12185931950807571, -0.16990791261196136, 0.07452045381069183, 0.0627388060092926, -0.26573050022125244, -0.41659799218177795, 0.1011136919260025, -0.24542148411273956, 0.12970885634422302, -0.0028608485590666533, -0.5754068493843079, -1.5441322326660156, 0.3107261657714844, -0.4090006649494171, 0.5849765539169312, -0.1484692096710205, 0.6066315770149231, 0.40502503514289856, 0.21150386333465576, -0.0888470858335495, 0.20301908254623413, 0.0920792892575264, -0.05485707148909569, -0.3294792175292969, -0.011015570722520351, -0.26370808482170105, 0.43168240785598755, -0.17181611061096191, 0.28591519594192505, 0.03545815497636795, 0.19851770997047424, 0.3076503872871399, 0.29171058535575867, 0.03090541623532772, 0.38055455684661865, 0.4470469057559967, 0.4000489115715027, -0.17090655863285065, 0.16214174032211304, 0.22278840839862823, 0.03338361904025078, 0.48657169938087463, 0.007744927890598774, 0.3698374927043915, -0.2725820541381836, -0.09569376707077026, -0.30782896280288696, 0.37497323751449585, 0.12113551050424576, 0.43132132291793823, 0.284763902425766, -0.2120182365179062, -0.3726867437362671, -0.43078333139419556, 0.051131702959537506, -0.8738689422607422, -0.2389170527458191, -0.01658167503774166, 0.15244272351264954, 0.24534516036510468, 0.4720113277435303, 0.4012233018875122, 0.0769893005490303, -0.4714743196964264, 0.07123027741909027, -0.141144260764122, 0.47107893228530884, -0.33838072419166565, -0.3281126916408539, -0.3596603572368622, 0.3623936176300049, -0.596732497215271, -0.7166944146156311, -0.3106069266796112, 0.3796406686306, -0.32152506709098816, -0.02729678899049759, -0.07544388622045517, 0.05529853329062462, -0.18447820842266083, 0.8051214218139648, 0.04676951467990875, -0.2214362770318985, -0.4496564567089081, 0.1546470820903778, -0.2531958222389221, 0.9001113772392273, 0.06844187527894974, -0.2611997425556183, -0.01008317805826664, 0.31278759241104126, -0.04922868683934212, 0.09628507494926453, 0.6141189932823181, 0.7778496742248535, 0.5882541537284851, 0.02511814422905445, 0.10996123403310776, -0.6002797484397888, 0.37700584530830383, -0.6240488290786743, -0.12672968208789825, -0.23318061232566833, 0.22331209480762482, 0.3728350102901459, -0.1768682450056076, -0.13001027703285217, -0.2963770031929016, -0.20777465403079987, 0.1329505443572998, 0.20733405649662018, -0.03423767536878586, 0.45749133825302124, -0.5153491497039795, -0.018809963017702103, -0.46278366446495056, -0.21374782919883728, -0.9200577735900879, -0.11119649559259415, -0.038864295929670334, 0.33571678400039673, 0.027331700548529625, 0.23249347507953644, 0.5183950662612915, 0.31140047311782837, 0.09829297661781311, -0.29489415884017944, -0.07127882540225983, -0.16892008483409882, 0.0888342559337616, 0.21146352589130402, 0.2000838965177536, 0.24127347767353058, -0.39112406969070435, -0.3377251923084259, -0.3132077753543854, 0.0009585279622115195, 0.20911778509616852, -0.5446901917457581, 0.26682156324386597, -0.1944849193096161, 0.3294389545917511, 0.012529418803751469, 0.3457859456539154, 0.035157766193151474, -0.7339735627174377, -0.003825708059594035, 0.034088265150785446, 0.09648695588111877, 0.1044023334980011, -0.6129728555679321, 0.012149173766374588, 0.469698041677475, 0.13919101655483246, 0.10104388743638992, -0.5349065065383911, 0.08628392219543457, 0.6259799003601074, -0.5283743143081665, 0.6314007043838501, 0.259854793548584, -0.12899746000766754, 0.8521002531051636, 0.3292144238948822, 0.18806777894496918, -0.06527574360370636, 0.055565930902957916, 0.135269433259964, -0.5083827972412109, 0.2141450047492981, -0.11409720033407211, -0.05865241214632988, 0.045306503772735596, 0.19506427645683289, 0.2845345735549927, -0.2239677757024765, -0.11248775571584702, 0.34135448932647705, -0.42904648184776306, -0.11230741441249847, -0.0683649554848671, 0.31074297428131104, 0.17825549840927124, 0.01683752052485943, 0.17977167665958405, 0.9824119210243225, -0.22811879217624664, 0.016643978655338287, 0.25245463848114014, -0.14792002737522125, 1.3315373659133911, 0.45166119933128357, -0.14734725654125214, 0.4595906436443329, -0.038149088621139526, -0.5136483311653137, -0.4716108441352844, 0.43636906147003174, -0.3908657729625702, -0.32794785499572754, 0.5429723262786865, -0.12340181320905685, 0.20508794486522675, 0.6097575426101685, -0.23841950297355652, 0.054623186588287354, 0.46608585119247437, -0.23688997328281403, 0.5961512327194214, -0.20302405953407288, 0.2599017918109894, -0.3328361213207245, -0.06882854551076889, -0.548185408115387, 0.17014537751674652, 0.6393879652023315, 0.23854640126228333, -0.36610737442970276, -0.3939039409160614, -0.4893324375152588, -0.03183174133300781, -0.5723291635513306, -0.9098889827728271, -0.05830690637230873, 0.5417515635490417, -0.5382015705108643, 0.07954958081245422, -0.05763904005289078, 0.37981775403022766, 0.04991767555475235, -0.5302209258079529, 0.29772886633872986, -0.29244092106819153, 0.18152397871017456, 0.048765745013952255, 0.5908039212226868, 0.12440380454063416, 0.11943074315786362, 0.3337114453315735, 0.46294498443603516, -0.5079683661460876, 0.17151427268981934, 0.12003447115421295, -0.4233875274658203, -0.26655298471450806, 0.4500392973423004, 0.5125181674957275, -0.199362650513649, 0.2616043984889984, -0.041653163731098175, 0.09696066379547119, -0.42804592847824097, 0.10769691318273544, -0.45871615409851074, -0.20872606337070465, -0.050097521394491196, 0.3663358986377716, -0.13555844128131866, 0.07928332686424255, -0.2854602336883545, -0.04931756108999252, -0.20754384994506836, -0.14863306283950806, -0.2853027582168579, -0.10745715349912643, -0.44816499948501587, 0.7704740762710571, -0.05628916248679161, -0.10998659580945969, -0.3129473924636841, 0.05941976234316826, -0.3280119001865387, -0.44258591532707214, -6.176851272583008, -0.03897624835371971, -0.6736553311347961, -0.08471114188432693, 0.007333403918892145, -0.19406257569789886, 0.06778567284345627, 0.2137995809316635, 0.26860541105270386, -0.1308799535036087, -0.38521790504455566, -0.4006977379322052, 0.09446395933628082, 0.394064337015152, -0.02878701128065586, 0.8569057583808899, 0.3540666699409485, -0.23799794912338257, 0.41444358229637146, 0.798342227935791, -0.6536275744438171, 0.5453113913536072, -0.220767080783844, 0.5614164471626282, 0.5801404714584351, -0.45026910305023193, -1.1133133172988892, 0.18157273530960083, -0.1746065765619278, -0.01117895171046257, 0.40276893973350525, -0.2620175778865814, -0.7695137858390808, 0.473268985748291, -0.10731256008148193, 0.1707811951637268, 0.030456017702817917, -0.16240499913692474, 0.5003381967544556, -0.6404723525047302, -0.06566696614027023, 0.14767774939537048, -0.29836946725845337, -0.37053102254867554, 0.26850253343582153, -0.6422603726387024, -0.23035012185573578, 0.530953049659729, 0.011745120398700237, -0.07885695993900299, -0.02123098261654377, -0.20441953837871552, 0.38486921787261963, -0.3068714737892151, -0.14507271349430084, -0.5333267450332642, 0.027826562523841858, 0.5640291571617126, -0.30848485231399536, 0.2092844694852829, -0.05631982907652855, -0.4856087267398834, -0.004185633268207312, -0.666182816028595, -0.49845147132873535, -0.011301535181701183, -0.33855828642845154, -0.43429481983184814, -0.14256438612937927, -0.3066132366657257, -0.6709978580474854, 0.23270156979560852, -0.5291137099266052, -0.6367344260215759, 0.6181390881538391, -0.21051818132400513, -0.14648540318012238, 0.15949156880378723, 0.36569565534591675, -0.27810949087142944, -0.4656318426132202, -0.7256755828857422, 0.29583877325057983, 0.31799694895744324, 0.022063659504055977, -0.034528594464063644, 0.40562382340431213, -0.3308606743812561, -0.11574292182922363, 0.5095816850662231, 0.46213623881340027, -0.17793135344982147, -0.0279819518327713, 0.28792381286621094, -0.11399662494659424, -0.385386198759079, 0.5768607258796692, 0.6180203557014465, -0.1879062056541443, -0.1594984382390976, 0.7247456908226013, -0.218342587351799, -0.5644146203994751, -0.45003649592399597, -0.4923502504825592, 0.1694456934928894, 0.014573173597455025, -0.6033005714416504, 0.7381805777549744, -0.32868245244026184, -0.08354827016592026, 0.04735913127660751, -0.27667126059532166, 0.07144400477409363, 0.6324678659439087, -0.3721408247947693, -0.6537984013557434, 0.5735899209976196, 0.11507311463356018, 0.0015180021291598678, 0.026290619745850563, -0.27179381251335144, -0.006810965482145548, 0.5871716141700745, 0.29842278361320496, 0.09545256942510605, -0.015040639787912369, 0.3039892315864563, 0.18788184225559235, -0.09901878237724304, 0.14604724943637848, -0.09178505092859268, -0.1853221207857132, -0.05889857932925224, 0.1258184164762497, 0.37842732667922974, -0.17073383927345276, -0.22364331781864166, -0.18382416665554047, -0.6408856511116028, 0.49353817105293274, 0.36119213700294495, 0.006547624710947275, 0.10124003887176514, 0.37970757484436035, -0.024372126907110214, -0.13736078143119812, 0.3303927481174469, -0.10757095366716385, 0.19002006947994232, 0.042101625353097916, -0.3701038658618927, -0.07185231149196625, 0.26097312569618225, -0.10576804727315903, -0.15178659558296204, -0.3689820170402527, -0.34735429286956787, 0.24375838041305542, 0.12379787862300873, -0.14038662612438202, -0.3090575635433197, -0.8388704061508179, 0.16285744309425354, 0.10208776593208313, -0.05795454606413841, -0.36333465576171875, -0.05660366266965866, -0.19218522310256958, -0.09561694413423538, 0.28240081667900085, 0.10987550765275955, 0.05573747679591179, -0.3748311400413513, 0.09356739372015, -0.36541223526000977, 0.33656370639801025, 0.15933358669281006, 0.008357126265764236, 0.5542320609092712, 0.25074875354766846, -0.5173450112342834, -0.20478923618793488, 0.5282321572303772, 0.38389235734939575, -0.14344598352909088, -0.016293417662382126, -0.08654294162988663, 0.12655702233314514, 0.24043159186840057, 0.21306098997592926, -0.10745587199926376, 0.3518253564834595, 0.10009898245334625, -0.04598531499505043, -0.976928174495697, 0.47794482111930847, 0.09302620589733124, -0.026728462427854538, -0.292703241109848, 0.3810725510120392, 0.29752880334854126, -0.4781871736049652, 0.6059098839759827, 0.38626378774642944, -0.1122649610042572, 0.15084876120090485, 0.22823086380958557, 0.5904893279075623, -0.2249901443719864, -0.04902244359254837, 0.005115687381476164, 0.49453237652778625, 0.05814196169376373, 0.38221490383148193, 0.13321265578269958, -0.3145498037338257, -0.24263465404510498, 0.2592483162879944, 0.13674290478229523, -0.34248316287994385, 0.028920937329530716, -0.154885932803154, -0.1933300644159317, 0.06960295885801315, 0.03841717168688774, 0.7573459148406982, -0.25779208540916443, -0.1075480729341507, -0.04043067991733551, 0.20821233093738556, -0.3683939576148987, 0.27314725518226624, 0.5097021460533142, -0.21117384731769562, -0.03666276857256889, -0.11001214385032654, 0.6107327342033386, 0.08106280863285065, -0.948890209197998, -0.6786076426506042, -0.41621485352516174, -0.32587864995002747, -0.31369748711586, -0.27385973930358887, -0.16230186820030212, -0.2552395462989807, 0.062451791018247604, -0.5743560194969177, 0.10094217211008072, 0.3453778624534607, -0.5899704098701477, -0.4341360330581665, -0.4177469313144684, 0.7156445980072021, 0.0654911920428276, 0.21100479364395142, -0.06525753438472748, -0.23331663012504578, 0.06977590173482895, 0.04926431551575661, -0.15724089741706848, -0.4129084348678589, 0.1792839765548706, -0.5477260947227478, 0.17869573831558228, 0.0840756893157959, -0.7861617207527161, 0.24249222874641418, -0.7107148170471191, -0.7082294225692749, -0.19919398427009583, -0.1447785645723343, 0.10719121992588043, -0.3147648274898529, -0.10530302673578262, -0.25699490308761597, -0.014220429584383965, -0.6738787889480591, -0.33687618374824524, 0.11678236722946167, -0.07258530706167221, 0.19159211218357086, 0.19554157555103302, 0.11854325979948044, -0.22771769762039185, 0.005329694598913193, 0.2790457606315613, -0.09786427021026611, 0.20059187710285187, -0.24009399116039276, 0.07010077685117722, 0.07585341483354568, 0.0927741751074791, -0.03534698858857155, 0.33986449241638184, 0.5564174652099609, 0.12517984211444855, 0.05668795108795166, 0.11624450981616974, 0.164462611079216, 0.5868759155273438, 1.1131819486618042, 0.058029502630233765, 0.2870505154132843, 0.6494787931442261, -0.48035770654678345, -0.049375660717487335, -0.11149299144744873, -0.097299724817276, 0.165723517537117, 0.14105497300624847, 0.2634357213973999, 0.6148436665534973, -0.7789528965950012, -0.5659160017967224, -0.20277124643325806, 0.04536059871315956, 0.17782063782215118, -0.18786939978599548, -0.1240973174571991, -0.44220685958862305, 0.3798396587371826, 0.13185860216617584, 0.03625300154089928, 0.692446768283844, -0.07911720871925354, 0.08979430049657822, 0.072926364839077, 0.4643261134624481, -0.08799268305301666, 0.3076852560043335, -0.3550254702568054, 0.17615631222724915, 0.4110928773880005, -0.09289398789405823, 0.3014666736125946, 0.10204273462295532, 0.3269379734992981, 0.08144117891788483, 0.08960374444723129, 0.10849025845527649, 0.10975027829408646, -0.11243141442537308, -0.08838340640068054, 0.4137791693210602, -0.010473217815160751, 0.807262659072876, -0.2959982454776764, 0.28985923528671265, 0.27046141028404236, 0.197509765625, 0.09614456444978714, -0.28411802649497986, -0.42623478174209595, -0.06548121571540833, 0.4034137725830078, 0.20127345621585846, 0.04183562472462654, 0.6515783071517944, 0.41592222452163696, 0.1879252791404724, 0.7160701751708984, 0.03673370182514191, -0.21604706346988678, -0.29721182584762573, 0.4698173999786377, 0.0810147300362587, 0.18756112456321716, 0.23762819170951843, -0.35450196266174316, -0.13987812399864197, -0.09399435669183731, 0.37259769439697266, -0.03152438625693321, -0.04895003139972687, 0.29348376393318176, -0.28411683440208435, 0.21624910831451416, 0.4716627597808838, -0.03628108277916908, 0.11884185671806335, -0.35062965750694275, 0.1300458163022995, -0.14814050495624542, -0.011463109403848648, 0.10109546035528183, 0.9119226336479187, -0.30167052149772644, -0.2736690938472748, -0.07820483297109604, 0.1332019865512848, 0.48204123973846436, 0.44901400804519653, -0.49468302726745605, -0.05539731681346893, -0.23320698738098145, 0.35117107629776, 0.17892417311668396, 0.26896026730537415, -0.2354152351617813, 0.04485181346535683, -0.09474056959152222, 0.1696556955575943, 0.03978699818253517, -0.2042965590953827, -0.2619832158088684, -0.17618341743946075, -0.5943589210510254, 0.08598053455352783, -0.40994781255722046, -0.08578721433877945, -0.3274182975292206, -0.25980401039123535, -0.4638862609863281, 0.3043966591358185, 0.28686097264289856, 0.2664707899093628, -0.1138085201382637, -0.40109753608703613, 0.2760826349258423, -0.29229864478111267, 0.17475157976150513, 0.3334472179412842, -0.25444093346595764, 0.08583737909793854, -0.38445913791656494, 0.3749144971370697, 0.061169177293777466, -0.008597590029239655, -0.04216540977358818, -0.13554242253303528, 0.0480530671775341, 0.43574216961860657, -0.7779101729393005, -0.19171957671642303, -0.27109038829803467, 0.13192680478096008, -0.06288820505142212, -0.5805715322494507, -0.11561790853738785, -0.28072410821914673, -0.15935097634792328, 0.3575232923030853, -0.36934393644332886, 0.3649480938911438, -0.3770184814929962, 0.19836744666099548, -0.6384626030921936, 0.2731446325778961, -0.37933149933815, 0.1059558168053627, 0.313141793012619, -0.5277557373046875, -0.16322162747383118, 0.3832412660121918, 0.020829904824495316, -0.6583302617073059, -0.10320231318473816, -0.22108589112758636 ]
Moneyballing the ICO investment game DebajyotiDeb) Ray https://towardsdatascience.com/data-science-to-evaluate-icos-f5d59948f05a
Data Science to evaluate ICOs
[ 0.0744130089879036, 0.15042924880981445, 0.10923415422439575, 0.29965513944625854, 0.4701339900493622, -0.27424928545951843, -0.48761388659477234, -0.06783099472522736, 0.1110399141907692, 0.015650900080800056, -0.1447555273771286, 0.25121012330055237, -0.09954943507909775, -0.11911191791296005, -0.01315982360392809, 0.18088088929653168, 0.3248874843120575, 0.05923200398683548, 0.25715160369873047, -0.09607287496328354, -0.40103501081466675, -0.38554510474205017, 0.26432615518569946, -0.16335903108119965, -0.3103238344192505, 0.1258084625005722, 0.47690123319625854, 0.05140789970755577, -0.1880818009376526, -0.15600189566612244, -0.015955911949276924, 0.6451308131217957, 0.011754321865737438, -0.10945864766836166, -0.5452600121498108, -0.025792986154556274, -0.5972087383270264, -0.0978299006819725, -0.2893196940422058, -0.5273093581199646, -0.17032399773597717, 0.03764520585536957, -0.07045567780733109, 0.7549876570701599, -0.21032212674617767, -0.289434015750885, -1.4290000200271606, -0.1354367434978485, -0.4416819214820862, 0.3167506754398346, -0.07600613683462143, 0.48470285534858704, -0.1893758326768875, -0.03494846448302269, -0.08196494728326797, 0.08659916371107101, -0.040811579674482346, 0.03680243715643883, -0.0006203582743182778, -0.05607340484857559, -0.03365965932607651, 0.40311121940612793, -0.15290449559688568, 0.0018038456328213215, 0.08286334574222565, 0.0016279106494039297, 0.30457383394241333, 0.10538988560438156, -0.25102847814559937, 0.25900667905807495, -0.060591455549001694, -0.04948557913303375, -0.46372711658477783, -0.1588592529296875, 0.3071202337741852, -0.22042648494243622, 0.25662723183631897, 0.42895781993865967, 0.26833486557006836, 0.07771168649196625, -0.09003455191850662, -0.091848224401474, 0.5014444589614868, -0.24577435851097107, 0.30196240544319153, -0.22107228636741638, -0.004623998887836933, 0.07364659756422043, -0.7522791028022766, 0.14629225432872772, -0.11354684829711914, 0.08501378446817398, 0.5552747249603271, 0.14469429850578308, 0.2909920811653137, 0.015979861840605736, 0.2717755436897278, -0.05646953359246254, 0.034709632396698, 0.4128877520561218, -0.4065740704536438, 0.35215994715690613, -0.55537348985672, -0.20490330457687378, -0.06648692488670349, 0.19776973128318787, -0.520043134689331, -0.765971302986145, -0.479295551776886, 0.5814083814620972, -0.3203072249889374, 0.2535046935081482, 0.05053824186325073, 0.11505846679210663, -0.43880391120910645, 0.12234718352556229, -0.2875685691833496, 0.4004717469215393, -0.26920047402381897, 0.1047603115439415, 0.17720970511436462, 0.9288864135742188, -0.006620065774768591, -0.04169658198952675, 0.4340483248233795, 0.5679737329483032, 0.07767736911773682, 0.4050586521625519, 0.6059718728065491, 0.7100707292556763, 0.41318827867507935, 0.27938252687454224, -0.14342950284481049, -0.2634729743003845, -0.06134601682424545, -0.3925148546695709, -0.19202284514904022, -0.4299294352531433, 0.48520809412002563, 0.31389039754867554, -0.009463198482990265, -0.563494086265564, -0.4047471582889557, 0.17702548205852509, -0.10370780527591705, -0.006495357491075993, -0.18596896529197693, 0.2885732650756836, -0.22971393167972565, 0.05802972987294197, -0.2240738719701767, 0.131037175655365, -0.681524395942688, -0.0012455858523026109, 0.08141112327575684, 0.3275541067123413, -0.38739013671875, -0.22062218189239502, -0.24396181106567383, 0.34869787096977234, -0.10161092132329941, 0.033967748284339905, -0.13008318841457367, -0.42454466223716736, 0.47123730182647705, 0.16363278031349182, 0.6224796175956726, 0.2867051064968109, -0.12717431783676147, -0.0057439059019088745, -0.29548442363739014, -0.1885237693786621, 0.5537885427474976, 0.11377130448818207, 0.28531160950660706, -0.0438164584338665, 0.19977737963199615, -0.20492172241210938, 0.31961026787757874, 0.3677624762058258, -0.5705264210700989, -0.4631558060646057, 0.23224708437919617, -0.20195724070072174, 0.30314901471138, -0.27206873893737793, 0.06792715936899185, -0.2397579401731491, 0.31432637572288513, 0.21171391010284424, -0.1477610468864441, 0.23386770486831665, 0.5544412732124329, -0.5395278930664062, 0.3743027448654175, 0.09619338065385818, -0.17122896015644073, 0.4095732271671295, 0.4227643311023712, -0.19068190455436707, -0.12160640209913254, 0.10994327813386917, 0.344107061624527, 0.1471288800239563, -0.20991861820220947, 0.03224531561136246, 0.22385430335998535, -0.17357337474822998, -0.32344886660575867, 0.14722314476966858, -0.01128354761749506, 0.24838131666183472, 0.08294925093650818, -0.7307121753692627, 0.1877131462097168, -0.018374808132648468, -0.11312796175479889, 0.4672672152519226, -0.13203851878643036, 0.31581375002861023, 0.5588566660881042, -0.37287458777427673, 0.12872719764709473, 0.3319140374660492, -0.11793356388807297, 0.6232692003250122, 0.4794904589653015, 0.24104070663452148, 0.7250329256057739, -0.16498145461082458, -0.11189370602369308, -0.20444270968437195, 0.5868832468986511, -0.8003185987472534, -0.09326732158660889, 0.09186172485351562, -0.43182501196861267, -0.23564277589321136, 0.27136510610580444, 0.2464151382446289, -0.12190088629722595, 0.3123384714126587, -0.2947402596473694, 0.21857845783233643, 0.14564336836338043, 0.2162397801876068, -0.1357097625732422, -0.21657875180244446, -0.739335834980011, 0.09963221848011017, 0.1127767264842987, 0.33500707149505615, -0.11613461375236511, -0.23629671335220337, -0.31253063678741455, 0.051810123026371, -0.2736515700817108, -0.26410016417503357, -0.29365724325180054, 0.38532698154449463, -0.5805191993713379, 0.08240092545747757, -0.19115643203258514, 0.1384987086057663, 0.3088277578353882, -0.40620332956314087, -0.1754029095172882, -0.3819098472595215, -0.2734554409980774, 0.3809962570667267, 0.3370714485645294, -0.13602770864963531, -0.17313802242279053, 0.2949118912220001, -0.07569218426942825, -0.7648682594299316, 0.035262446850538254, 0.19580838084220886, -0.4527985155582428, -0.1477944254875183, 0.014703161083161831, 0.2885757088661194, 0.037612468004226685, 0.07873346656560898, -0.0802348181605339, -0.1410088837146759, -0.19156038761138916, -0.2897791862487793, -0.33171311020851135, -0.6041592955589294, -0.06674618273973465, 0.36375853419303894, 0.10755319148302078, -0.13018715381622314, 0.2506880462169647, -0.28613153100013733, -0.09295326471328735, 0.16182062029838562, -0.12335478514432907, -0.0582323782145977, -0.4622025787830353, 0.3687737286090851, 0.16559948027133942, -0.23110198974609375, 0.3011675477027893, -0.1136002168059349, -0.17700979113578796, 0.0674445703625679, -6.457879543304443, -0.10147437453269958, -0.7737460136413574, 0.09768674522638321, -0.14679187536239624, 0.05513879284262657, 0.18018537759780884, 0.18201878666877747, 0.07456895709037781, 0.06860209256410599, -0.2477542757987976, -0.3015328645706177, 0.14485107362270355, 0.264003723859787, 0.355609655380249, 0.6268060207366943, 0.5015143752098083, -0.08046567440032959, 0.011668519116938114, 0.507930338382721, -0.10771472007036209, 0.3342363238334656, -0.36371996998786926, 0.7627661824226379, -0.05261707678437233, 0.17660200595855713, -0.12405544519424438, 0.2162300944328308, -0.34859564900398254, -0.12939453125, 0.461010217666626, 0.07889096438884735, -0.7612100839614868, -0.07562568038702011, -0.05135783553123474, 0.4027462899684906, 0.005942275747656822, 0.11492295563220978, 0.13176949322223663, -0.29401904344558716, -0.19684988260269165, 0.1705014407634735, -0.019910627976059914, -0.29357409477233887, 0.22498777508735657, -0.13515634834766388, -0.0014737622113898396, 0.6090086698532104, -0.061090193688869476, 0.03721896931529045, -0.07532631605863571, 0.013524273410439491, -0.13164585828781128, 0.4553975462913513, -0.44200408458709717, -0.3770178258419037, 0.2937234938144684, 0.34142476320266724, -0.14478535950183868, 0.18849726021289825, 0.06545741111040115, 0.027579758316278458, -0.2616991102695465, -0.3854345381259918, -0.1790505051612854, -0.3921603560447693, -0.15840914845466614, -0.3643031120300293, 0.017637480050325394, 0.2525023818016052, -0.6741992831230164, 0.1135847419500351, -0.15103314816951752, -0.8148593902587891, 0.5078591108322144, 0.23714902997016907, 0.0010641466360539198, 0.0855344831943512, 0.005603412631899118, 0.19762280583381653, -0.48451948165893555, -0.4932657480239868, 0.14424912631511688, 0.050160638988018036, -0.2623593509197235, -0.3275132477283478, 0.1883644461631775, 0.41911089420318604, -0.12331011891365051, 0.25297069549560547, 0.5530137419700623, -0.013218539766967297, 0.4793831706047058, 0.42571452260017395, 0.22748328745365143, 0.0067396569065749645, 0.2200082242488861, 0.21427761018276215, 0.007577069569379091, -0.20327021181583405, 0.32121139764785767, -0.33690544962882996, -0.27420368790626526, -0.6875401735305786, -0.29199936985969543, -0.050784882158041, 0.4112846851348877, -0.24197439849376678, 0.42255479097366333, -0.2581022381782532, 0.1006610170006752, 0.15308871865272522, -0.49409446120262146, 0.15019725263118744, 0.7003942728042603, -0.05785971134901047, -0.1462518572807312, 0.2975326180458069, 0.1249573677778244, 0.23175407946109772, -0.3243728280067444, -0.4390020966529846, -0.20804506540298462, 0.20444251596927643, -0.06086349114775658, -0.24425597488880157, 0.027637412771582603, -0.012789432890713215, 0.3601429760456085, -0.009342915378510952, 0.17652250826358795, 0.25840380787849426, -0.1867600679397583, 0.5665410161018372, 0.2507799565792084, -0.13125921785831451, 0.14556047320365906, 0.03943465277552605, 0.34152528643608093, -0.43524369597435, 0.7947386503219604, 0.000010085715985042043, 0.43520063161849976, -0.19862684607505798, -0.003750366158783436, 0.20077717304229736, 0.19367781281471252, 0.3092091381549835, 0.24257229268550873, 0.6039127707481384, -0.0821225717663765, -0.0031954532023519278, -0.16974037885665894, -0.09434810280799866, -0.22702085971832275, 0.5142143964767456, 0.4639747440814972, 0.019822953268885612, 0.47385358810424805, -0.3997826874256134, -0.11348386108875275, -0.43470412492752075, -0.9265337586402893, -0.046926818788051605, 0.2918539047241211, 0.5049006342887878, -0.4368021786212921, -0.19739188253879547, 0.2046748399734497, 0.0810580849647522, 0.014720098115503788, -0.061053063720464706, -0.4573060870170593, -0.2830011248588562, 0.07034847885370255, -0.2907819151878357, 0.3573589622974396, -0.46894899010658264, -0.3367386758327484, 0.1795998066663742, -0.2668951451778412, -0.6919460296630859, -0.16555854678153992, 0.3153787851333618, 0.31893327832221985, -0.007756849285215139, 0.160822793841362, 0.3246994912624359, 0.17970478534698486, -0.21840152144432068, 0.3076035976409912, 0.11505881696939468, 0.29161888360977173, 0.15219002962112427, 0.30693647265434265, -0.20862162113189697, 0.3551243543624878, 0.42866042256355286, -0.3611198961734772, -0.7173400521278381, 0.3155267834663391, -0.3780255913734436, -0.07266873121261597, 0.4437345266342163, 0.07208248227834702, -0.3221970200538635, 0.2629595398902893, 0.057845618575811386, 0.229623943567276, -0.08344049006700516, -0.2617674171924591, -0.5637589693069458, -0.15299992263317108, -0.1892627626657486, 0.3814856708049774, -0.09191486239433289, -0.04424452409148216, -0.4581396281719208, -0.33425161242485046, 0.3837096095085144, -0.4711379110813141, 0.0756538063287735, -0.30214738845825195, -0.2718946039676666, -0.09015881270170212, -0.030155133455991745, 0.5761707425117493, -0.5805166959762573, -0.06137213110923767, 0.4122578799724579, 0.23533493280410767, -0.3316178619861603, 0.048828523606061935, 0.3058094382286072, -0.13764287531375885, -0.09684636443853378, -0.2184986174106598, 0.7936208844184875, -0.059319086372852325, -0.6658517718315125, -0.8239413499832153, -0.47903260588645935, -0.06673955917358398, -0.17426742613315582, 0.00245701358653605, -0.15858156979084015, 0.051805850118398666, 0.046637289226055145, -0.4529760479927063, 0.28004246950149536, 0.5015851855278015, -0.22288250923156738, -0.4572475254535675, -0.08687936514616013, 0.6247254610061646, -0.2844322919845581, 0.23488879203796387, -0.00018410710617899895, -0.24496793746948242, 0.11677651852369308, -0.07792811840772629, -0.14628954231739044, -0.2930118441581726, 0.1722664088010788, -0.2398405820131302, 0.06455237418413162, 0.12151071429252625, -0.5967839956283569, 0.5212030410766602, -0.4646264612674713, -0.22202564775943756, -0.06216468662023544, 0.453266978263855, 0.697639524936676, 0.09006235003471375, -0.15281541645526886, -0.14245949685573578, -0.37933850288391113, -0.609808087348938, 0.04771159216761589, -0.2553006708621979, 0.0678342878818512, 0.17301101982593536, -0.11309102922677994, -0.02858477458357811, -0.3718380331993103, -0.25041934847831726, 0.3215447962284088, 0.027872473001480103, 0.24110324680805206, -0.24380125105381012, 0.33182474970817566, -0.5022627711296082, -0.37900617718696594, -0.011038040742278099, -0.12319107353687286, 0.07961524277925491, -0.22082823514938354, -0.14705586433410645, 0.046251434832811356, -0.017736654728651047, 0.670470118522644, 0.6677775382995605, -0.12969979643821716, 0.29466256499290466, 0.6545861959457397, -0.14965547621250153, 0.40511059761047363, -0.524346113204956, -0.024136483669281006, 0.09087295085191727, -0.026692140847444534, 0.23324833810329437, 0.2818273603916168, -0.5148595571517944, 0.19984033703804016, -0.10098455101251602, 0.1750921905040741, 0.2681223452091217, 0.30078890919685364, 0.15893836319446564, 0.039510440081357956, 0.578905463218689, -0.36559227108955383, 0.13402202725410461, -0.04182279855012894, 0.0996699333190918, 0.15237900614738464, 0.17917940020561218, 0.415833979845047, 0.3708318769931793, -0.030267946422100067, -0.22409655153751373, 0.231309175491333, -0.17665128409862518, -0.14141826331615448, -0.023032132536172867, -0.5404294729232788, -0.07801036536693573, -0.06644787639379501, 0.15277493000030518, -0.2460976094007492, 0.1612238585948944, -0.2763415575027466, -0.453124076128006, 0.339069664478302, 0.07736104726791382, 0.23740124702453613, -0.5721619725227356, 0.30566221475601196, -0.34052857756614685, 0.012907205149531364, 0.16701027750968933, -0.649745523929596, -0.18278659880161285, -0.3180561661720276, 0.2666400671005249, -0.008156009949743748, 0.041415177285671234, 0.5050451755523682, 0.2690463662147522, 0.4816969633102417, 0.4218611419200897, 0.38857850432395935, 0.19761498272418976, 0.1739354133605957, 0.6090269088745117, 0.008937054313719273, 0.21313750743865967, 0.42370355129241943, -0.20138026773929596, -0.29305943846702576, -0.083770252764225, 0.3304722309112549, -0.02662273682653904, -0.11477939039468765, -0.1311512589454651, -0.08419975638389587, -0.01432610210031271, 0.8288167715072632, 0.09960723668336868, 0.046767398715019226, -0.6129439473152161, 0.16860610246658325, -0.023130662739276886, -0.2026645839214325, 0.05567702278494835, 0.7178316116333008, -0.2970913052558899, -0.25759121775627136, -0.15174606442451477, -0.33169788122177124, -0.12382577359676361, -0.015746552497148514, -0.04928228631615639, -0.39124780893325806, 0.31783056259155273, 0.07814227789640427, 0.4989195466041565, 0.4228125512599945, 0.31379085779190063, -0.33213478326797485, 0.00034720846451818943, -0.2594512701034546, -0.29600659012794495, 0.08480346202850342, -0.4236460328102112, 0.18399235606193542, -0.5444009900093079, -0.21166296303272247, 0.1792367547750473, 0.06802830845117569, -0.08647499978542328, 0.12444350868463516, -0.43786731362342834, -0.045960683375597, 0.46947649121284485, -0.17365023493766785, -0.13605628907680511, -0.2473680078983307, 0.03889070078730583, -0.34936439990997314, 0.047055236995220184, 0.2266097217798233, -0.22004163265228271, 0.19015488028526306, 0.11972004175186157, 0.10386292636394501, -0.1852976530790329, 0.038729291409254074, -0.2833694517612457, -0.5398682951927185, -0.15290401875972748, 0.46316078305244446, -0.7172989845275879, -0.1927608847618103, 0.19425922632217407, 0.3554745316505432, 0.054868314415216446, -0.23016926646232605, -0.07942178845405579, 0.20232857763767242, -0.038475245237350464, 0.0016233859350904822, -0.29189881682395935, 0.14501287043094635, -0.4857688546180725, -0.023435300216078758, -0.19799716770648956, 0.6780589818954468, -0.12204533070325851, 0.3164685070514679, -0.29707762598991394, -0.13221429288387299, -0.1360282152891159, -0.12464132905006409, -0.06313569843769073, -0.34348106384277344, 0.25505444407463074, -0.004823985043913126 ]
It pays to even vectorize Tirthajyoti Sarkar https://towardsdatascience.com/data-science-with-python-turn-your-conditional-loops-to-numpy-vectors-9484ff9c622e
Data science with Python: Turn your conditional loops to Numpy vectors
[ 0.32422935962677, -0.15098649263381958, -0.2774524390697479, 0.2057332992553711, 0.06859875470399857, 0.3635007441043854, -0.22552227973937988, -0.08125577121973038, -0.2002536505460739, 0.3679075241088867, 0.1754167079925537, 0.2495959848165512, -0.5340143442153931, -0.36631351709365845, 0.166521355509758, -0.228583425283432, -0.07235096395015717, -0.0070676300674676895, 0.04714906960725784, 0.10380439460277557, 0.03714738413691521, -0.47905245423316956, 0.2306228131055832, -0.17062591016292572, 0.014239681884646416, -0.1303417682647705, 0.749416172504425, 0.09460225701332092, -0.46449947357177734, -0.11505568027496338, -0.45815229415893555, 0.3585987091064453, 0.2391853630542755, 0.0039893221110105515, -0.43139687180519104, -0.256039559841156, -0.41094645857810974, 0.027293788269162178, -0.03202788904309273, -0.46170806884765625, -0.032601915299892426, -0.02760418877005577, -0.16094200313091278, 0.1084725558757782, -0.02087349444627762, -0.48551517724990845, -1.1861718893051147, 0.14926326274871826, -0.6226247549057007, -0.0651128739118576, -0.7057415843009949, 0.31532636284828186, -0.24327020347118378, 0.5351323485374451, -0.19169877469539642, 0.15088452398777008, 0.10946030914783478, -0.21822114288806915, 0.1131453886628151, -0.061931245028972626, 0.013017174787819386, 0.4625767767429352, 0.08067122846841812, 0.7656776309013367, 0.3585401773452759, 0.436547189950943, -0.09467723965644836, 0.34764665365219116, -0.3043563663959503, -0.04020971059799194, 0.022481471300125122, 0.33842524886131287, -0.7865482568740845, 0.43400299549102783, 0.05198736488819122, -0.2098550647497177, -0.09007531404495239, 0.2535480856895447, 0.3273153305053711, 0.1291685849428177, 0.043767042458057404, 0.14996486902236938, 0.3893915116786957, 0.2764451503753662, 0.5153993964195251, 0.0063749621622264385, -0.1053694635629654, 0.0548827201128006, -0.4885890781879425, -0.0364421121776104, -0.3316056430339813, -0.083162821829319, -0.40097013115882874, 0.025657549500465393, 0.18338695168495178, 0.7099815011024475, 0.10152342170476913, 0.14754648506641388, 0.21620717644691467, 0.21543043851852417, -0.8150544166564941, -0.2546807527542114, -0.2888898551464081, -0.40526512265205383, -0.44097498059272766, -0.1586085855960846, -0.25955596566200256, -0.06359273195266724, -0.0993647500872612, 0.40936222672462463, -0.44721463322639465, 0.35599222779273987, 0.16493740677833557, -0.08429760485887527, -0.23517324030399323, 0.6816281080245972, 0.18715237081050873, 0.20354990661144257, -0.2911180555820465, -0.04912016913294792, -0.2678041160106659, 0.8344735503196716, 0.5086469054222107, -0.020010052248835564, 0.3414310812950134, 0.3365531265735626, -0.21280935406684875, 0.5388275980949402, 0.6453058123588562, 0.6034625768661499, 0.35902729630470276, 0.5854741334915161, 0.2931925356388092, -0.4146922826766968, -0.17792004346847534, -0.9225258231163025, 0.09091288596391678, 0.15436193346977234, 0.165144681930542, -0.0985691025853157, -0.3575238883495331, 0.2541392147541046, 0.14223921298980713, 0.08481095731258392, 0.7150102853775024, 0.25361740589141846, -0.06050395220518112, 0.5316793322563171, -0.31982389092445374, -0.10552490502595901, -0.3929169774055481, 0.2212909311056137, -0.5094199776649475, -0.23286129534244537, -0.3699013590812683, 0.12427718937397003, 0.09532511234283447, 0.2069619596004486, -0.2115427851676941, 0.6532830595970154, 0.08118299394845963, 0.23132289946079254, -0.2526119649410248, -0.2840385437011719, 0.6033475995063782, -0.30911141633987427, 0.4461641311645508, 0.0568266324698925, -0.1580478549003601, -0.08270880579948425, -0.1755555272102356, -0.40896332263946533, 0.2219790816307068, -0.11439359933137894, -0.3271377682685852, -0.33569860458374023, 0.1571509838104248, -0.4980613887310028, 0.26648759841918945, 0.0007997453794814646, -0.5645275115966797, 0.329510897397995, 0.4761389195919037, -0.03941153362393379, -0.08483576774597168, -0.6212213635444641, 0.06814206391572952, -0.13345730304718018, 0.009043416008353233, 0.3663645088672638, -0.42606332898139954, 0.07523611932992935, 0.3906865119934082, -0.7351745367050171, 0.5600407123565674, 0.1971135139465332, -0.38706308603286743, 0.8237528204917908, -0.06024590879678726, 0.07615308463573456, -0.2952819764614105, 0.060021743178367615, 0.15999044477939606, -0.14082679152488708, 0.13081178069114685, -0.06666764616966248, -0.07898138463497162, -0.17842836678028107, -0.07378227263689041, 0.26716285943984985, 0.05681245028972626, 0.5031594038009644, 0.12509046494960785, -0.6384775042533875, -0.37321925163269043, -0.18395072221755981, 0.17528986930847168, 0.14941082894802094, 0.30645552277565, 0.3714878261089325, 0.5126103758811951, -0.2822006940841675, 0.154398113489151, 0.0633515864610672, 0.2316420078277588, 0.8082776069641113, 0.5964905023574829, 0.24212169647216797, 0.4610781669616699, 0.049129776656627655, -0.6508479714393616, -0.2940903902053833, 0.1893574446439743, -0.26507633924484253, -0.30759310722351074, 0.321773499250412, 0.16865748167037964, -0.023417236283421516, 0.10720521211624146, 0.33547475934028625, -0.13136181235313416, 0.6651667356491089, -0.26924577355384827, 0.2765432894229889, -0.4333115220069885, -0.2319500893354416, -0.34598782658576965, -0.023229939863085747, -0.41624727845191956, -0.06422159075737, 0.16878502070903778, 0.3064233362674713, 0.052590277045965195, -0.2982185184955597, -0.03781687095761299, 0.5570386648178101, -0.76011723279953, -0.2555980384349823, 0.03360314294695854, 0.7400498986244202, -0.4553435146808624, 0.4307464361190796, -0.3568531572818756, 0.26304930448532104, 0.08002419769763947, -0.4668264389038086, 0.04648103937506676, -0.3376430571079254, 0.29467660188674927, 0.5018824934959412, 0.39312219619750977, -0.17898230254650116, -0.33289626240730286, 0.072625070810318, 0.21226473152637482, -0.8409831523895264, 0.24583640694618225, 0.10813658684492111, -0.7113385796546936, -0.5473076105117798, 0.3305000960826874, 0.3778848350048065, -0.13087177276611328, -0.12311745434999466, -0.011464908719062805, -0.1438950002193451, 0.04530554637312889, -0.019680742174386978, -0.12165354937314987, -0.4922768473625183, -0.0781363844871521, 0.4294780194759369, -0.06502395123243332, -0.31565234065055847, -0.17481157183647156, -0.05973405763506889, 0.010616283863782883, -0.2629808783531189, 0.4254050552845001, -0.13616977632045746, -0.6614189743995667, 0.41537800431251526, 0.25958049297332764, -0.2256367951631546, -0.06385300308465958, -0.019338585436344147, -0.10852480679750443, -0.16266144812107086, -6.165744304656982, -0.0008864325936883688, -0.6948772072792053, -0.0050843823701143265, 0.07314763218164444, 0.023149795830249786, 0.19294537603855133, 0.23297512531280518, 0.05864577740430832, -0.21671661734580994, -0.37349289655685425, -0.30425596237182617, -0.5638622641563416, 0.23567254841327667, 0.0844058245420456, 0.2451092153787613, 0.9248579740524292, 0.06552500277757645, 0.501846969127655, 0.6765221357345581, -0.3048749566078186, 0.2880944013595581, -0.3624652922153473, 0.27238479256629944, 0.32487159967422485, -0.022438030689954758, -0.5216743350028992, 0.37289750576019287, -0.6525512337684631, -0.43571507930755615, 0.3975145220756531, -0.25524330139160156, -0.5326825380325317, -0.012563222087919712, -0.617936372756958, 0.14131607115268707, -0.044827062636613846, 0.11635584384202957, 0.4013383388519287, -0.22121958434581757, 0.044417258352041245, -0.1167912408709526, 0.29494041204452515, -0.49581360816955566, 0.26430344581604004, -0.302696168422699, -0.2228112667798996, 0.43721428513526917, 0.40008682012557983, -0.15706492960453033, -0.2807357907295227, -0.17907483875751495, 0.09386417269706726, -0.13650187849998474, -0.35361552238464355, -0.7876302003860474, 0.01471108291298151, 0.5207980275154114, -0.47450006008148193, 0.5622643232345581, 0.36198389530181885, -0.45212608575820923, -0.28893065452575684, -0.705479621887207, -0.36594700813293457, -0.07570133358240128, -0.3585324287414551, -0.45342811942100525, -0.09614183008670807, 0.2943379580974579, -0.9696687459945679, 0.3346211016178131, -0.04491709545254707, -0.7098262310028076, 0.8117027282714844, -0.3005155324935913, -0.46439576148986816, -0.09779869765043259, 0.275594562292099, -0.26079919934272766, -0.6162634491920471, -1.0230110883712769, 0.1107063740491867, 0.19965331256389618, 0.162088543176651, -0.010702939704060555, -0.28111037611961365, -0.2502785325050354, -0.18813852965831757, 0.49728289246559143, 0.7621325254440308, -0.4083557724952698, 0.7369300723075867, 0.3713425099849701, 0.04177788272500038, -0.005309914704412222, 0.34012046456336975, -0.01449065562337637, -0.2833780348300934, -0.10879422724246979, 0.2878291606903076, -0.025194501504302025, -0.8170074820518494, -0.5293170809745789, -0.39697155356407166, 0.06621198356151581, -0.37560001015663147, 0.12825363874435425, 0.1427455097436905, 0.08308302611112595, 0.06571300327777863, 0.2795262634754181, -0.27212202548980713, 0.03575021028518677, 0.26849088072776794, 0.4250311553478241, -0.4547310173511505, 0.26595914363861084, 0.32048332691192627, -0.014866768382489681, -0.25864800810813904, -0.14566992223262787, -0.2295103520154953, 0.015001002699136734, 0.6924787759780884, -0.22360971570014954, 0.17714381217956543, 0.10717236995697021, 0.2533886432647705, -0.37741783261299133, 0.16972476243972778, 0.041907526552677155, -0.025528235360980034, 0.1659315824508667, -0.07640838623046875, -0.25459539890289307, 0.019365180283784866, 0.12458433210849762, 0.44469553232192993, -0.6530218720436096, 0.10505392402410507, 0.30766040086746216, 0.20667506754398346, 0.09405843913555145, 0.08862843364477158, 0.13767579197883606, 0.4634527862071991, 0.29673078656196594, 0.10745296627283096, -0.15752506256103516, 0.1672240048646927, -0.8903630375862122, 0.00538641307502985, -0.1645624190568924, -0.204390749335289, -0.0677071064710617, 0.31581491231918335, 0.20198599994182587, 0.8477875590324402, -0.30948513746261597, 0.1701216846704483, -0.429007351398468, -0.42904171347618103, 0.12745468318462372, -0.134370818734169, -0.18014609813690186, -0.07716460525989532, -0.4339123070240021, -0.11551469564437866, 0.029452228918671608, 0.0449749231338501, -0.27169451117515564, 0.25986307859420776, 0.4016852378845215, 0.009098799899220467, -0.08590027689933777, 0.39485102891921997, -0.2531757652759552, 0.021186424419283867, 0.4503485858440399, -0.13023310899734497, -0.21306820213794708, -0.13488808274269104, 0.79001784324646, 0.688210129737854, -0.22196221351623535, -0.23481254279613495, 0.496376097202301, -0.13596737384796143, -0.31466197967529297, 0.05304918438196182, -0.06711576879024506, 0.5103458166122437, 0.0034323513973504305, 0.13905541598796844, -0.29003670811653137, 0.45150527358055115, 0.7913557887077332, -0.0985378548502922, -0.5505293607711792, -0.3839048147201538, 0.427279531955719, 0.12208373844623566, 0.28999748826026917, 0.35684677958488464, -0.2548772692680359, -0.03062145598232746, 0.24612799286842346, 0.5173146724700928, -0.3418714702129364, -0.3260166645050049, -0.5275888442993164, 0.3076600432395935, -0.29940077662467957, -0.010883255861699581, 0.09421904385089874, -0.11686210334300995, -0.3580334484577179, -0.4682997763156891, -0.10552231222391129, -0.35383638739585876, -0.31599757075309753, -0.2094307541847229, -0.09982705861330032, 0.024227071553468704, -0.07033035904169083, 0.25261417031288147, -0.5978591442108154, 0.5199075937271118, -0.22215120494365692, 0.4071943461894989, -0.23203279078006744, 0.3740202784538269, 0.5113728046417236, -0.3901536762714386, -0.3490665555000305, 0.04603610560297966, 0.8453655242919922, -0.11988138407468796, -1.1030008792877197, -0.6740865111351013, 0.0655939057469368, -0.23187018930912018, -0.24072569608688354, 0.2775924801826477, -0.19728517532348633, -0.34125590324401855, 0.02058909647166729, -0.6426094770431519, 0.09123384207487106, 0.30510979890823364, -0.02698505111038685, -0.514340341091156, -0.3126862645149231, 0.6563060879707336, 0.4400361478328705, -0.09126751869916916, -0.3783056437969208, -0.23417463898658752, 0.13775551319122314, 0.36640745401382446, 0.2253745049238205, -0.5081117749214172, 0.6245947480201721, -0.33536356687545776, 0.20779848098754883, 0.3693694770336151, -0.5207929015159607, 0.5961844325065613, -0.27270519733428955, -0.8239036798477173, -0.2341509312391281, -0.4744112491607666, 0.4890725314617157, -0.31978246569633484, -0.40589600801467896, 0.18185505270957947, 0.40132907032966614, -0.03677648678421974, -0.380119264125824, -0.21018923819065094, -0.09508402645587921, 0.576256275177002, -0.3125144839286804, 0.050818126648664474, 0.09021446853876114, 0.2990013659000397, 0.11996655911207199, 0.13193827867507935, 0.7524486184120178, -0.609959065914154, 0.4391119182109833, 0.053420547395944595, -0.5219259262084961, -0.22610032558441162, 0.2225731462240219, 0.3930705487728119, 0.20330697298049927, -0.5583521723747253, -0.49880874156951904, 0.04709021747112274, -0.09726220369338989, 1.046055555343628, -0.23804861307144165, -0.0975516214966774, 0.6271819472312927, 0.36515533924102783, 0.0816091001033783, -0.4638746678829193, 0.5179160237312317, -0.09534822404384613, 0.19051432609558105, 0.8194758296012878, 0.5875263810157776, -0.7265058755874634, 0.046511460095644, -0.12388677895069122, 0.4064064621925354, 0.15418455004692078, 0.1339048147201538, -0.15393806993961334, -0.6899191737174988, 0.2175222784280777, -0.21739095449447632, -0.16317005455493927, 0.4923419952392578, -0.11896583437919617, -0.2602124810218811, -0.08145593106746674, 0.7243446707725525, -0.06318254768848419, 0.1705998182296753, -0.3875461220741272, -0.2673995792865753, -0.039457790553569794, -0.21805936098098755, 0.33699309825897217, -0.04339727386832237, 0.20394189655780792, -0.28691744804382324, 0.23074081540107727, 0.060854051262140274, 0.09858264774084091, 0.032277386635541916, -0.29312455654144287, 0.251076340675354, 0.19836211204528809, 0.4367590546607971, -0.20075829327106476, 0.37687376141548157, 0.20898348093032837, 0.19965387880802155, 0.06720265001058578, -0.3182288110256195, -0.08192700892686844, -0.49520522356033325, 0.7105494737625122, 0.08796317130327225, 0.0912180244922638, 0.3387959897518158, 0.21763266623020172, 0.8261964917182922, -0.019283201545476913, 0.059571173042058945, 0.005474933888763189, -0.19099396467208862, 1.0254074335098267, 0.13581128418445587, 0.36223533749580383, 0.29037851095199585, -0.1456761658191681, 0.07162901014089584, -0.46649405360221863, 0.21401166915893555, 0.1073509231209755, -0.2656807601451874, -0.26339587569236755, 0.13914021849632263, -0.01963348314166069, 0.18440775573253632, 0.3699153959751129, 0.22760429978370667, -0.2343110740184784, 0.026097260415554047, 0.05808056518435478, -0.17611640691757202, -0.2690262496471405, 0.23596112430095673, -0.3611850440502167, -0.011080771684646606, 0.14650394022464752, -0.48446759581565857, -0.03992706909775734, 0.0537695437669754, -0.5442863702774048, 0.24269558489322662, -0.061712685972452164, 0.35479819774627686, 0.6877526640892029, -0.001035901135765016, 0.3797700107097626, 0.023391854017972946, 0.0835193395614624, 0.43722549080848694, 0.3246457576751709, -0.08408243209123611, -0.6490880846977234, 0.06023756042122841, -0.3825007379055023, -0.18483957648277283, 0.12019944936037064, 0.21278321743011475, -0.3143937289714813, 0.14996112883090973, -0.1319829672574997, 0.2561766803264618, 0.38470709323883057, -0.1149832159280777, -0.6244469881057739, 0.30982133746147156, -0.2483009546995163, -0.32418593764305115, 0.0016325481701642275, 0.332775741815567, -0.22015106678009033, 0.22320950031280518, -0.057104580104351044, 0.2408335655927658, -0.4947446584701538, 0.07720432430505753, -0.24384069442749023, -0.34975841641426086, -0.1456782966852188, 0.23375295102596283, -0.46812203526496887, 0.01499609649181366, 0.1782924383878708, -0.14747491478919983, -0.03926485776901245, -0.2565319538116455, -0.4632594883441925, 0.08586917817592621, 0.26229220628738403, 0.4696405827999115, -0.11484130471944809, 0.35767102241516113, -0.2989749312400818, 0.08678340166807175, -0.9446185231208801, 0.4160064458847046, -0.011099732480943203, 0.802945613861084, -0.24681244790554047, -0.02389196678996086, -0.36556828022003174, 0.40084847807884216, 0.23730584979057312, -0.4053448736667633, -0.07709089666604996, 0.043782103806734085 ]
What is Reproducibility in Data Science and Why Should We Care? Zach Scott https://towardsdatascience.com/data-sciences-reproducibility-crisis-b87792d88513
Data Sciences Reproducibility Crisis
[ -0.018463073298335075, -0.17990277707576752, 0.14356671273708344, 0.5736875534057617, 0.1982349455356598, 0.14932803809642792, -0.08085297793149948, -0.012791949324309826, -0.33015087246894836, 0.3091197907924652, -0.3224683403968811, 0.30980563163757324, -0.18654800951480865, 0.00884768646210432, -0.5866326093673706, 0.5110040903091431, 0.29512491822242737, -0.10722801834344864, -0.12479975074529648, 0.2785816788673401, -0.41914060711860657, -0.3795039653778076, 0.6610305309295654, -0.1651713252067566, -0.376383513212204, -0.27063021063804626, 0.033299557864665985, -0.08856664597988129, -0.6501476168632507, 0.26709383726119995, -0.26799771189689636, 0.5310508608818054, -0.024636587128043175, -0.17370745539665222, -0.3128168284893036, -0.014086149632930756, -0.34083133935928345, -0.17619216442108154, 0.10701943933963776, -0.5332515835762024, 0.16697898507118225, 0.13444355130195618, -0.21472299098968506, 0.10978461056947708, -0.25841596722602844, -0.37827005982398987, -1.4258089065551758, 0.10758760571479797, -0.5484410524368286, -0.21411722898483276, -0.3274163007736206, 0.4997144341468811, -0.2594124376773834, 0.01633138582110405, -0.5854509472846985, -0.021616410464048386, -0.29113438725471497, -0.5726218819618225, 0.034011274576187134, -0.48015812039375305, -0.052581142634153366, 0.09697375446557999, -0.3253467381000519, 0.30737900733947754, 0.10778134316205978, 0.07861495018005371, 0.10103034228086472, 0.4939000606536865, -0.3298654854297638, -0.4967536926269531, -0.04291173443198204, 0.08734753727912903, -0.09692173451185226, 0.19810371100902557, -0.26622939109802246, 0.1293671578168869, 0.4360164403915405, 0.06573101878166199, 0.48876461386680603, -0.13803701102733612, 0.05002780631184578, 0.015100649558007717, 0.07808110862970352, -0.20161820948123932, 0.10668059438467026, -0.2044905573129654, -0.16000041365623474, 0.09193744510412216, -0.1338188499212265, 0.12321344763040543, -0.2274368405342102, -0.02921915054321289, 0.3241368234157562, 0.3125402629375458, 0.3941335082054138, 0.09168113023042679, 0.6410760283470154, -0.2609374225139618, -0.2639326751232147, 0.34531134366989136, -0.5124306082725525, -0.05338011309504509, 0.0013621625257655978, -0.027672819793224335, -0.05145889148116112, -0.031681399792432785, -0.2584803104400635, -0.051539789885282516, -0.2497996985912323, 0.49522843956947327, -0.6009352803230286, 0.5433249473571777, -0.16970735788345337, 0.2903074324131012, -0.5014266967773438, 0.28462183475494385, 0.22503452003002167, -0.1640670895576477, -0.1958996206521988, -0.06957986950874329, -0.06282017379999161, 0.5911514163017273, -0.0802091434597969, 0.011977262794971466, 0.4207259714603424, 0.1623169481754303, 0.13650062680244446, 0.10289191454648972, 0.09050283581018448, 0.5346652269363403, 0.6204566359519958, 0.528988242149353, -0.13825160264968872, -0.11991895735263824, 0.3254804015159607, -0.30095499753952026, 0.06081628054380417, -0.13089613616466522, 0.2866028845310211, 0.008589083328843117, 0.03151341900229454, -0.17818987369537354, -0.4245142936706543, -0.11498617380857468, -0.024349132552742958, 0.0433884896337986, -0.3401811420917511, 0.6461293697357178, -0.05108662694692612, -0.11817704141139984, -0.052613239735364914, 0.398896187543869, -0.892652153968811, -0.35812893509864807, -0.12940937280654907, 0.14166027307510376, -0.20219546556472778, -0.24529659748077393, 0.2137771099805832, 0.5758148431777954, -0.11072924733161926, 0.31306320428848267, 0.03883223235607147, -0.15270781517028809, 0.8792057633399963, -0.33536243438720703, 0.2087705135345459, 0.352857768535614, -0.26309096813201904, 0.16679152846336365, -0.5673000812530518, -0.0863013043999672, 0.4505462050437927, -0.211464986205101, 0.7958838939666748, -0.06167202815413475, 0.15256519615650177, 0.022209467366337776, 0.08665180206298828, 0.14515864849090576, -0.5859029293060303, 0.3572503924369812, 0.24368441104888916, 0.04218775033950806, 0.026427580043673515, -0.28299006819725037, 0.36592787504196167, -0.13552479445934296, 0.43801355361938477, 0.1994822770357132, -0.7574819326400757, -0.14243213832378387, 0.7680447101593018, -0.513966977596283, 0.7327227592468262, 0.047532036900520325, -0.1951116919517517, 0.8648337125778198, -0.3018117845058441, 0.2851841449737549, -0.25071921944618225, -0.23393826186656952, 0.441255122423172, 0.15778952836990356, -0.06543994694948196, 0.08567894250154495, 0.13195055723190308, 0.1472044587135315, -0.25183185935020447, -0.05635694041848183, 0.28981053829193115, 0.26849284768104553, -0.33392518758773804, -0.4977840185165405, -0.1277996450662613, -0.09762949496507645, 0.11461567133665085, -0.13401806354522705, 0.40908363461494446, 0.11454927176237106, 0.743905782699585, -0.48337218165397644, 0.3873366415500641, 0.15987421572208405, 0.13584060966968536, 0.9149168729782104, 0.5763015151023865, 0.32083654403686523, 0.6159552335739136, 0.19070199131965637, -0.024130791425704956, 0.2851146459579468, 0.038609862327575684, -0.513360321521759, -0.4913044273853302, 0.24292440712451935, -0.17087075114250183, 0.19762814044952393, 0.6607648134231567, -0.36270782351493835, -0.08169163018465042, 0.22059890627861023, 0.02683260105550289, 0.42894071340560913, -0.011691740714013577, -0.0576179102063179, -0.5780177116394043, -0.13687656819820404, -0.3407191336154938, -0.04962126538157463, -0.16984769701957703, 0.6339166164398193, -0.1423128843307495, -0.16188031435012817, 0.07187056541442871, 0.7972793579101562, 0.11668850481510162, 0.01987401954829693, -0.23862412571907043, 0.16089247167110443, -0.5591908097267151, 0.3990093469619751, -0.4405505955219269, -0.04462585598230362, 0.20428183674812317, -0.3120190501213074, -0.09269963949918747, -0.35165947675704956, 0.0474582277238369, 0.4040766656398773, -0.004105169791728258, -0.0500229075551033, -0.17560383677482605, 0.43024376034736633, -0.1435338258743286, -0.6953355669975281, 0.070301853120327, 0.4329777657985687, -0.5938611626625061, -0.3534952402114868, -0.1347506195306778, 0.24693040549755096, -0.09213376045227051, -0.03762320056557655, -0.11833026260137558, 0.14515691995620728, -0.05358904227614403, 0.2623414099216461, -0.6345518231391907, -0.237656369805336, -0.2908402979373932, -0.11257275938987732, 0.018824826925992966, -0.4000881612300873, 0.06518416106700897, -0.04630550742149353, 0.06533075869083405, -0.2952421009540558, 0.28747668862342834, 0.3060866892337799, -0.447973370552063, 0.33502164483070374, 0.5153542160987854, -0.4592159688472748, -0.34775692224502563, -0.22358129918575287, -0.3245345950126648, 0.8358539938926697, -6.293984889984131, -0.27372658252716064, -0.7310028672218323, 0.09480711072683334, -0.2875196039676666, 0.055105794221162796, -0.20356307923793793, 0.09675721079111099, -0.13165894150733948, -0.40352174639701843, 0.009002847597002983, -0.3997770845890045, -0.033145878463983536, 0.6907035112380981, 0.11456674337387085, -0.023469706997275352, 0.5229186415672302, 0.2498449981212616, 0.04224297031760216, 0.5937781929969788, 0.015318338759243488, 0.15475429594516754, -0.06761254370212555, 0.23314839601516724, 0.20506231486797333, 0.23296406865119934, -0.17647303640842438, 0.4068904519081116, -0.5349693298339844, -0.0813453271985054, 0.6875795722007751, -0.29194971919059753, -0.4570566415786743, 0.3584398925304413, -0.05014583468437195, 0.1758512407541275, -0.0336228609085083, -0.10110276192426682, -0.07593342661857605, 0.07507163286209106, -0.37614238262176514, -0.316719114780426, -0.21276889741420746, -0.1980890929698944, 0.08504550904035568, -0.09159082919359207, 0.2510520815849304, 0.2624371349811554, 0.03498140349984169, 0.1662207394838333, 0.33044132590293884, 0.07873007655143738, 0.2110070139169693, 0.22029338777065277, -0.21059028804302216, -0.42826327681541443, 0.4421827495098114, 0.519109308719635, 0.08559263497591019, 0.12122774869203568, 0.43185052275657654, -0.07944265007972717, -0.24692513048648834, -0.9172535538673401, -0.514403760433197, -0.19807183742523193, -0.48800480365753174, -0.504757821559906, 0.3550674617290497, -0.01638946682214737, -0.7011922001838684, 0.12624900043010712, -0.3367477059364319, -0.7209914922714233, 0.3163541555404663, -0.4050062596797943, -0.582243800163269, 0.00023082912957761437, 0.2820964455604553, -0.003722224850207567, -0.4611831605434418, -0.46595609188079834, -0.18364600837230682, 0.10147371143102646, 0.09906987845897675, -0.3293519914150238, -0.1198747307062149, 0.041256580501794815, 0.14493894577026367, 0.5741763710975647, 0.5039652585983276, -0.2285837084054947, 0.6668344140052795, -0.22978872060775757, 0.5577959418296814, 0.5836706757545471, 0.2883550226688385, 0.3182242512702942, 0.02731260471045971, -0.40611299872398376, -0.024160686880350113, -0.35030266642570496, -0.5526856780052185, -0.7454434633255005, -0.21305207908153534, -0.1983911544084549, -0.028102148324251175, 0.1690785139799118, 0.1981741487979889, 0.004882262088358402, 0.14402855932712555, 0.22186283767223358, -0.30507203936576843, -0.25326207280158997, 0.2809904217720032, -0.03473397344350815, -0.04276009649038315, 0.1186828687787056, 0.7356204986572266, 0.07566515356302261, -0.23119695484638214, 0.182831272482872, 0.10043278336524963, 0.3372681140899658, 0.16266609728336334, -0.13312214612960815, -0.1538417786359787, 0.47545140981674194, 0.3020646572113037, 0.5076290369033813, 0.31724604964256287, 0.11289375275373459, -0.026333069428801537, 0.17169182002544403, 0.18345458805561066, 0.2827126979827881, 0.5292146801948547, 0.3319532573223114, -0.13142544031143188, -0.4086543321609497, 0.7991636395454407, -0.18397627770900726, -0.03836173936724663, 0.024284224957227707, 0.3003111183643341, 0.246934711933136, 0.33185064792633057, 0.3109106123447418, 0.20285378396511078, 0.661954939365387, 0.05260968953371048, -0.41374579071998596, -0.07380879670381546, -0.09569957107305527, 0.16867534816265106, 0.19996421039104462, 0.33576148748397827, -0.1460859328508377, 0.19506047666072845, -0.29302939772605896, -0.059672992676496506, -0.2545328140258789, -0.6584041714668274, -0.6570470929145813, 0.1356145292520523, -0.09585515409708023, -0.8118440508842468, -0.2691401243209839, 0.2088126689195633, 0.3960861265659332, -0.07466357946395874, -0.028829416260123253, -0.41468966007232666, 0.0792856365442276, 0.2530909776687622, -0.7851760983467102, 0.3553597033023834, 0.11672858893871307, -0.21077638864517212, 0.1207038089632988, -0.24235953390598297, -0.38335147500038147, -0.21307258307933807, 0.4678242802619934, 0.7957938313484192, -0.18243563175201416, 0.2572963535785675, 0.08763986080884933, -0.35663115978240967, -0.6301733255386353, 0.41774407029151917, -0.11616550385951996, 0.4695303738117218, 0.20549683272838593, 0.447041392326355, -0.24851930141448975, 0.2215326428413391, 0.3999814987182617, 0.011280813254415989, 0.03889131173491478, -0.1425589770078659, 0.4604250192642212, 0.4193928837776184, 0.3723655045032501, 0.4065898060798645, -0.31734418869018555, 0.41593876481056213, -0.3118648827075958, 0.2100214660167694, 0.1379363089799881, -0.07806706428527832, -0.2840985357761383, 0.1451602280139923, 0.21773527562618256, 0.0853601023554802, -0.17168347537517548, -0.2862861454486847, -0.6622143983840942, -0.4381651282310486, 0.2032587230205536, 0.1856224685907364, 0.08478545397520065, -0.037896595895290375, -0.3912510871887207, 0.20314480364322662, -0.4321908950805664, 0.13685715198516846, -0.4351179301738739, 0.1039958968758583, 0.23411500453948975, 0.02730770781636238, -0.3631191551685333, 0.4036475121974945, 0.13306930661201477, -0.2347656488418579, 0.23679620027542114, 0.004588250070810318, 0.7591598629951477, -0.342061847448349, -0.7425593733787537, -0.2534312307834625, -0.31632867455482483, -0.01312293205410242, -0.46518903970718384, -0.03281938284635544, 0.46102192997932434, 0.2390277087688446, 0.03255292773246765, -0.503933846950531, 0.4223940074443817, 0.3583238124847412, -0.1904187798500061, -0.7576811909675598, -0.32083791494369507, 0.4130740463733673, -0.013162748888134956, 0.07284227013587952, -0.5882037878036499, -0.1877855807542801, 0.25198888778686523, 0.2958422303199768, -0.30089545249938965, 0.028343526646494865, 0.34880685806274414, -0.10655178874731064, 0.15365400910377502, 0.36929887533187866, -0.4312807321548462, 0.44999974966049194, -0.4542447328567505, -0.6605144143104553, -0.0536089651286602, -0.17355521023273468, 0.5562518835067749, -0.252736896276474, -0.01733884960412979, -0.384870320558548, -0.20757654309272766, -0.7616040110588074, -0.49249526858329773, -0.0769420862197876, -0.11234359443187714, -0.30121925473213196, 0.03001704066991806, -0.17896780371665955, -0.2724951207637787, 0.37062889337539673, 0.2590627670288086, -0.38193002343177795, 0.1301075965166092, -0.21885740756988525, 0.12873880565166473, -0.06328084319829941, -0.48436596989631653, -0.2766875624656677, -0.1356741487979889, 0.00324256531894207, 0.32708871364593506, -0.5071174502372742, -0.3827337920665741, -0.42805492877960205, 0.3610353171825409, 0.9159572720527649, -0.5392246842384338, 0.6045427918434143, 0.5339181423187256, -0.42621520161628723, 0.3561781048774719, 0.22433961927890778, -0.07042021304368973, 0.16760389506816864, 0.19196923077106476, 0.39855048060417175, 0.3065662384033203, 0.003766272682696581, -0.06591999530792236, -0.1688685417175293, -0.011671055108308792, -0.06698840111494064, 0.5021330714225769, -0.08450888097286224, 0.02924157865345478, 0.5167350172996521, -0.37683627009391785, 0.21971240639686584, 0.24456468224525452, -0.19405917823314667, 0.26133134961128235, 0.2172790765762329, 0.6057130694389343, 0.09919552505016327, 0.15536083281040192, -0.24316701292991638, 0.30903005599975586, -0.1884748339653015, 0.06652169674634933, 0.309761643409729, -0.32261982560157776, 0.13051438331604004, -0.11182794719934464, 0.38383835554122925, 0.13621819019317627, 0.4678250253200531, -0.06800378859043121, -0.28707340359687805, 0.5329586863517761, 0.154174342751503, 0.29216814041137695, 0.18001797795295715, 0.02772098407149315, 0.1689741015434265, -0.1265058070421219, -0.012570283375680447, -0.7620607614517212, -0.20787611603736877, -0.2079201340675354, 0.22331717610359192, -0.07642083615064621, -0.22893044352531433, 0.1915125548839569, 0.02120361663401127, -0.0024003256112337112, 0.2699986696243286, 0.18808190524578094, 0.13761647045612335, 0.08744649589061737, 0.7979174256324768, 0.06595731526613235, 0.07642414420843124, 0.32036536931991577, -0.5890789031982422, -0.09958358854055405, -0.04456891864538193, 0.05136503279209137, 0.01744399033486843, -0.4285504221916199, 0.05069711431860924, 0.21839746832847595, 0.15643851459026337, 0.8306024074554443, -0.13520915806293488, 0.24971820414066315, -0.41337159276008606, -0.07802942395210266, 0.29607492685317993, 0.1652817726135254, 0.2478654980659485, 0.5597525238990784, -0.24930433928966522, -0.10650485754013062, -0.19449260830879211, -0.5361201763153076, 0.031140584498643875, 0.3527499735355377, -0.06402764469385147, -0.10806254297494888, 0.4614005386829376, -0.010119746439158916, 0.4029291570186615, 0.3634686768054962, 0.520473837852478, -0.3402111530303955, 0.037997957319021225, 0.2521607577800751, -0.4361785054206848, -0.18250779807567596, 0.14150020480155945, 0.2394726276397705, -0.6554853916168213, -0.25380876660346985, -0.09691590070724487, -0.0985121950507164, -0.32275494933128357, 0.25305771827697754, -0.7155576944351196, 0.008233198896050453, 0.1890731155872345, 0.0813165232539177, 0.04039528965950012, -0.2944105267524719, -0.4557812511920929, -0.43693456053733826, -0.09715887159109116, 0.14583590626716614, -0.2703878581523895, -0.1476627141237259, -0.2725241184234619, 0.2643222212791443, -0.41842907667160034, 0.01811288855969906, -0.5537828207015991, -0.29696592688560486, -0.06954026967287064, 0.556377112865448, -0.6225297451019287, 0.0020501301623880863, 0.24988549947738647, -0.4856332838535309, -0.8026260733604431, -0.23898841440677643, -0.35374584794044495, -0.27915993332862854, 0.1087924987077713, -0.004137118346989155, 0.1080385148525238, 0.5214357972145081, -0.278537780046463, 0.15271233022212982, -0.36118119955062866, 0.3058239817619324, 0.03536023572087288, -0.18873949348926544, -0.04828152433037758, -0.25162893533706665, -0.2646004259586334, 0.11459404230117798, 0.02204439416527748, -0.2581140697002411, -0.28044986724853516, 0.04110138863325119 ]
The information age has revolutionized the way we interact, communicate and are Lucas Kohorst https://towardsdatascience.com/data-transparency-in-an-un-private-internet-8179805f70e7
Data Transparency in an Un-Private Internet
[ 0.01728794537484646, -0.03911219909787178, 0.0485844686627388, 0.3620719909667969, 0.17971466481685638, -0.46834659576416016, -0.21887259185314178, -0.12441887706518173, -0.20200763642787933, 0.03879772499203682, -0.49203693866729736, -0.14687196910381317, -0.12940765917301178, -0.20627713203430176, 0.2190948724746704, 0.0009414360392838717, -0.20463791489601135, 0.1311277598142624, 0.11165225505828857, 0.04350417107343674, -0.8541272282600403, -0.5559955835342407, 0.35866060853004456, -0.027608703821897507, -0.18059514462947845, -0.23237529397010803, 0.30069682002067566, 0.012164786458015442, -0.5369192361831665, -0.021920351311564445, 0.27792879939079285, 0.5753702521324158, 0.23667247593402863, 0.11335469037294388, -0.2571612000465393, -0.5403908491134644, -0.5771011710166931, -0.4855269193649292, -0.152960866689682, 0.15462882816791534, -0.08372491598129272, 0.32776424288749695, -0.19685989618301392, 0.16824688017368317, 0.024589257314801216, -0.6279280781745911, -1.2676860094070435, 0.4739488363265991, -0.3555520474910736, -0.06741110980510712, -0.5078510642051697, 0.13227330148220062, 0.03489929810166359, 0.3789718449115753, -0.4690798223018646, 0.11438900232315063, 0.12013071775436401, -0.34366798400878906, -0.18907375633716583, -0.4866638779640198, 0.04134734347462654, -0.07217182219028473, 0.02526012808084488, -0.04310781508684158, 0.37995287775993347, -0.16324375569820404, 0.22716490924358368, 0.3328894078731537, 0.07722698897123337, 0.015585553832352161, -0.13565362989902496, 0.059457726776599884, -0.14505159854888916, -0.020473582670092583, -0.09007818251848221, -0.028583988547325134, 0.7601732015609741, 0.4289334714412689, 0.40571051836013794, 0.25990182161331177, -0.12471072375774384, -0.08566839247941971, 0.17687635123729706, 0.3765500783920288, 0.0996302142739296, -0.13360683619976044, -0.1904313862323761, 0.3353567123413086, -0.07715389132499695, 0.06504068523645401, -0.2940061092376709, -0.2882007956504822, 0.6737725734710693, -0.33597511053085327, 0.34852704405784607, 0.3085066080093384, 0.5521556735038757, 0.013323216699063778, -0.08362045884132385, 0.297541081905365, -0.6321277022361755, -0.07121399790048599, -0.13843922317028046, -0.5918695330619812, -0.11671841889619827, 0.2225649356842041, -0.243840292096138, -0.1487446278333664, -0.10226957499980927, 0.679989218711853, 0.04797649756073952, 0.6920619606971741, 0.07357992976903915, 0.42003175616264343, -0.20225964486598969, 0.8661937713623047, 0.05779803544282913, 0.011049247346818447, 0.2407703399658203, -0.014820336364209652, -0.028233390301465988, 0.9849866628646851, 0.16631115972995758, 0.26535382866859436, 0.2856333553791046, -0.04830160737037659, -0.23772738873958588, 0.1250087171792984, -0.16974054276943207, 0.564522385597229, 0.8426046371459961, 0.28918173909187317, -0.030144471675157547, -0.1950836181640625, -0.06982555240392685, -0.1782921850681305, 0.019930118694901466, -0.15336880087852478, 0.18533238768577576, -0.14029882848262787, 0.0828670859336853, -0.31577056646347046, -0.26252490282058716, 0.24387459456920624, 0.04376602545380592, 0.45337188243865967, -0.14047051966190338, 0.6531110405921936, -0.2755514979362488, -0.3469230830669403, -0.3846476674079895, 0.1256541907787323, -0.3307722508907318, -0.3749079704284668, 0.12989607453346252, 0.4475043714046478, 0.006044145207852125, -0.1658872365951538, 0.4592021703720093, 0.365056574344635, 0.3659663498401642, 0.0696612223982811, -0.2151823788881302, -0.14937207102775574, 0.9255335330963135, 0.008518780581653118, -0.11683447659015656, 0.4773780107498169, -0.2327895611524582, -0.07589361816644669, 0.06040479987859726, 0.006326105445623398, 0.2900307774543762, -0.49353429675102234, 0.41239768266677856, 0.0949312299489975, 0.12763062119483948, -0.2416151911020279, 0.3527566194534302, 0.06358904391527176, -0.682265043258667, -0.1414596438407898, -0.0036981687881052494, 0.3454960882663727, 0.05789276584982872, -0.21771645545959473, 0.264682799577713, 0.23817279934883118, 0.15598240494728088, 0.328495591878891, -0.3888889253139496, -0.3869290351867676, 0.3445048928260803, -0.9190055727958679, 0.6814555525779724, -0.010734792798757553, 0.23153835535049438, 0.7282251715660095, 0.06017971783876419, 0.17540504038333893, -0.2002187967300415, -0.1000385731458664, 0.33842745423316956, -0.3334651589393616, -0.42738255858421326, 0.15481600165367126, 0.3233594000339508, 0.06235708296298981, -0.13427676260471344, 0.20590944588184357, 0.09348616749048233, 0.25195127725601196, 0.22616739571094513, -0.5658801198005676, -0.25691887736320496, 0.18839062750339508, 0.3422829806804657, 0.28699547052383423, 0.2384485900402069, 0.6536678671836853, 0.7465565800666809, -0.10573983937501907, 0.1274513453245163, 0.5164125561714172, 0.062049590051174164, 0.650300920009613, 0.4188186824321747, 0.3579701781272888, 0.38209256529808044, 0.11141681671142578, -0.2915298044681549, -0.4378732442855835, 0.033844806253910065, -0.5927513241767883, -0.186379075050354, 0.17623718082904816, -0.42016786336898804, -0.4412548243999481, 0.2749246656894684, -0.07706762850284576, 0.12056207656860352, 0.18475744128227234, 0.12632586061954498, 0.27330338954925537, 0.03600023314356804, -0.03273889794945717, -0.23683592677116394, -0.12102387100458145, 0.004400451201945543, 0.40299758315086365, -0.3200666904449463, 0.5519614815711975, -0.41951504349708557, -0.5409789681434631, -0.15172889828681946, 0.14800862967967987, 0.025866089388728142, -0.15591473877429962, -0.0037826928310096264, 0.14071010053157806, -0.20881332457065582, 0.11830031126737595, -0.09869500994682312, 0.365575909614563, 0.04782173037528992, -0.24601121246814728, 0.025979146361351013, -0.5141891241073608, 0.17312262952327728, 0.33700090646743774, 0.008368377573788166, -0.3191733658313751, 0.17615801095962524, 0.05821939557790756, 0.24141141772270203, -0.3783121705055237, 0.42236244678497314, 0.36319172382354736, 0.014172238297760487, -0.5995367169380188, 0.239760160446167, -0.049474168568849564, -0.38215330243110657, -0.2812110185623169, -0.2684691548347473, -0.5682626366615295, -0.04733682796359062, -0.09663394838571548, -0.9870135188102722, 0.014503217302262783, -0.022799450904130936, 0.027805441990494728, 0.11639381945133209, -0.15136343240737915, 0.5413548946380615, 0.15563897788524628, -0.18137198686599731, -0.16348037123680115, -0.3504411280155182, 0.20304983854293823, -0.7454255223274231, 0.58115154504776, 0.3974258601665497, -0.31134846806526184, 0.26262879371643066, -0.12166088074445724, -0.05834614858031273, -0.11844152957201004, -6.25930643081665, -0.002226288430392742, -0.3828596770763397, -0.23796014487743378, -0.6363445520401001, -0.21290549635887146, 0.2448699027299881, -0.1623779982328415, 0.1824716031551361, 0.04971135035157204, -0.2954845726490021, -0.02122957445681095, -0.03389094024896622, 0.43309471011161804, 0.09807359427213669, 0.7755388617515564, 0.8277994394302368, 0.3869229853153229, 0.20133864879608154, 0.33274948596954346, -0.53412264585495, 0.21593406796455383, -0.07779589295387268, -0.12137548625469208, 0.37456730008125305, -0.20604251325130463, -0.21499119699001312, 0.6014317870140076, -0.7451300024986267, -0.30708616971969604, 0.4315740168094635, -0.20810358226299286, -0.6872937083244324, 0.16659042239189148, -0.10879924893379211, -0.0034038671292364597, 0.0684385597705841, 0.16825275123119354, -0.1358717381954193, 0.2398664802312851, 0.12878043949604034, 0.028046153485774994, -0.11393901705741882, -0.2562054395675659, 0.6986786127090454, -0.17616760730743408, -0.25971728563308716, 0.05669090896844864, 0.01747354306280613, 0.26729676127433777, 0.13115064799785614, -0.029973039403557777, 0.5496784448623657, 0.19422011077404022, 0.17062066495418549, -0.36676961183547974, 0.4609792232513428, 0.32854050397872925, -0.18013454973697662, 0.07623007893562317, 0.13271662592887878, -0.05765422806143761, 0.04971068724989891, -0.8787798881530762, -0.22569890320301056, -0.11081929504871368, -0.6295057535171509, -0.7870147228240967, 0.1595298945903778, 0.28078120946884155, -0.9823676347732544, 0.3608783483505249, 0.19434843957424164, -0.5835869908332825, 0.23378072679042816, -0.5435948371887207, -0.362405925989151, 0.018850941210985184, 0.23366928100585938, -0.2937266528606415, -0.40342026948928833, -0.4709415137767792, -0.4704456329345703, 0.49506720900535583, 0.4874747097492218, -0.2655985951423645, 0.38534054160118103, -0.21772649884223938, 0.3263363838195801, 0.3709723949432373, 0.5990448594093323, -0.11913664638996124, 0.5457249879837036, 0.009587268345057964, 0.08659659326076508, -0.004847562871873379, -0.18722009658813477, 0.49458661675453186, 0.1268635392189026, -0.31318166851997375, 0.27782028913497925, -0.28562989830970764, -1.001262903213501, -0.8701562285423279, 0.16662050783634186, 0.4334644377231598, 0.24322834610939026, -0.18690599501132965, 0.09767335653305054, -0.22163702547550201, 0.08158879727125168, 0.07136650383472443, -0.5451639890670776, -0.0022688177414238453, 0.32970374822616577, -0.16924001276493073, -0.2607588469982147, 0.3460354804992676, 0.254540354013443, 0.09194301068782806, -0.10099615156650543, 0.4019608795642853, 0.4585154950618744, 0.47365108132362366, 0.20470373332500458, -0.10737258940935135, -0.3087247610092163, -0.02753489278256893, -0.04108147695660591, 0.15520775318145752, 0.6289981603622437, 0.20501874387264252, 0.04059779644012451, 0.06147639453411102, 0.6368062496185303, 0.055861491709947586, 0.402153879404068, 0.21984492242336273, 0.16696742177009583, -0.23397290706634521, 0.22766408324241638, 0.07335759699344635, 0.21341150999069214, 0.09072245657444, 0.5570688843727112, 0.1484605073928833, 0.34123122692108154, 0.529974102973938, -0.3190663754940033, 0.15866272151470184, -0.06449902802705765, -0.6928213834762573, 0.06993000209331512, 0.10210931301116943, -0.030403533950448036, 0.12013387680053711, 0.561056911945343, 0.09486537426710129, -0.14534583687782288, -0.1905847042798996, 0.21642374992370605, -0.605355978012085, -0.7097905874252319, 0.14849911630153656, 0.5565490126609802, 0.08515986800193787, -0.7854111194610596, 0.019587663933634758, -0.037289734929800034, -0.16519944369792938, 0.00844354648143053, -0.15054938197135925, -0.5600091218948364, 0.05535638704895973, 0.2480258345603943, -0.4040182828903198, -0.038976047188043594, 0.1999654769897461, -0.2506115138530731, 0.2732994258403778, -0.14650076627731323, -0.06013229489326477, -0.607905924320221, 0.14377838373184204, 0.537314236164093, -0.11252399533987045, 0.037169214338064194, 0.25363054871559143, 0.07187413424253464, -0.21959838271141052, 0.7109237909317017, 0.02425212413072586, 0.31238865852355957, 0.14482112228870392, 0.4451233744621277, -1.009553074836731, 0.7230178713798523, -0.17923754453659058, -0.24637065827846527, -0.2809290587902069, -0.0577225424349308, 0.18155641853809357, -0.34241190552711487, 0.4333488941192627, 0.0584963895380497, -0.19905155897140503, 0.30495530366897583, 0.39210081100463867, -0.024328000843524933, 0.07625628262758255, -0.6831517219543457, -0.5677729249000549, 0.16393588483333588, -0.06114139035344124, 0.09891121089458466, 0.20263658463954926, -0.08958948403596878, -0.3354185223579407, -0.31301581859588623, 0.24892103672027588, -0.20537179708480835, -0.359555184841156, -0.03344601020216942, -0.16827455163002014, 0.2328118532896042, 0.3734332323074341, 0.5471100807189941, -0.2571735978126526, 0.051393795758485794, -0.14223384857177734, -0.4327925741672516, -0.2760140895843506, 0.6567144393920898, 0.669589102268219, -0.508869469165802, 0.19552403688430786, -0.3264133632183075, 0.8681219816207886, -0.0708162859082222, -0.2230052649974823, -0.32872533798217773, -0.21061228215694427, -0.3341026306152344, -0.41152989864349365, -0.009227544069290161, 0.48949140310287476, -0.2911999225616455, 0.33604055643081665, -0.5871067643165588, -0.18098458647727966, 0.057011738419532776, -0.06086402013897896, -0.2373172640800476, -0.11046532541513443, 0.8107617497444153, -0.017341313883662224, -0.01525403093546629, -0.1871742457151413, -0.22505894303321838, -0.00042910329648293555, 0.16191934049129486, -0.49103790521621704, -0.12987269461154938, 0.291517436504364, -0.09089551866054535, 0.13702334463596344, -0.0276128351688385, -0.5348162651062012, -0.17370566725730896, -0.33771106600761414, -0.6447860598564148, -0.07118808478116989, 0.02967388741672039, 0.605828583240509, -0.40189120173454285, 0.13949501514434814, -0.765274703502655, 0.2362891286611557, -0.7378888130187988, -0.7049198150634766, -0.6347780227661133, -0.4647885859012604, -0.005728114861994982, -0.33857080340385437, -0.11715221405029297, 0.05558990687131882, -0.045481834560632706, 0.4136822819709778, -0.016419989988207817, -0.12969890236854553, -0.5648007988929749, 0.48607075214385986, -0.32398515939712524, -0.11544422060251236, -0.14524590969085693, -0.046669747680425644, 0.005447025876492262, -0.20814748108386993, -0.32756364345550537, -0.40105387568473816, 0.22120320796966553, 0.39977824687957764, 0.5795568823814392, 0.2284039855003357, 0.5246216058731079, 0.4594224989414215, -0.3051063120365143, 0.06064877286553383, 0.617119550704956, -0.2743787467479706, 0.07170648872852325, 0.1057814434170723, 0.48902952671051025, 0.6668656468391418, -0.5567702054977417, -0.024365847930312157, 0.3425297439098358, 0.4695453643798828, -0.03975111246109009, 0.037752337753772736, -0.14913521707057953, -0.47455787658691406, 0.3252905309200287, -0.3059605062007904, -0.008576643653213978, 0.3362007737159729, 0.025304362177848816, 0.2484252154827118, -0.2522672414779663, 0.5947037935256958, 0.16138602793216705, -0.1464386135339737, -0.2867734432220459, 0.26652711629867554, 0.07112819701433182, 0.1082131564617157, -0.01207667589187622, 0.027752935886383057, -0.15086989104747772, -0.08930972963571548, 0.31267717480659485, -0.09867601841688156, -0.33110281825065613, 0.10552370548248291, -0.5438376665115356, 0.243575781583786, -0.0646621435880661, 0.5951236486434937, -0.1397208720445633, 0.20094935595989227, 0.3238637447357178, 0.41836389899253845, 0.27829715609550476, -0.7689727544784546, -0.9742767810821533, -0.30634915828704834, 0.09997577965259552, -0.17109349370002747, -0.16796395182609558, -0.011572280898690224, 0.12570197880268097, -0.05545978993177414, 0.6454089879989624, 0.3985583186149597, -0.1171485185623169, -0.15188908576965332, 0.32533594965934753, -0.19005824625492096, 0.27796095609664917, 0.08954200893640518, -0.5163785815238953, -0.172982320189476, -0.2758347690105438, 0.23045304417610168, -0.11991071701049805, -0.5025631189346313, -0.029238419607281685, -0.13604602217674255, 0.043569885194301605, 0.7228306531906128, -0.2962176501750946, 0.15247583389282227, -0.4356635510921478, -0.02887820079922676, 0.169992133975029, 0.008245449513196945, -0.08734734356403351, 0.4184441864490509, -0.4241906702518463, -0.14535969495773315, 0.015714462846517563, -0.34010982513427734, -0.024659276008605957, 0.6668478846549988, -0.5789288878440857, -0.35143014788627625, 0.5050008893013, 0.23061349987983704, 0.6570842862129211, 0.22266988456249237, 0.11411572992801666, -0.47394412755966187, -0.13375873863697052, 0.20843394100666046, -0.31614869832992554, 0.06052745506167412, -0.521500825881958, -0.407619833946228, -0.2711191475391388, 0.020226649940013885, 0.015783971175551414, 0.11560656130313873, -0.2229699194431305, 0.20493002235889435, -0.19341933727264404, 0.5048508048057556, 0.4887527525424957, 0.30256685614585876, -0.017517421394586563, -0.20310822129249573, -0.09468813985586166, -0.5872726440429688, -0.10969120264053345, 0.10285975784063339, 0.5343748331069946, 0.4455621838569641, -0.4907609224319458, 0.3399406373500824, -0.2457064986228943, 0.020173441618680954, -0.31337156891822815, -0.4173341393470764, -0.2593674659729004, 0.4341106116771698, -0.33060917258262634, 0.07478603720664978, 0.1316932886838913, 0.17983172833919525, -0.19421876966953278, -0.39518705010414124, -0.424221396446228, -0.0443122498691082, -0.20166507363319397, -0.06862218677997589, -0.05573096126317978, 0.16893813014030457, -0.2782309353351593, 0.07322531938552856, -0.3994361162185669, 0.13591773808002472, -0.06695988029241562, -0.08813744783401489, -0.0452595092356205, -0.13706240057945251, -0.39713576436042786, 0.23653919994831085, 0.1404411792755127, -0.35999801754951477, 0.021945320069789886, -0.14455626904964447 ]
Data Types are an important concept of statistics, which needs to be understood, to correctly apply statistical Niklas Donges https://towardsdatascience.com/data-types-in-statistics-347e152e8bee
Data Types in Statistics
[ -0.12531696259975433, -0.07762374728918076, -0.1369330883026123, 0.3675770163536072, -0.026539957150816917, 0.19194430112838745, 0.04762055724859238, -0.15144479274749756, -0.466403603553772, -0.05350217968225479, -0.13507679104804993, -0.36922770738601685, -0.37527066469192505, -0.003898609196767211, 0.09160050749778748, 0.6217495799064636, -0.1745671182870865, 0.08316924422979355, -0.08094733953475952, -0.2760673463344574, -0.6801448464393616, -0.7380023002624512, 0.737578809261322, -0.2935231029987335, -0.04416175186634064, -0.005418343469500542, 0.2215592861175537, 0.19447414577007294, -0.2881985902786255, 0.34569451212882996, 0.030980613082647324, 1.1679883003234863, 0.013352923095226288, 0.29783716797828674, -0.4756864011287689, -0.3021361827850342, -0.16626843810081482, -0.2898102104663849, -0.3589879274368286, -0.294986754655838, 0.08005702495574951, -0.11893261224031448, -0.22047007083892822, -0.03894815966486931, 0.05816959589719772, -0.8592967987060547, -1.3857736587524414, -0.08198295533657074, -0.4305364787578583, -0.31978967785835266, -0.027817290276288986, 0.2734889090061188, -0.2216431200504303, 0.619297444820404, -0.47114115953445435, -0.15678445994853973, -0.05459760129451752, -0.2868761420249939, 0.37514591217041016, -0.13991416990756989, 0.1669870913028717, 0.11170367151498795, -0.10799399763345718, -0.15609268844127655, 0.6589654088020325, 0.3163626492023468, 0.0277094729244709, 0.13897790014743805, 0.0023790807463228703, -0.24867795407772064, 0.1189388632774353, 0.23955348134040833, 0.43367621302604675, 0.187461718916893, 0.0077246418222785, -0.028354499489068985, 0.05400248244404793, 0.40572983026504517, 0.25564321875572205, 0.13593162596225739, -0.19439539313316345, -0.49645137786865234, 0.37713345885276794, -0.10202304273843765, 0.37180769443511963, 0.10968273878097534, -0.029283756390213966, 0.02900470234453678, -0.7136054635047913, 0.1094408929347992, 0.24959902465343475, -0.5445139408111572, 0.5231966972351074, -0.3611195683479309, 0.06408178061246872, 0.3194013833999634, 0.4753042161464691, 0.5886014103889465, -0.05354251340031624, 0.5000503659248352, -0.9602879881858826, 0.6345740556716919, -0.2343090921640396, -0.2939797341823578, -0.46733927726745605, -0.009166150353848934, -0.290370374917984, 0.025645893067121506, -0.3848385512828827, 0.3827952444553375, -0.8646060824394226, -0.15072320401668549, 0.17301282286643982, 0.2678912580013275, -0.38534462451934814, 0.4546710252761841, 0.4902384877204895, 0.0187307707965374, -0.08926981687545776, 0.3467431366443634, 0.14400583505630493, 0.6134270429611206, 0.12586162984371185, -0.21371296048164368, 0.1341690570116043, -0.15729764103889465, 0.42716261744499207, 0.3818895220756531, 0.5968842506408691, 0.8295794725418091, 0.28288477659225464, 0.5625526905059814, -0.07168351858854294, -0.024621423333883286, 0.3044978380203247, -0.610451340675354, -0.42308226227760315, 0.07286481559276581, 0.18429657816886902, 0.25982922315597534, 0.13693346083164215, -0.1506217122077942, -0.4359751343727112, -0.1980428248643875, -0.001283989753574133, 0.4086659848690033, -0.6121447086334229, 0.3305772542953491, 0.04261680319905281, -0.01568569429218769, -0.11979318410158157, 0.23097573220729828, -0.4902520775794983, 0.26140886545181274, -0.4361080825328827, 0.12751653790473938, 0.007957016117870808, -0.1454586237668991, 0.45363539457321167, 0.4194234609603882, -0.01545443944633007, 0.2846359312534332, 0.0011155923129990697, -0.4128212034702301, 0.6999698877334595, -0.02511073276400566, 0.2681875228881836, 0.6074281334877014, -0.6104057431221008, 0.10892794281244278, -0.18489281833171844, 0.09672726690769196, 0.2737686038017273, 0.17541846632957458, 0.44271570444107056, -0.2649156153202057, 0.11810991913080215, -0.33536413311958313, 0.7998219132423401, 0.22523371875286102, -0.44316327571868896, 0.11601699143648148, 0.051325246691703796, -0.3337441682815552, 0.4997907876968384, 0.27715855836868286, 0.062467992305755615, 0.13069769740104675, 0.6506212949752808, -0.0699213370680809, -0.2975374460220337, -0.3727858066558838, 0.19854241609573364, -0.5285911560058594, 0.02440681681036949, -0.22924883663654327, 0.28855833411216736, 0.414853572845459, 0.3196690082550049, 0.006123562343418598, -0.25677064061164856, -0.2861044108867645, 0.26906007528305054, -0.029987594112753868, 0.13839027285575867, 0.14045925438404083, 0.21115721762180328, -0.10139163583517075, 0.3124944567680359, 0.11265666782855988, 0.19065000116825104, 0.3358049690723419, -0.21661312878131866, -0.7201665639877319, -0.5066914558410645, -0.0930408388376236, 0.2573715150356293, 0.14590132236480713, 0.047093648463487625, 0.34502846002578735, 0.9298424124717712, -0.46435660123825073, 0.048223987221717834, 0.36464306712150574, -0.01180204562842846, 0.5892196893692017, 0.6107686758041382, -0.04317846894264221, 0.522985577583313, -0.6159806251525879, -0.42407530546188354, -0.19245317578315735, 0.4669647216796875, -1.0482568740844727, -0.4734818935394287, 0.4797472059726715, -0.5776058435440063, -0.1343664973974228, 0.047248706221580505, 0.05930161476135254, 0.12303424626588821, 0.44052207469940186, -0.17137816548347473, -0.07790566980838776, 0.14289703965187073, 0.2772323787212372, -0.43674060702323914, -0.2702922821044922, -0.44621002674102783, 0.07719283550977707, 0.26736947894096375, 0.5098631978034973, -0.3149130046367645, -0.19781163334846497, 0.08183898031711578, 0.33642786741256714, 0.02398689091205597, -0.1817837357521057, -0.24252745509147644, 0.19203591346740723, -0.23018528521060944, 0.0644456148147583, -0.26636698842048645, 0.31794366240501404, 0.09930054843425751, -0.38836556673049927, -0.15982550382614136, -0.20069685578346252, 0.14636187255382538, 0.39055803418159485, 0.3552264869213104, 0.039959654211997986, 0.11316876858472824, 0.062372952699661255, -0.04685381427407265, -1.0200892686843872, 0.07169842720031738, 0.2109050750732422, -0.31350788474082947, -0.3037867844104767, -0.07055167108774185, 0.34517690539360046, 0.3470316231250763, 0.05066799372434616, -0.07303173840045929, -0.5580841302871704, -0.1464143544435501, 0.10187708586454391, -0.05434572324156761, -0.3427811563014984, -0.05458899214863777, 0.3371666371822357, -0.11907216161489487, -0.2650606334209442, 0.010460780933499336, -0.1606137454509735, -0.23885689675807953, 0.052498139441013336, 0.14235587418079376, -0.00042849284363910556, -1.0174124240875244, 0.7497477531433105, 0.562300443649292, -0.047014761716127396, -0.08572030067443848, 0.3524549603462219, -0.8486478328704834, 0.2669108510017395, -6.152247905731201, 0.10463176667690277, -0.6119241118431091, -0.16997641324996948, -0.11617078632116318, 0.11964607238769531, 0.527763307094574, -0.15561330318450928, -0.06889577209949493, 0.36731523275375366, -0.084865503013134, -0.3467922508716583, -0.09823847562074661, 0.6968508958816528, 0.5650724768638611, 0.5440844893455505, -0.0369793102145195, 0.18612034618854523, 0.15681451559066772, 0.4734122157096863, -0.3364100158214569, 0.19984088838100433, -0.4198320508003235, 0.6608288288116455, 0.3445531725883484, -0.01712157391011715, -0.476314902305603, 0.43320217728614807, -1.0652881860733032, -0.27047082781791687, 0.2903134226799011, -0.40126776695251465, -0.6496188044548035, 0.055081408470869064, -0.23567593097686768, -0.19643571972846985, -0.2357129007577896, 0.7459602355957031, 0.1423061490058899, -0.5442244410514832, -0.08483804017305374, -0.12104040384292603, -0.4935838580131531, -0.46031996607780457, -0.053589120507240295, -0.48374369740486145, 0.0069632926024496555, 0.779533863067627, -0.4200232923030853, 0.11165959388017654, 0.4132736623287201, -0.270734041929245, -0.09157178550958633, -0.012658467516303062, 0.07409613579511642, -0.4446435272693634, 0.5367591381072998, 0.41508564352989197, -0.40932708978652954, 0.7003670930862427, 0.4498271346092224, -0.13811753690242767, -0.18928858637809753, -0.17662595212459564, -0.3695315718650818, -0.4790869653224945, -0.8548852801322937, -0.36160343885421753, 0.1439892053604126, 0.31712576746940613, -0.6583632826805115, 0.10744428634643555, 0.10049492120742798, -0.8741796016693115, 0.6031668186187744, -0.4907105267047882, -0.1054515466094017, 0.007845901884138584, 0.35597333312034607, 0.3108055293560028, -0.6316061019897461, -0.444146990776062, 0.08422678709030151, 0.22173930704593658, 0.2641873359680176, -0.052775830030441284, -0.09557397663593292, 0.10383639484643936, -0.05697351321578026, -0.027172980830073357, 0.14322207868099213, -0.24156278371810913, 0.6533529758453369, 0.04693108797073364, 0.031576529145240784, 0.008234689943492413, 0.35558462142944336, 0.36357587575912476, -0.1772429347038269, -0.6636212468147278, 0.3174992799758911, -0.35947996377944946, -0.8092731237411499, -0.8816201090812683, -0.11194809526205063, 0.2168763130903244, -0.3067604601383209, -0.008974600583314896, 0.5428745746612549, 0.07134997099637985, 0.3328078091144562, 0.4778813421726227, -0.7120248079299927, -0.439328134059906, 0.46037694811820984, -0.17923682928085327, -0.467087984085083, 0.17965856194496155, 0.4627284109592438, 0.15205316245555878, -0.168043851852417, -0.12294851988554001, -0.4418278932571411, 0.4815436601638794, 0.08866308629512787, -0.054450761526823044, -0.019420884549617767, 0.5400909185409546, -0.2851463258266449, -0.0012925369665026665, 0.35784783959388733, 0.4224514961242676, -0.10335778445005417, -0.04583244025707245, 0.26288941502571106, -0.08385281264781952, 0.16184058785438538, 0.07530461996793747, 0.41976773738861084, -0.5501919388771057, 0.7601377367973328, 0.04199662059545517, 0.4210403561592102, 0.2914983630180359, 0.26762738823890686, -0.12553992867469788, -0.005744940601289272, 0.26183703541755676, 0.21252018213272095, -0.2153434157371521, 0.30451032519340515, 0.009603222832083702, 0.166097953915596, -0.08825890719890594, -0.336117148399353, 0.26357463002204895, 0.2346479445695877, -0.1530800461769104, 0.24353915452957153, -0.6907454133033752, 0.24777331948280334, -0.39331933856010437, -0.8960278034210205, -0.36241865158081055, 0.11931739747524261, -0.09881439059972763, -0.4753495156764984, 0.17948079109191895, 0.1259177327156067, 0.33983415365219116, 0.22474898397922516, -0.6194891333580017, -0.21619555354118347, 0.23822806775569916, 0.029227538034319878, -0.02692500129342079, 0.19219760596752167, -0.02559627592563629, -0.22740358114242554, 0.2422657012939453, 0.01876768469810486, 0.1115727573633194, -0.6076251268386841, 0.7269197702407837, 0.3438800871372223, 0.3358493447303772, 0.3676323890686035, 0.41665440797805786, -0.35389208793640137, -0.3076924681663513, 0.22720691561698914, -0.150702565908432, 0.4249209463596344, 0.4260534644126892, 0.48638397455215454, -0.8175789713859558, 0.28642144799232483, -0.02170846424996853, -0.44300249218940735, -0.2968396842479706, 0.04372859373688698, 0.06677602231502533, 0.4210943877696991, 0.15801244974136353, 0.35235321521759033, -0.28166499733924866, 0.15340200066566467, -0.05234348401427269, 0.06303739547729492, -0.03639065846800804, -0.47876861691474915, -0.6750545501708984, 0.007156965788453817, 0.25264546275138855, 0.04439353570342064, 0.3467179536819458, -0.2262060046195984, -0.5098605751991272, -0.02269809879362583, 0.1362105756998062, -0.28894874453544617, -0.07081960886716843, -0.2038596123456955, -0.3878820538520813, 0.12083309888839722, 0.15205727517604828, 0.45160818099975586, -0.5842518210411072, 0.5509307980537415, -0.0026641751173883677, -0.15155865252017975, -0.5849116444587708, 0.3552968204021454, 0.5710415244102478, -0.5201977491378784, -0.17414060235023499, 0.09688371419906616, 0.9437090754508972, 0.045611340552568436, -0.8258610963821411, -0.5930874347686768, -0.2288024127483368, -0.3435695469379425, -0.5592919588088989, 0.06411629170179367, 0.087040476500988, -0.10560857504606247, -0.19001567363739014, -0.46971333026885986, 0.2331862896680832, -0.2876770794391632, -0.3445222079753876, -0.35226690769195557, 0.014684457331895828, 1.0473783016204834, 0.24266794323921204, -0.11908097565174103, -0.3743863105773926, 0.011812392622232437, 0.1774609386920929, 0.11629942804574966, -0.20472843945026398, 0.05439472571015358, 0.6935062408447266, -0.12246264517307281, 0.07320959120988846, -0.006588849239051342, -0.02330728806555271, 0.15025189518928528, -0.304696649312973, -0.8690576553344727, -0.15224367380142212, -0.07327427715063095, 0.44103941321372986, -0.15718387067317963, 0.03465412184596062, -0.14445963501930237, 0.22957909107208252, -0.5357428789138794, -0.20473125576972961, -0.7014591693878174, -0.43146568536758423, 0.22688527405261993, 0.06307385861873627, -0.2202662229537964, -0.00535343773663044, -0.4044051468372345, 0.23861005902290344, 0.092717245221138, 0.43823379278182983, -0.3324832320213318, 0.3030320107936859, -0.5889069437980652, 0.03794756904244423, -0.007005057297646999, -0.11890561133623123, -0.03925905004143715, -0.2118247151374817, 0.09043268859386444, -0.5876590013504028, -0.03301309049129486, 0.5854746103286743, 0.3058719336986542, -0.1387908160686493, 0.3173771798610687, 0.5546589493751526, -0.2010059505701065, -0.22467128932476044, -0.034270334988832474, -0.21844494342803955, -0.14126862585544586, 0.24841295182704926, 0.16086260974407196, 0.14714877307415009, -0.30132701992988586, -0.36600714921951294, -0.09602609276771545, 0.5077853202819824, 0.37238678336143494, 0.21405650675296783, -0.10981636494398117, -0.09588051587343216, 0.6591588258743286, -0.28058332204818726, -0.6228191256523132, 0.7043054103851318, 0.008139044046401978, 0.06138351187109947, 0.007230647373944521, 0.6869511008262634, 0.3869558572769165, 0.294415146112442, -0.3108921945095062, 0.21276812255382538, -0.19428832828998566, 0.05233709141612053, -0.15100601315498352, -0.3358987271785736, 0.43763166666030884, -0.18442058563232422, 0.2654728591442108, 0.011305109597742558, 0.4658701419830322, 0.3429926633834839, -0.5612939596176147, 0.13235323131084442, 0.19104209542274475, 0.49502432346343994, -0.023258306086063385, 0.08237326145172119, 0.014062093570828438, 0.2905767560005188, 0.39940741658210754, -0.6362742185592651, -0.6697267293930054, -0.24000631272792816, -0.013924213126301765, -0.417129784822464, -0.18271365761756897, 0.302053302526474, 0.23879915475845337, 0.07458578795194626, 0.2186390906572342, 0.2187402993440628, 0.46558719873428345, -0.02717537246644497, 0.657112181186676, -0.29535529017448425, 0.48308929800987244, 0.36404475569725037, -0.12907712161540985, -0.2788339853286743, -0.4686565399169922, 0.5951438546180725, 0.0526590533554554, -0.36229443550109863, 0.19025592505931854, 0.16352242231369019, -0.13800957798957825, 0.353344202041626, -0.15726271271705627, 0.443193644285202, -0.4744076430797577, -0.18391112983226776, 0.47851118445396423, -0.2068207710981369, -0.004588673822581768, 0.4824587106704712, -0.12295421212911606, 0.2142035812139511, 0.09609316289424896, -0.11043819040060043, 0.3407926559448242, 0.12393137812614441, 0.0009964118944481015, -0.6085097193717957, 0.12243899703025818, 0.17067231237888336, 0.6226525902748108, 0.10551565885543823, 0.004106908105313778, -0.5983620285987854, 0.01411641575396061, -0.19420376420021057, -0.3043302595615387, 0.10725847631692886, 0.211385577917099, 0.13739044964313507, 0.0350203663110733, 0.2533915042877197, 0.2685833275318146, 0.05874144658446312, -0.18202757835388184, 0.13994285464286804, -0.14011681079864502, 0.22165928781032562, 0.2553711533546448, -0.07151863723993301, -0.35232987999916077, -0.38996249437332153, -0.2422269731760025, -0.5214855074882507, 0.2986145615577698, -0.1078033298254013, 0.21423017978668213, 0.3646070063114166, -0.31428980827331543, 0.09797162562608719, -0.13984337449073792, 0.22653062641620636, -0.4705982506275177, -0.22449712455272675, -0.19470545649528503, 0.3656079173088074, -0.43378132581710815, -0.20037409663200378, 0.09569568932056427, -0.1984550654888153, -0.04396549612283707, -0.1664523333311081, -0.18201881647109985, -0.1549115926027298, -0.12090301513671875, 0.4823659062385559, 0.01917882449924946, 0.46475011110305786, -0.16276729106903076, -0.07122791558504105, -0.6165056228637695, 0.6943509578704834, 0.03749659284949303, 0.13385124504566193, -0.053021226078271866, -0.2476501613855362, -0.2822529971599579, 0.195558100938797, 0.04735643044114113, -0.3088027536869049, -0.17008823156356812, -0.2545926570892334 ]
My effort to liberate data from spreadsheets William Koehrsen https://towardsdatascience.com/data-visualization-hackathon-style-c6dcaabbf626
Data Visualization Hackathon Style
[ 0.26750487089157104, 0.08003229647874832, 0.07579214125871658, 0.10212855041027069, -0.029852278530597687, -0.25014862418174744, -0.11109447479248047, -0.14372849464416504, -0.12056614458560944, -0.14023040235042572, -0.5278218388557434, -0.03933217003941536, -0.14935873448848724, -0.129757359623909, -0.30268150568008423, 0.3982011377811432, -0.15423142910003662, -0.09007790684700012, -0.006611609365791082, -0.12392855435609818, -0.3970545828342438, -0.7053835988044739, 0.4830116927623749, -0.3311149477958679, -0.0017625970067456365, -0.13770855963230133, 0.5678117275238037, -0.030761072412133217, -0.7925822138786316, 0.07799948006868362, 0.014192266389727592, 0.2226196676492691, 0.28488215804100037, -0.054340094327926636, -0.26575767993927, -0.26977860927581787, -0.3345765173435211, -0.10993758589029312, -0.13103583455085754, -0.4834177792072296, -0.13134482502937317, 0.1328151375055313, -0.013300236314535141, 0.4995397627353668, -0.0554967038333416, -0.48123815655708313, -1.6151372194290161, 0.3551494777202606, -0.691272497177124, 0.041276272386312485, -0.2219611406326294, 0.7293991446495056, 0.12772203981876373, 0.3656708300113678, -0.48686483502388, 0.023950640112161636, 0.13085190951824188, -0.5570950508117676, 0.025495488196611404, -0.13323716819286346, 0.0718037560582161, 0.22649618983268738, 0.08682871609926224, 0.26563453674316406, 0.28272315859794617, 0.3214884102344513, -0.06374577432870865, 0.29450559616088867, -0.2346617430448532, -0.06627830862998962, 0.10073938965797424, 0.2227579802274704, -0.04550763592123985, 0.10095379501581192, -0.2069474160671234, 0.28988319635391235, 0.47965627908706665, 0.3587650656700134, 0.3443445861339569, 0.019197603687644005, -0.19262917339801788, 0.09357962012290955, 0.30479976534843445, 0.3815397024154663, 0.308226615190506, 0.1285751909017563, -0.1938537359237671, -0.10099419951438904, -0.5044330954551697, -0.22990013659000397, -0.2646808624267578, -0.2767159044742584, 0.13029281795024872, -0.14090979099273682, 0.5667367577552795, 0.18180839717388153, 0.257301926612854, 0.4811016619205475, -0.604942262172699, 0.4675644338130951, -0.6242725849151611, 0.46939343214035034, -0.28788480162620544, -0.3609156310558319, -0.1711399257183075, 0.21460898220539093, -0.3773965835571289, -0.18055430054664612, -0.2518235743045807, 0.5005764365196228, -0.43131983280181885, 0.0036897221580147743, 0.009799227118492126, -0.044597070664167404, -0.169549822807312, 0.5774286389350891, 0.23796668648719788, 0.02601507678627968, -0.3509335517883301, -0.2758543789386749, -0.2786766290664673, 0.8927652835845947, 0.13145484030246735, -0.07370030134916306, 0.2932561933994293, 0.12175778299570084, 0.1437750905752182, 0.5206102132797241, 0.3424648344516754, 0.6464583277702332, 0.4384534955024719, 0.43301892280578613, 0.2016983926296234, -0.1888304054737091, 0.2171979546546936, -0.5139726996421814, 0.18546836078166962, 0.09788019955158234, 0.37898769974708557, -0.006316373590379953, 0.16965286433696747, -0.5076627135276794, -0.5757989287376404, -0.27858221530914307, -0.295299232006073, -0.06932982057332993, -0.058983270078897476, 0.3739090859889984, -0.42266616225242615, -0.13526427745819092, -0.34472113847732544, 0.29046550393104553, -0.6139187216758728, -0.4068588316440582, -0.008742781355977058, 0.4269556403160095, 0.15897619724273682, -0.41694673895835876, 0.5268458724021912, 0.24793973565101624, -0.08160459995269775, 0.273516446352005, -0.3131929934024811, -0.26697883009910583, 0.8823856711387634, -0.12415125966072083, 0.1540696918964386, 0.37641972303390503, -0.08677176386117935, -0.0769537091255188, -0.19587062299251556, -0.17059765756130219, 0.026410730555653572, -0.11731560528278351, 0.3472118377685547, 0.32631510496139526, 0.39381152391433716, -0.2670682370662689, 0.26847293972969055, 0.06014395132660866, -0.49626046419143677, 0.19531604647636414, -0.07156898081302643, -0.34140849113464355, 0.17840927839279175, -0.11422926187515259, 0.577130913734436, 0.1451421082019806, 0.05919819325208664, 0.133391872048378, -0.5792081356048584, -0.3167791962623596, 0.42881613969802856, -0.7345473766326904, 0.8348128199577332, -0.14977498352527618, -0.4202713668346405, 0.7841557860374451, 0.15842939913272858, 0.12002496421337128, -0.06283426284790039, 0.06942000240087509, 0.2514097988605499, -0.147415429353714, 0.18503634631633759, -0.3451402187347412, 0.1509692668914795, -0.005757095757871866, -0.001395396888256073, 0.29719078540802, 0.34878507256507874, 0.14530736207962036, 0.01967035047709942, -0.45452940464019775, -0.3460153639316559, -0.02439241297543049, 0.3245733380317688, 0.25296133756637573, 0.07086491584777832, 0.20877906680107117, 0.8121394515037537, -0.4387844204902649, -0.2699299454689026, 0.3604797124862671, 0.06175479292869568, 0.9191369414329529, 0.338959276676178, 0.06760741770267487, 0.6004709005355835, -0.15902981162071228, -0.32970130443573, -0.25916343927383423, 0.17651881277561188, -0.5704875588417053, -0.4887905418872833, 0.011331761255860329, -0.023396899923682213, 0.04436248540878296, 0.17393146455287933, 0.037908025085926056, 0.3129945397377014, 0.13275916874408722, -0.2143493890762329, -0.045705363154411316, -0.03734561428427696, 0.034442417323589325, -0.305876225233078, 0.1617918312549591, -0.19004009664058685, 0.22068798542022705, 0.34947818517684937, 0.986950159072876, -0.23531416058540344, -0.6744545102119446, -0.21137988567352295, 0.47977492213249207, -0.3370484709739685, -0.3431905210018158, -0.1176823228597641, 0.7824636101722717, -0.4738937020301819, 0.2700570523738861, -0.4264584481716156, 0.6497045159339905, 0.34714585542678833, -0.4291895925998688, 0.13797108829021454, -0.5707687139511108, 0.15163353085517883, 0.24775661528110504, 0.19367428123950958, 0.0700092688202858, -0.28777623176574707, 0.4722573161125183, 0.12482795864343643, -0.7310013175010681, 0.07527756690979004, -0.055266156792640686, -0.38001126050949097, -0.5142636299133301, 0.05005919188261032, 0.3775239586830139, 0.3129015564918518, -0.06781312078237534, 0.06738691031932831, -0.6059754490852356, 0.1256660372018814, 0.11999640613794327, -0.38338449597358704, 0.12967796623706818, -0.3014926314353943, 0.3562455177307129, -0.12932418286800385, -0.351256400346756, -0.1819632649421692, 0.10200487077236176, 0.33194977045059204, -0.18136608600616455, -0.1034509465098381, 0.03959501162171364, -0.7305352091789246, 0.318576842546463, 0.40705937147140503, -0.26221963763237, 0.15107962489128113, -0.022505348548293114, -0.42014193534851074, 0.11555246263742447, -6.324664115905762, -0.12689320743083954, -0.48409122228622437, -0.23855100572109222, -0.255031943321228, -0.02219201810657978, 0.1470230668783188, -0.21460837125778198, 0.07242608815431595, -0.37919163703918457, -0.387983500957489, -0.2837902903556824, -0.03428371250629425, 0.35999947786331177, -0.19804269075393677, 0.6328185200691223, 0.33365973830223083, -0.0790092870593071, 0.4059749245643616, 0.3670533299446106, -0.3320680260658264, 0.2453184574842453, 0.14862647652626038, 0.5111469626426697, 0.40182027220726013, -0.07177320122718811, -0.5371721982955933, 0.5910383462905884, -0.16742317378520966, -0.016199331730604172, 0.5215863585472107, -0.3515889048576355, -0.6576955318450928, 0.7466016411781311, -0.19871675968170166, -0.11845385283231735, 0.12352880835533142, 0.22141733765602112, 0.07569678872823715, -0.5379365086555481, 0.0889270231127739, 0.375232070684433, -0.3187001943588257, -0.5140827894210815, 0.4357648491859436, -0.3148365318775177, -0.21394793689250946, 0.24446359276771545, 0.13642068207263947, -0.06273069232702255, 0.017076358199119568, -0.28278741240501404, 0.27926185727119446, 0.3931943476200104, 0.008353492245078087, -0.7672117352485657, 0.6495169401168823, 0.316209077835083, -0.2643364667892456, 0.09309311956167221, 0.4912433922290802, -0.2938697636127472, -0.17935532331466675, -0.9793570637702942, -0.5754104852676392, -0.2849687933921814, -0.686038076877594, -0.48198774456977844, -0.07898159325122833, 0.19539298117160797, -0.8303865194320679, 0.22135232388973236, -0.06420933455228806, -0.7546053528785706, 0.700121283531189, -0.4715989828109741, -0.3337823450565338, -0.1816454529762268, 0.33513766527175903, -0.057969044893980026, -0.32877984642982483, -0.5949282050132751, -0.02352599985897541, 0.21665135025978088, -0.005479315761476755, -0.2851078510284424, 0.2611028552055359, 0.23167309165000916, 0.019129419699311256, 0.4297338128089905, 0.2301260381937027, -0.13967807590961456, 0.2981908619403839, -0.03748181834816933, 0.34830936789512634, 0.07908199727535248, 0.4775288999080658, 0.10986223071813583, 0.1763027459383011, -0.30229008197784424, 0.6313667893409729, -0.19363906979560852, -1.0593926906585693, -0.7208084464073181, -0.08389987796545029, 0.08489510416984558, -0.2259601205587387, -0.21304570138454437, 0.6427894830703735, 0.27857980132102966, -0.14800868928432465, 0.33530551195144653, -0.7789461612701416, -0.07567384839057922, 0.3205013871192932, 0.05030617117881775, -0.6993548274040222, -0.17963919043540955, 0.25172728300094604, -0.07396429777145386, -0.1622643619775772, -0.13872475922107697, -0.3884803056716919, 0.5358486771583557, 0.5843033194541931, -0.06117502599954605, -0.006279774941504002, 0.35864588618278503, 0.10667157918214798, -0.05015900358557701, 0.3511592447757721, -0.16091208159923553, -0.14079540967941284, 0.07869204878807068, 0.28823724389076233, 0.18982185423374176, 0.32788047194480896, 0.003578107338398695, 0.2059469074010849, -0.6394978165626526, 0.409084290266037, 0.047142934054136276, 0.06496263295412064, 0.36028334498405457, 0.3741615414619446, 0.01996930129826069, -0.06387412548065186, 0.4775896370410919, -0.1375318020582199, 0.19018253684043884, 0.14676910638809204, -0.23218640685081482, 0.04792741313576698, 0.1973675638437271, 0.023977864533662796, 0.17234568297863007, 0.3164385259151459, 0.33554187417030334, 0.38770633935928345, -0.5025427341461182, -0.09463072568178177, -0.3120451867580414, -0.49613144993782043, 0.013580100610852242, -0.027610784396529198, -0.1763024479150772, -0.6611582040786743, 0.10615194588899612, 0.01150500774383545, -0.16232898831367493, -0.15288138389587402, 0.06611187756061554, -0.4238874912261963, -0.0793275311589241, 0.13323594629764557, -0.37340816855430603, 0.1619178205728531, 0.3595643639564514, 0.07057150453329086, 0.32796046137809753, -0.22287236154079437, -0.3664674162864685, 0.038177695125341415, 0.7140500545501709, 0.5369022488594055, -0.10463254898786545, 0.23136939108371735, 0.5996389389038086, -0.3125121295452118, -0.14613792300224304, 0.28348308801651, 0.3724480867385864, 0.23624084889888763, 0.1902543157339096, 0.04142695665359497, -0.6078523993492126, 0.44496631622314453, 0.07939190417528152, -0.1491839587688446, -0.3384466767311096, 0.2520604729652405, 0.3828314542770386, -0.0783141553401947, 0.38170337677001953, 0.21685416996479034, -0.04171895980834961, 0.1989060789346695, -0.27995067834854126, -0.14019350707530975, -0.05805623531341553, -0.33131274580955505, -0.3635304868221283, 0.12995733320713043, -0.19676800072193146, -0.08668173104524612, 0.1433929055929184, -0.2210177332162857, -0.5608033537864685, -0.14988966286182404, 0.5246139168739319, -0.003331531537696719, 0.024550363421440125, -0.24432812631130219, 0.11731371283531189, 0.1619110405445099, 0.20947541296482086, 0.22085505723953247, -0.3020619750022888, 0.15264254808425903, -0.11651235073804855, 0.42774447798728943, -0.39983460307121277, 0.36427798867225647, 0.44914406538009644, -0.1880948394536972, -0.13868196308612823, -0.2226531207561493, 0.9832311272621155, 0.13468171656131744, -0.6800000667572021, -0.22029133141040802, -0.12474272400140762, -0.43451324105262756, -0.24276240170001984, 0.21625187993049622, 0.34857821464538574, -0.20125499367713928, 0.00698620593175292, -0.7173752784729004, 0.25207993388175964, 0.3881756663322449, -0.19117212295532227, -0.487278550863266, -0.1258077323436737, 0.718416690826416, -0.14133255183696747, -0.3706689178943634, -0.0814320370554924, -0.2009686380624771, 0.037798888981342316, 0.10257373005151749, 0.031070854514837265, -0.42240551114082336, 0.697482705116272, -0.1315525621175766, 0.27558910846710205, 0.046558793634176254, -0.2021208554506302, -0.015477659180760384, -0.42562010884284973, -1.118585467338562, 0.15217790007591248, -0.26330769062042236, 0.6041056513786316, -0.16668570041656494, -0.08860774338245392, -0.09601710736751556, 0.09978610277175903, -0.39942800998687744, -0.3627738952636719, -0.2188609540462494, -0.38555875420570374, -0.088006392121315, -0.07464387267827988, -0.12213467061519623, -0.01234321016818285, 0.1297185868024826, 0.32603245973587036, -0.1638386845588684, 0.16542021930217743, -0.20561601221561432, 0.3620389997959137, -0.10162432491779327, -0.14177320897579193, -0.19934415817260742, 0.32654866576194763, 0.1271001398563385, -0.23507213592529297, -0.06836600601673126, -0.09120169281959534, 0.09095761179924011, 0.3166613280773163, 1.1246165037155151, -0.30178102850914, 0.6017522811889648, 0.5896905064582825, -0.3145805597305298, -0.19332395493984222, 0.1828637421131134, 0.07125162333250046, 0.23976437747478485, 0.02623877115547657, 0.30438733100891113, 0.34367960691452026, -0.35007327795028687, -0.1545080691576004, 0.08479184657335281, 0.2038605809211731, 0.15631696581840515, -0.03428914397954941, -0.2752473056316376, -0.11532451212406158, 0.4667910933494568, -0.28907766938209534, -0.04058443009853363, 0.4417276382446289, -0.08153840899467468, 0.005996900610625744, 0.10311517864465714, 0.34992411732673645, 0.2668706476688385, 0.3766076862812042, -0.14630527794361115, 0.1319226324558258, -0.11222779750823975, -0.2118058055639267, -0.021780110895633698, 0.06156958267092705, 0.17423014342784882, -0.16008388996124268, 0.23014898598194122, -0.076024129986763, 0.024903230369091034, 0.03809838742017746, -0.36035603284835815, 0.19217614829540253, -0.09554626792669296, 0.3671470582485199, 0.05651799961924553, 0.30161431431770325, 0.15869060158729553, 0.33179911971092224, 0.039405837655067444, -0.4589897692203522, -0.4077942967414856, -0.49807608127593994, 0.2773095965385437, 0.2632608413696289, -0.23210744559764862, 0.2686532735824585, 0.3457557260990143, 0.271841436624527, 0.1500638872385025, -0.03988054394721985, -0.11935529112815857, 0.11763569712638855, 0.47050735354423523, 0.1644447296857834, 0.18067046999931335, 0.6834317445755005, -0.010311936028301716, -0.20757028460502625, -0.22961430251598358, 0.1913091540336609, -0.21864968538284302, -0.30949562788009644, 0.3828026354312897, 0.055099017918109894, 0.000726907339412719, 0.5330369472503662, -0.3137274384498596, 0.13137994706630707, -0.5037513375282288, 0.24881459772586823, 0.346904456615448, -0.15275603532791138, -0.10488198697566986, 0.38497671484947205, -0.021892894059419632, -0.3449130952358246, -0.27311697602272034, -0.45975905656814575, 0.22985780239105225, 0.16955818235874176, -0.14219292998313904, -0.0079973628744483, 0.1855771541595459, 0.3981044590473175, 0.5799968838691711, 0.18243491649627686, -0.34077760577201843, -0.0903734564781189, -0.15807686746120453, 0.10682797431945801, -0.13741113245487213, 0.03887852653861046, -0.26081109046936035, -0.14703871309757233, -0.3583182096481323, 0.07339400798082352, -0.31499478220939636, 0.13522101938724518, -0.34657976031303406, 0.15401893854141235, -0.38200050592422485, 0.1635797917842865, -0.053638264536857605, -0.05554213002324104, -0.3166230618953705, -0.2069701850414276, -0.03262631595134735, -0.0455508828163147, 0.11610719561576843, 0.04941306635737419, -0.0946638211607933, 0.6230339407920837, -0.3159826993942261, 0.06901000440120697, -0.21465569734573364, -0.007302777376025915, -0.033062372356653214, -0.45401957631111145, -0.1323806643486023, 0.41049543023109436, -0.46726083755493164, 0.2246505469083786, 0.03889346122741699, -0.17680814862251282, -0.06572727859020233, -0.3687521517276764, -0.16868239641189575, -0.2727952003479004, -0.06344912201166153, 0.24862727522850037, -0.3996807038784027, 0.3696025013923645, -0.18761546909809113, 0.14941829442977905, -0.5382189750671387, 0.4504363238811493, 0.0476921871304512, 0.4179154634475708, -0.31118783354759216, -0.3660386800765991, -0.056030891835689545, 0.5168927311897278, -0.21287699043750763, -0.5940581560134888, -0.17054453492164612, -0.010445025749504566 ]
Friday Open Sourcery Training: Volume# 9 Alex Wilson https://towardsdatascience.com/data-visualization-with-d3-js-dimple-be001bca3499
Data Visualization with D3.js & Dimple
[ -0.028032217174768448, 0.04841647297143936, 0.43007218837738037, -0.14401522278785706, 0.008314881473779678, -0.01685240864753723, -0.0517040491104126, 0.3030615448951721, -0.3484615087509155, -0.050033025443553925, -0.343578577041626, -0.16117554903030396, -0.015249676071107388, -0.23100964725017548, -0.033050402998924255, 0.5310611724853516, -0.16437378525733948, -0.011208419688045979, 0.06382796913385391, -0.017432494089007378, -0.47949206829071045, -0.6485608220100403, 0.5977862477302551, -0.3997012972831726, -0.10656590014696121, -0.08235926181077957, 0.5642725825309753, 0.18150445818901062, -0.37999051809310913, 0.21125318109989166, -0.4729961156845093, 0.3008957505226135, 0.3916451334953308, -0.018415315076708794, -0.2383313626050949, 0.08815707266330719, -0.45993053913116455, -0.12359854578971863, -0.17830342054367065, 0.11703949421644211, -0.5639392733573914, -0.2724938988685608, -0.5480527877807617, 0.22797365486621857, 0.1108151227235794, -0.32988598942756653, -1.627619981765747, -0.06680435687303543, -0.2760193943977356, 0.04831015318632126, -0.2537543773651123, 0.6076654195785522, 0.06529979407787323, -0.031165000051259995, -0.4489372968673706, -0.09642568230628967, 0.21548354625701904, -0.21965715289115906, -0.05092891305685043, -0.20331479609012604, 0.11425375938415527, 0.107515349984169, 0.009485173970460892, 0.33004987239837646, 0.22559641301631927, 0.1007012352347374, -0.11380919814109802, 0.4560985863208771, -0.015310535207390785, 0.1787056177854538, 0.15753252804279327, 0.3852517008781433, -0.28465595841407776, -0.04856002330780029, 0.10155648738145828, 0.34040412306785583, 0.30303797125816345, 0.12370365858078003, 0.5454556941986084, 0.19634662568569183, -0.04189227148890495, -0.44160816073417664, 0.5432612299919128, 0.318704217672348, 0.11532565206289291, 0.37021538615226746, -0.3023470342159271, -0.028726154938340187, -0.45513424277305603, 0.28722497820854187, -0.439789354801178, -0.12607809901237488, 0.23100489377975464, -0.0384921059012413, 0.3579193353652954, 0.3131033778190613, 0.38515540957450867, 0.2105950266122818, -0.5037987232208252, -0.11295269429683685, -0.5624422430992126, 0.5814239978790283, -0.049554333090782166, -0.24563901126384735, -0.2839197516441345, 0.11473190039396286, -0.39845794439315796, -0.5416654348373413, -0.27406418323516846, 0.3230683505535126, -0.5930460095405579, 0.30892413854599, 0.07129716128110886, 0.07496147602796555, 0.01709562912583351, 0.7621582746505737, 0.1612713485956192, 0.0896747037768364, -0.2562025487422943, -0.09764809906482697, -0.2784383296966553, 0.6702961921691895, 0.24996739625930786, -0.06272772699594498, 0.0769617110490799, 0.3287809193134308, -0.24524056911468506, 0.03287385031580925, 0.46282628178596497, 0.6077685952186584, 0.2890182137489319, -0.28681713342666626, -0.04172522574663162, 0.035175591707229614, 0.07456039637327194, -0.5257982611656189, 0.08097109198570251, -0.1887931227684021, 0.29014381766319275, 0.24190235137939453, -0.21403126418590546, -0.00965353474020958, -0.34245336055755615, -0.2758800983428955, 0.16223260760307312, -0.04890509694814682, -0.09129682183265686, 0.3749672770500183, -0.8024811148643494, 0.0777517631649971, -0.18373875319957733, 0.2466772198677063, -0.39548689126968384, -0.42428451776504517, -0.3447895050048828, 0.35752543807029724, -0.05629922077059746, 0.0073193819262087345, 0.3064108192920685, 0.4441104531288147, 0.09203846752643585, 0.28302374482154846, -0.1260911524295807, -0.05519181117415428, 1.058828592300415, 0.1603633314371109, 0.5329686999320984, -0.18776527047157288, -0.20082689821720123, -0.34598711133003235, -0.06353267282247543, -0.013607035391032696, 0.3038822412490845, -0.3312682807445526, 0.0765053853392601, 0.0759660080075264, 0.34934961795806885, -0.06463335454463959, 0.20934736728668213, -0.29685673117637634, -0.5510969161987305, -0.08448957651853561, 0.5301389694213867, -0.006504442077130079, 0.24139070510864258, -0.5206269025802612, 0.19173946976661682, 0.032963890582323074, 0.13145042955875397, 0.3803541660308838, -0.28578078746795654, -0.2201172411441803, 0.3524113595485687, -0.5288286209106445, 0.5160254240036011, -0.2571701109409332, -0.23319031298160553, 0.6540630459785461, 0.19816897809505463, 0.28698137402534485, -0.1192936822772026, -0.15637019276618958, -0.2859351336956024, 0.3011144697666168, 0.19303131103515625, -0.06574420630931854, 0.03010953590273857, 0.4024091064929962, -0.156778946518898, 0.2717525362968445, 0.020977690815925598, -0.276847243309021, -0.12147911638021469, -0.12274926900863647, -0.10767052322626114, -0.18305569887161255, 0.2616850733757019, -0.1958979219198227, 0.03732852265238762, 0.36842772364616394, 0.4821180999279022, 0.024336552247405052, -0.27213382720947266, 0.051670365035533905, 0.3006874918937683, 0.6264558434486389, 0.6570503115653992, 0.015199143439531326, 0.34693920612335205, -0.1210845410823822, -0.24516871571540833, -0.257958322763443, -0.0058317044749855995, -0.5521440505981445, -0.10337373614311218, 0.1909630447626114, -0.3714538514614105, -0.23325680196285248, -0.027186091989278793, -0.1757243275642395, 0.18230122327804565, 0.11386816203594208, 0.22212037444114685, -0.03189518675208092, 0.021199407055974007, 0.11647139489650726, 0.2373758852481842, 0.18934251368045807, -0.14278647303581238, -0.05950000137090683, 0.22783538699150085, 0.26996418833732605, -0.09900785237550735, -0.12759529054164886, 0.004492667969316244, 0.17495454847812653, -0.43858006596565247, -0.40821897983551025, -0.051232680678367615, 0.6433406472206116, -0.1538025587797165, 0.1528315246105194, -0.4404100477695465, 0.32787027955055237, 0.26193222403526306, -0.6289458274841309, -0.16176193952560425, -0.4942508041858673, 0.293407678604126, 0.26591190695762634, 0.31800079345703125, -0.1847863346338272, 0.0007176127983257174, -0.024024218320846558, 0.1206507459282875, -1.1260180473327637, 0.5306761860847473, -0.24719412624835968, -0.2510867714881897, -0.33798840641975403, 0.26386332511901855, 0.4726313054561615, 0.13233621418476105, 0.07851771265268326, -0.3940872550010681, -0.6504203081130981, -0.41425520181655884, 0.4207957983016968, -0.18739739060401917, -0.31420883536338806, -0.20697090029716492, 0.28911668062210083, 0.2509375810623169, -0.11728177964687347, -0.13647054135799408, 0.2978706955909729, 0.25811657309532166, -0.29172053933143616, -0.062271371483802795, 0.33970004320144653, -0.5577763915061951, 0.21087157726287842, 0.5332517623901367, -0.3223356604576111, 0.03241565451025963, -0.06318865716457367, -0.4495494067668915, -0.16727815568447113, -6.318422317504883, -0.009401893243193626, -0.7695911526679993, -0.3579912781715393, -0.2246563881635666, -0.19121499359607697, 0.35819289088249207, 0.06664642691612244, 0.15677140653133392, 0.01017061434686184, -0.6817178726196289, -0.12090516090393066, -0.05549471825361252, 0.41269469261169434, 0.3213163912296295, 0.5944966673851013, 0.48951807618141174, 0.1449967920780182, 0.3556101620197296, 0.6549994349479675, -0.5222281813621521, 0.23510311543941498, -0.35771551728248596, 0.4420039653778076, 0.4059074819087982, 0.023729274049401283, -0.36614423990249634, 0.33075612783432007, -0.2615375220775604, 0.04016506299376488, 0.6440580487251282, -0.1798376441001892, -0.9244811534881592, 0.3239278197288513, -0.2513761818408966, -0.1386692374944687, -0.14199452102184296, 0.22711408138275146, 0.14360907673835754, -0.45485955476760864, 0.2502259910106659, 0.23614101111888885, -0.6129030585289001, -0.5695292353630066, 0.27137741446495056, -0.3710707128047943, -0.19041217863559723, 0.5852771401405334, 0.14652006328105927, -0.07558411359786987, 0.11715760827064514, 0.006465415004640818, 0.02066991478204727, -0.1172071099281311, -0.2194737195968628, -0.5018136501312256, 0.30091071128845215, 0.4225050210952759, -0.28474950790405273, -0.13336670398712158, 0.3954145908355713, -0.38090452551841736, -0.26237133145332336, -0.5684590339660645, -0.2478003352880478, -0.07462568581104279, -0.3845471739768982, -0.14833605289459229, 0.16252173483371735, 0.1512974053621292, -0.6755287647247314, 0.3583458662033081, -0.3029778003692627, -0.7856032252311707, 0.2782922685146332, -0.33004504442214966, -0.3879491090774536, 0.084633968770504, 0.04838208109140396, -0.16478082537651062, -0.33495888113975525, -0.28446871042251587, 0.3021423816680908, 0.6686758995056152, 0.20371489226818085, -0.2294914871454239, 0.2564629316329956, 0.43901652097702026, -0.05651978403329849, 0.18533755838871002, 0.5146480202674866, -0.1186801865696907, 0.40354475378990173, 0.260788232088089, 0.18318861722946167, 0.1239725649356842, 0.3157297670841217, 0.1828940361738205, -0.13488487899303436, -0.562091588973999, 0.3807077407836914, -0.1319827437400818, -0.7370733618736267, -0.657055675983429, -0.19554656744003296, 0.29634442925453186, -0.5484746694564819, -0.17763014137744904, 0.07986313104629517, 0.02136366255581379, 0.24475699663162231, 0.24602815508842468, -0.7221667170524597, 0.10608790814876556, 0.7432418465614319, 0.18210382759571075, -0.39227044582366943, 0.308488667011261, 0.0763368010520935, 0.033215880393981934, -0.6205562353134155, -0.22231492400169373, -0.3848349452018738, 0.15772616863250732, 0.5083743333816528, 0.07381011545658112, -0.09246441721916199, 0.4257790148258209, 0.04961893707513809, 0.24984320998191833, 0.4840645492076874, 0.19620002806186676, 0.11676767468452454, 0.2440231591463089, 0.3567241132259369, -0.06739858537912369, 0.15749862790107727, -0.2545322775840759, 0.4124985337257385, -0.46034225821495056, 0.416555792093277, 0.32840481400489807, 0.4577580392360687, 0.10060488432645798, 0.5425282120704651, 0.08094658702611923, 0.3222460448741913, 0.5701685547828674, -0.1901659071445465, 0.03824767842888832, 0.3917602300643921, -0.6596923470497131, -0.1394985169172287, -0.1562550812959671, 0.050043363124132156, 0.13283950090408325, 0.05533887445926666, -0.36200112104415894, 0.3457163870334625, -0.4185219705104828, 0.18086905777454376, -0.5814998149871826, -0.634349524974823, -0.07188637554645538, 0.20636366307735443, 0.08399192988872528, -0.3128144443035126, -0.08341814577579498, -0.21734054386615753, -0.15805597603321075, -0.13596950471401215, -0.4129142463207245, -0.385170042514801, -0.06341281533241272, 0.06881555914878845, -0.26287713646888733, 0.17254526913166046, -0.10014494508504868, -0.14902570843696594, 0.1736730933189392, -0.15436334908008575, -0.06086587533354759, -0.28991711139678955, 0.6097225546836853, 0.6401541233062744, 0.2785052955150604, 0.056295592337846756, 0.4388929009437561, 0.13329759240150452, -0.14326341450214386, 0.5162152051925659, 0.009300226345658302, 0.23326478898525238, 0.2229616641998291, 0.09896710515022278, -0.49788734316825867, 0.43129962682724, 0.4425061047077179, 0.10953948646783829, -0.3050922751426697, 0.0013163029216229916, -0.008054125122725964, -0.29850059747695923, 0.5970638990402222, 0.43937599658966064, 0.04941564425826073, 0.27002015709877014, 0.21336455643177032, -0.21088458597660065, -0.14156973361968994, -0.05443907156586647, -0.34996089339256287, 0.08676359802484512, -0.11459583789110184, 0.25243279337882996, 0.38157668709754944, -0.31565287709236145, -0.40810394287109375, 0.04247890040278435, 0.16602636873722076, -0.39739280939102173, -0.17453253269195557, -0.17941854894161224, -0.21366600692272186, 0.20811936259269714, -0.07851416617631912, 0.6521258354187012, -0.060606639832258224, 0.1701427549123764, -0.08767031878232956, 0.3982844352722168, -0.18846973776817322, 0.2523289620876312, 0.34645000100135803, -0.15532897412776947, 0.07854681462049484, -0.34222379326820374, 0.8312954902648926, 0.6872551441192627, -0.43069979548454285, -0.6011967658996582, -0.1901450753211975, -0.42995932698249817, -0.6739673018455505, -0.008099157363176346, 0.2047938108444214, -0.09000003337860107, -0.2828574478626251, -0.34630465507507324, 0.224392369389534, 0.7087010145187378, -0.3499736189842224, -0.5251994729042053, 0.03840310126543045, 0.5120261311531067, 0.09037680178880692, -0.2428784966468811, -0.09205400198698044, -0.4536365568637848, 0.15571194887161255, 0.3667107820510864, 0.238624706864357, -0.5454854369163513, 0.5123588442802429, -0.17161107063293457, 0.34749725461006165, -0.13758963346481323, -0.35271137952804565, 0.3810049295425415, -0.22211624681949615, -0.9435497522354126, -0.1408514529466629, -0.03237217664718628, 0.5072014331817627, -0.24026598036289215, -0.14959876239299774, -0.03535066545009613, 0.36802706122398376, -0.6730762720108032, -0.17038145661354065, -0.4115261733531952, -0.27836358547210693, 0.2504521310329437, 0.025933384895324707, 0.08614111691713333, -0.0905223861336708, -0.16520127654075623, 0.3037070631980896, 0.12518100440502167, 0.5269834399223328, -0.25160232186317444, 0.4651471674442291, -0.43096473813056946, -0.7544958591461182, -0.21451714634895325, 0.256720632314682, 0.36985883116722107, -0.29171326756477356, -0.3228115141391754, -0.2148214727640152, 0.32565444707870483, 0.6494978666305542, 0.7818624973297119, 0.05201966315507889, 0.3809957802295685, 0.4889659881591797, -0.11512041091918945, -0.1813272386789322, -0.06694787740707397, 0.2675304412841797, 0.019855493679642677, 0.0021090172231197357, 0.2618424892425537, 0.7315908074378967, -0.5675004124641418, -0.2115815430879593, -0.10243216902017593, 0.5031477808952332, 0.11084646731615067, -0.0940532237291336, -0.18357227742671967, 0.023847687989473343, 0.20333564281463623, -0.32098308205604553, -0.3532198667526245, 0.3741004467010498, 0.19525308907032013, 0.30300840735435486, -0.019576149061322212, 0.6142896413803101, 0.09624024480581284, 0.4513585865497589, 0.14071102440357208, 0.5546567440032959, -0.16313043236732483, -0.0688016265630722, 0.11458274722099304, -0.25845858454704285, 0.049377504736185074, -0.3679271638393402, 0.09090874344110489, 0.260140597820282, 0.5343369245529175, 0.07208496332168579, 0.011981947347521782, 0.10464327782392502, -0.18429885804653168, 0.36932194232940674, 0.26435762643814087, 0.10960160940885544, -0.10774210095405579, 0.033171750605106354, 0.248338520526886, -0.6837149262428284, -0.7545832991600037, -0.7081550359725952, 0.6182835698127747, -0.30029618740081787, -0.48353084921836853, 0.3870689570903778, 0.14436469972133636, 0.3240121304988861, 0.46902188658714294, 0.12424147874116898, -0.10702566057443619, -0.03716640546917915, 0.9050756692886353, 0.24589139223098755, 0.43956124782562256, 0.5431761741638184, -0.4935884177684784, -0.14757439494132996, 0.29241785407066345, 0.12990102171897888, 0.06370322406291962, -0.2896668314933777, 0.23412489891052246, -0.14595232903957367, -0.028015324845910072, 0.7775753140449524, -0.03526630625128746, 0.39822372794151306, -0.7473219633102417, -0.14773155748844147, 0.015391547232866287, 0.0017857876373454928, -0.4638303816318512, 0.3077468276023865, -0.2887031137943268, -0.06699962168931961, -0.022274762392044067, -0.3580010235309601, 0.17088375985622406, -0.13964590430259705, -0.09305144101381302, -0.3336208462715149, 0.15585680305957794, 0.08247663825750351, 0.7846866846084595, 0.3081836402416229, -0.060822661966085434, -0.27274632453918457, 0.10062224417924881, -0.022982576861977577, 0.15990018844604492, 0.08953994512557983, -0.44724076986312866, 0.07276632636785507, -0.26260045170783997, 0.2725372612476349, 0.016044754534959793, 0.00666593573987484, -0.1832970380783081, 0.19324016571044922, -0.0775347501039505, 0.250094473361969, 0.21485191583633423, -0.22245052456855774, -0.2248203605413437, -0.28488099575042725, 0.04951537027955055, -0.27579981088638306, 0.37010177969932556, 0.02789382077753544, -0.1283353567123413, 0.02987368404865265, -0.9402322173118591, 0.04545457661151886, -0.1532982885837555, -0.0066725946962833405, -0.14181719720363617, -0.5993598699569702, 0.07189419865608215, -0.005867359694093466, -0.6141980886459351, -0.27750155329704285, -0.15492665767669678, 0.19851551949977875, -0.08511452376842499, -0.38052046298980713, -0.6411958932876587, -0.10845629870891571, 0.039722539484500885, 0.40623554587364197, -0.025121528655290604, 0.19589200615882874, -0.5214649438858032, -0.20122244954109192, -0.493024617433548, 0.2567129135131836, -0.24322500824928284, 0.23879481852054596, -0.3580121397972107, -0.004918198566883802, -0.08493912220001221, 0.037274569272994995, -0.10835105180740356, -0.37343794107437134, -0.13813087344169617, -0.14167843759059906 ]
This blog post initially appeared on Chiara_AI https://towardsdatascience.com/dating-apps-bet-machine-learning-will-help-you-find-love-9e9b8fb62f37
Dating apps bet machine learning will help you find love
[ 0.7829663753509521, 0.2598799467086792, 0.42426034808158875, 0.3277328610420227, 0.6271793246269226, 0.050228994339704514, -0.3719620704650879, -0.024694303050637245, 0.24268947541713715, -0.16257335245609283, 0.14030782878398895, 0.393825888633728, -0.1135343387722969, -0.4354749619960785, -0.28018420934677124, 0.04213371127843857, 0.07031391561031342, 0.3157561719417572, 0.1369246244430542, -0.21229904890060425, -0.6593526005744934, -0.23432838916778564, 0.5733564496040344, -0.05696958303451538, -0.3332826495170593, -0.07823360711336136, 0.5364329814910889, 0.3637999892234802, 0.005722730420529842, -0.030230067670345306, 0.19689884781837463, 0.5653159022331238, 0.16868817806243896, -0.1124143972992897, -0.5806214809417725, 0.05887218564748764, -0.13480696082115173, -0.39118003845214844, 0.00028146791737526655, 0.041319165378808975, -0.3135118782520294, 0.048271872103214264, -0.3777707815170288, 0.44388264417648315, 0.02650749683380127, -0.288973867893219, -1.850698471069336, 0.230887308716774, 0.017066076397895813, -0.13969555497169495, 0.2055671513080597, 0.4239393472671509, 0.1654420793056488, 0.4900345504283905, -0.17494389414787292, 0.826904296875, 0.13208328187465668, -0.13242629170417786, -0.02794518880546093, 0.07484757900238037, 0.011517263948917389, 0.32732123136520386, -0.0589095801115036, 0.1716909557580948, 0.028537480160593987, -0.2571622431278229, 0.19235652685165405, 0.48459291458129883, 0.022897854447364807, -0.4298234283924103, 0.11672144383192062, -0.045705586671829224, -0.2566584646701813, -0.19430768489837646, 0.08770966529846191, 0.24474607408046722, -0.22065095603466034, 0.3261718451976776, 0.8096798062324524, -0.08056824654340744, -0.3256164491176605, -0.1807515174150467, -0.0198331531137228, 0.16168197989463806, 0.3081496059894562, -0.07715379446744919, -0.12141750752925873, 0.06262301653623581, -0.8464469909667969, 0.407888263463974, -0.4022730588912964, -0.6473402380943298, 0.40877094864845276, -0.16714639961719513, 0.5300794243812561, 0.14680838584899902, 0.6112722754478455, 0.013825897127389908, 0.027108706533908844, 0.48300763964653015, -0.41414934396743774, 0.027314946055412292, -0.34706518054008484, -0.33585503697395325, -0.37684834003448486, 0.05120381340384483, -0.23601722717285156, -0.6201762557029724, -0.08313912153244019, 0.4887157380580902, -0.6332062482833862, 0.1165967509150505, 0.21089914441108704, 0.5986678600311279, -0.3594208359718323, 0.19261552393436432, -0.3981049060821533, -0.02978561446070671, -0.5168853998184204, 0.03508828580379486, -0.055161911994218826, 0.5218902826309204, 0.05380696430802345, -0.2375659942626953, 0.5059455633163452, 0.8602604269981384, -0.125221848487854, 0.26838698983192444, 0.22524473071098328, 0.49043235182762146, 0.49476930499076843, -0.20233656466007233, -0.08882203698158264, -0.31480106711387634, 0.19321691989898682, -0.6414381265640259, -0.1844504028558731, -0.21543481945991516, 0.6049695611000061, 0.3114209473133087, -0.32052475214004517, -0.14615218341350555, -0.14821471273899078, -0.05721291899681091, 0.5311408638954163, 0.3688150942325592, -0.11470061540603638, 0.2587030231952667, -0.5500429272651672, -0.1346682459115982, -0.33134588599205017, 0.09164772927761078, -0.41419631242752075, -0.29769381880760193, -0.31170782446861267, 0.3634251356124878, -0.06974294036626816, -0.21401503682136536, 0.005566084757447243, 0.2326575070619583, -0.334183931350708, 0.031423330307006836, -0.1956321746110916, 0.15513233840465546, 0.2028529793024063, 0.607330858707428, 0.6193822622299194, 0.7300127744674683, -0.11051169037818909, 0.38135960698127747, -0.5178395509719849, -0.03514772281050682, 0.4358198046684265, -0.45896390080451965, -0.3042936325073242, 0.09653119742870331, 0.1499476283788681, -0.4892197847366333, 0.12055081874132156, 0.2055097222328186, -0.6102235317230225, 0.308236688375473, 0.4316742718219757, 0.006749405525624752, -0.23509913682937622, -0.6743971705436707, 0.21342957019805908, 0.09431461989879608, 0.3378390073776245, 0.10150719434022903, -0.24686744809150696, -0.14207832515239716, 0.6323630809783936, -0.6490767598152161, 0.7432793378829956, -0.22977064549922943, 0.12533091008663177, 0.5612697005271912, 0.0506020225584507, -0.10837492346763611, -0.08420498669147491, 0.20471179485321045, 0.3171824514865875, 0.16911877691745758, -0.3522859811782837, 0.08171433210372925, -0.08231071382761002, 0.001202671672217548, 0.10499031841754913, -0.12208298593759537, 0.11215093731880188, 0.20419099926948547, 0.32511332631111145, -0.6474130153656006, -0.2853612005710602, -0.07160405814647675, -0.16948263347148895, 0.3063124120235443, -0.4283449053764343, 0.1981569081544876, 0.5757924914360046, -0.1018623635172844, -0.16865627467632294, -0.21370962262153625, 0.3954557776451111, 1.0513378381729126, 0.372281938791275, 0.16245107352733612, 0.27632930874824524, 0.16105300188064575, -0.1772773265838623, -0.05473250150680542, 0.5091089010238647, -0.44432443380355835, -0.3230367600917816, 0.3698714077472687, -0.10296568274497986, -0.20607219636440277, -0.36062508821487427, 0.09513819217681885, -0.08664212375879288, 0.512658953666687, -0.23287223279476166, 0.37284383177757263, -0.5962868332862854, 0.06995642185211182, -0.6111149787902832, -0.6013944745063782, -0.3637818694114685, -0.015943611040711403, -0.034244392067193985, -0.0060575720854103565, -0.2383560985326767, 0.30723699927330017, -0.10305886715650558, -0.08496253192424774, -0.4575657248497009, -0.07432973384857178, 0.24361754953861237, 0.09128092229366302, -0.21488428115844727, 0.044028960168361664, 0.28124141693115234, 0.32532161474227905, 0.37386801838874817, -0.6848530769348145, -0.03235969692468643, -0.35064318776130676, 0.12316098809242249, 0.7785894274711609, 0.017035817727446556, 0.19796819984912872, -0.14461520314216614, 0.3879815936088562, -0.08773057907819748, -0.2871094346046448, 0.18267934024333954, 0.5236777663230896, -0.26185283064842224, 0.022643817588686943, -0.09400669485330582, 0.40317171812057495, -0.11169430613517761, -0.1285741925239563, -0.38061296939849854, -0.15096625685691833, -0.2916666269302368, -0.13571177423000336, -0.5367481708526611, -0.1663733869791031, -0.4059217870235443, -0.06004546955227852, -0.3511650860309601, -0.6549841165542603, 0.16919299960136414, -0.15726065635681152, 0.403560996055603, 0.038124557584524155, 0.03625953197479248, 0.018935339525341988, -0.3301509916782379, 0.4871741235256195, 0.12563103437423706, -0.4133898913860321, 0.3842093050479889, -0.04630829021334648, -0.2013522982597351, 0.29756197333335876, -6.185708999633789, 0.15507619082927704, -0.955299973487854, -0.38526371121406555, -0.1650058776140213, -0.23657111823558807, -0.14584720134735107, -0.019309423863887787, 0.3244165778160095, -0.12861984968185425, -0.19583585858345032, -0.3666027784347534, -0.3852616548538208, 0.20222486555576324, -0.2742249369621277, 0.2908143699169159, 0.38440921902656555, -0.21152456104755402, 0.1975611448287964, 0.1779380589723587, -0.6244396567344666, 0.38651785254478455, -0.00003398183616809547, 1.1372848749160767, 0.035904061049222946, 0.23945856094360352, -0.3625907599925995, 0.04063921421766281, 0.04264344274997711, 0.05001772567629814, 0.6724184155464172, 0.18448449671268463, -0.41200801730155945, 0.19834336638450623, -0.14242996275424957, 0.517249345779419, 0.2911817729473114, -0.05152785778045654, 0.3086971640586853, 0.2914300560951233, -0.2052767425775528, 0.32293468713760376, -0.5252901911735535, 0.005974992178380489, 0.43346771597862244, -1.0025382041931152, -0.23804971575737, 0.5732768177986145, -0.13224934041500092, -0.09393752366304398, 0.17570574581623077, -0.09628644585609436, -0.06367629766464233, 0.20544108748435974, 0.14577674865722656, -0.6229061484336853, 0.050987061113119125, 0.14233823120594025, -0.2281985878944397, 0.3380835950374603, -0.2926006317138672, -0.13409548997879028, -0.3035871386528015, -0.7100673317909241, -0.2678888440132141, -0.026162071153521538, -0.2801591455936432, -0.3947032690048218, 0.15143871307373047, 0.23915736377239227, -1.1097869873046875, 0.05205107107758522, -0.054345615208148956, -0.7266591191291809, 0.4059060513973236, 0.1937652975320816, -0.38861551880836487, 0.20831744372844696, 0.13525287806987762, 0.1517535150051117, -0.27757906913757324, -0.2230553776025772, -0.135905459523201, 0.32810279726982117, 0.49217283725738525, -0.6042224168777466, -0.16838853061199188, -0.06800223886966705, -0.012101557105779648, 0.5572783350944519, 0.658851146697998, -0.3470059931278229, 0.7057048082351685, 0.21069692075252533, 0.624768853187561, 0.6322055459022522, -0.00790571328252554, 0.1979687213897705, 0.018403097987174988, -0.44218534231185913, 0.5702925324440002, -0.2640613913536072, -0.7507045269012451, -0.2571035325527191, -0.3727811574935913, -0.34437963366508484, 0.3248709738254547, -0.28044846653938293, 0.36574167013168335, -0.35237032175064087, -0.22797201573848724, 0.14355424046516418, -0.7616167068481445, 0.19622337818145752, 0.0511060506105423, -0.47517773509025574, -0.1603313535451889, 0.2173251360654831, 0.26974019408226013, 0.42873886227607727, -0.26983752846717834, -0.3384913504123688, -0.14839817583560944, -0.3699452877044678, -0.042256735265254974, -0.020678970962762833, 0.08140947669744492, -0.1339249610900879, 0.17023144662380219, 0.16304370760917664, 0.547622799873352, -0.16541872918605804, -0.05488257482647896, 0.24297977983951569, 0.20118553936481476, 0.48109638690948486, 0.23353511095046997, 0.2358020544052124, -0.11959152668714523, -0.901190996170044, 0.41310396790504456, -0.14172416925430298, -0.1623465120792389, 0.05130833759903908, 0.5452743172645569, 0.1236845850944519, -0.30137956142425537, 0.43435144424438477, 0.20597228407859802, 0.14706405997276306, -0.23623324930667877, -0.180855393409729, -0.09228202700614929, -0.12634755671024323, 0.08411447703838348, 0.4961354732513428, 0.24423442780971527, 0.1484445482492447, 0.09229101240634918, -0.48013144731521606, -0.16301420331001282, -0.9659402370452881, -0.3721185624599457, 0.17354866862297058, -0.22009098529815674, 0.5355649590492249, -0.6441942453384399, -0.0984824001789093, -0.33252453804016113, 0.16656732559204102, 0.46801042556762695, -0.1496545672416687, -0.574476957321167, -0.14970074594020844, -0.24180173873901367, -0.30616363883018494, -0.00784795917570591, 0.043654054403305054, -0.2201840728521347, 0.1717057079076767, -0.38787582516670227, -0.8603034615516663, -0.09472332894802094, 0.048666197806596756, 0.6522985100746155, -0.3349531590938568, 0.02302717976272106, 0.3182412087917328, -0.21424546837806702, -0.2954461872577667, 0.040021829307079315, 0.17400990426540375, 0.29249292612075806, -0.1405256986618042, 0.14863280951976776, -0.7274579405784607, 0.2716965675354004, 0.42218706011772156, 0.20071370899677277, -0.21889261901378632, 0.23162280023097992, 0.20210975408554077, -0.4673134982585907, 0.2831590175628662, 0.3339898884296417, -0.34296584129333496, 0.7361130118370056, 0.16990843415260315, 0.1314878761768341, 0.1733018308877945, -0.30297043919563293, -0.7643463611602783, 0.456055223941803, 0.25875040888786316, 0.09434515982866287, 0.28826478123664856, -0.3855876624584198, 0.1929662525653839, -0.023016799241304398, 0.2558397948741913, -0.09828390181064606, 0.13333170115947723, -0.8409774899482727, -0.45558592677116394, 0.15870806574821472, -0.4758038818836212, 0.1970553696155548, -0.5806387066841125, -0.1763303428888321, 0.00987924449145794, 0.5499600768089294, -0.34747058153152466, 0.23151208460330963, 0.33984872698783875, 0.14358572661876678, -0.034724727272987366, 0.09104401618242264, 0.7047474384307861, -0.01521363202482462, -0.7664062976837158, -0.6216184496879578, -0.14067533612251282, -0.280990868806839, -0.15609875321388245, 0.15183527767658234, 0.811333179473877, -0.2688816785812378, -0.32671988010406494, -0.7095314860343933, 0.25339803099632263, 0.16795916855335236, -0.30630820989608765, -0.7289028763771057, 0.028743986040353775, 0.06166614964604378, -0.13976240158081055, -0.17573778331279755, 0.18925903737545013, -0.2923617959022522, 0.3578091859817505, -0.002886230358853936, 0.10174880176782608, -0.14368410408496857, 0.19836868345737457, -0.02498117834329605, 0.2810773253440857, -0.08216119557619095, -0.8064621686935425, 0.21352672576904297, -0.20644937455654144, -0.14353610575199127, -0.058599140495061874, 0.20654608309268951, 0.32054272294044495, -0.4566236436367035, 0.08833221346139908, 0.448037713766098, -0.1145661249756813, -0.760155975818634, -0.09840887039899826, 0.026006126776337624, 0.12522298097610474, -0.1659812480211258, -0.07943820208311081, -0.07918985933065414, -0.4583236277103424, -0.0653914213180542, 0.5299659967422485, 0.17931760847568512, 0.4653805196285248, -0.051239967346191406, 0.4293806254863739, -0.246385395526886, -0.14568349719047546, 0.14477494359016418, 0.35411372780799866, 0.20961296558380127, -0.1316683292388916, 0.14162255823612213, -0.13065612316131592, 0.26479920744895935, 0.22972141206264496, 1.0861632823944092, -0.2502128779888153, 0.2514738142490387, 0.5644439458847046, -0.5446207523345947, -0.06377914547920227, 0.08674348145723343, 0.4138357639312744, 0.10290564596652985, 0.1737028807401657, 0.11175275593996048, 0.9172767400741577, -0.08754458278417587, 0.10063713043928146, -0.38691991567611694, 0.2909398376941681, -0.10460787266492844, 0.3162073791027069, 0.09479314088821411, 0.18701453506946564, 0.5711418390274048, -0.4225904941558838, 0.3648422062397003, -0.23388934135437012, 0.009966472163796425, 0.2831098139286041, 0.13784192502498627, 0.7526853680610657, 0.48017749190330505, -0.1377599686384201, 0.2238411158323288, 0.6408024430274963, 0.3635075092315674, -0.5318138003349304, -0.030242454260587692, -0.18534469604492188, -0.20846429467201233, -0.050078656524419785, 0.19284221529960632, -0.31171083450317383, 0.3127005398273468, -0.13922826945781708, -0.30374452471733093, 0.38850972056388855, -0.061016879975795746, 0.48658034205436707, -0.11473383009433746, -0.04247225821018219, 0.22932428121566772, 0.31696850061416626, -0.30996230244636536, -0.1574302315711975, -0.32540735602378845, -0.43568095564842224, 0.393716037273407, -0.1125439703464508, -0.3550059199333191, 0.3289242386817932, 0.2878873348236084, 0.24748140573501587, 0.4817294478416443, 0.15852120518684387, 0.6920537352561951, 0.15981173515319824, 0.28388354182243347, 0.05714556947350502, 0.2749002277851105, 0.33276012539863586, -0.5269256830215454, 0.08419568091630936, 0.049572695046663284, -0.17066915333271027, -0.3723766505718231, 0.03579894080758095, -0.3859371244907379, -0.10100534558296204, -0.28710031509399414, 0.6553038954734802, -0.6475239396095276, 0.04863475635647774, -0.6023301482200623, 0.4633687734603882, -0.04562816023826599, -0.42194825410842896, -0.14911775290966034, 0.33479031920433044, -0.05884689837694168, -0.11005190014839172, 0.25082969665527344, -0.22501713037490845, 0.06170105189085007, -0.08040568977594376, -0.2098933309316635, -0.1666230857372284, 0.27748817205429077, 0.2121274322271347, 0.4223887026309967, 0.5576194524765015, 0.09039530158042908, -0.5672968626022339, 0.27910396456718445, -0.43137386441230774, -0.3919430375099182, -0.2669147849082947, -0.03603385016322136, 0.26769688725471497, 0.16846863925457, -0.15250107645988464, -0.14366374909877777, 0.10660341382026672, -0.2157977819442749, -0.2745043933391571, 0.020283853635191917, 0.702801525592804, 0.4432164132595062, 0.011128797195851803, -0.16694562137126923, -0.024242425337433815, 0.15227331221103668, -0.23485812544822693, -0.11954469978809357, 0.4341380298137665, 0.19413436949253082, 0.24789394438266754, -0.4908047318458557, -0.25063958764076233, -0.40063267946243286, 0.12103678286075592, -0.2568049132823944, -0.3750464916229248, 0.06710653007030487, 0.18857429921627045, -0.6565350890159607, -0.40266144275665283, 0.041722968220710754, -0.20545201003551483, -0.21230949461460114, -0.17792491614818573, -0.39485812187194824, -0.396605521440506, 0.15037664771080017, 0.5862288475036621, -0.07519291341304779, -0.1618119776248932, 0.24566251039505005, 0.0395561121404171, -0.6182584166526794, 0.24343211948871613, -0.4634973406791687, -0.33288612961769104, 0.12320493161678314, -0.11640384048223495, -0.19183646142482758, 0.2649582326412201, 0.3756863474845886, -0.6225610375404358, -0.11201161891222, -0.08890429139137268 ]
Decision trees belongs to the Prasad Patil https://towardsdatascience.com/decision-tree-data-scientists-magic-bullet-for-hamletian-dilemma-411e0121ba1e
Decision Tree - Data Scientists magic bullet for Hamletian Dilemma
[ -0.2156883329153061, -0.15282683074474335, -0.01851804368197918, 0.07248985767364502, 0.44129544496536255, 0.7105023264884949, -0.2652514576911926, -0.09739898145198822, 0.20643644034862518, 0.48967885971069336, -0.1899023801088333, -0.00581169780343771, -0.5339573621749878, -0.24101734161376953, 0.11840002238750458, 0.3670240044593811, 0.42471492290496826, -0.30027496814727783, 0.0019781116861850023, -0.4485270380973816, 0.1814550906419754, -0.36160600185394287, 0.34394916892051697, 0.697807252407074, 0.13448400795459747, 0.1394830197095871, 0.27730944752693176, -0.008616715669631958, -0.3025675415992737, 0.2645457088947296, -0.20788103342056274, 0.5070483088493347, 0.13117331266403198, -0.08591695874929428, 0.03107823245227337, -0.24560609459877014, -0.4819003939628601, -0.2919802963733673, -0.05939892679452896, 0.03116622008383274, 0.36125287413597107, 0.07444383203983307, -0.46617892384529114, 0.3685319721698761, -0.4049431085586548, 0.010586729273200035, -1.453961730003357, 0.5110533237457275, -0.26015138626098633, 0.07566595822572708, -0.09724677354097366, 0.8997691869735718, -0.12264052033424377, 0.296606183052063, -0.4220012426376343, -0.026288069784641266, 0.6154511570930481, -0.08425452560186386, 0.26737815141677856, -0.24926793575286865, -0.33411934971809387, 0.316281795501709, -0.208242729306221, 0.3786827325820923, 0.0831466093659401, 0.14182448387145996, 0.028001638129353523, 0.09626222401857376, -0.7757142782211304, 0.3360050320625305, -0.08102171868085861, 0.2557777762413025, -0.3475710153579712, 0.479461133480072, -0.30508536100387573, 0.04734698310494423, 0.2404058426618576, 0.6158701181411743, 0.6205450296401978, 0.07131239026784897, 0.11505474895238876, -0.5774015188217163, 0.11361297219991684, 0.2905344069004059, 0.1626470386981964, -0.1035938709974289, 0.34657931327819824, -0.22764720022678375, -0.4945371448993683, -0.0439918115735054, -0.5021768808364868, -0.26819881796836853, -0.35278913378715515, -0.1610124707221985, 0.0098935691639781, 0.7465068697929382, 0.7726730704307556, -0.09627428650856018, 0.1968396157026291, -0.14764006435871124, -0.5965417623519897, 0.05805806443095207, 0.36492499709129333, -0.4338051676750183, -0.4868326783180237, -0.06141730770468712, -0.39144980907440186, -0.21098335087299347, -0.5614079236984253, 0.5430849194526672, -0.5965318083763123, 0.26551952958106995, 0.28859567642211914, -0.00022244060528464615, -0.3453848361968994, 0.5879303812980652, -0.6008210182189941, 0.13532812893390656, -0.3920632004737854, 0.30681735277175903, -0.22994554042816162, 0.3834366202354431, -0.3167463541030884, 0.6335880160331726, 0.6268349289894104, 0.36576011776924133, -0.05859581381082535, -0.11894963681697845, 0.4797798693180084, 0.34947702288627625, 0.7403873801231384, 0.1762835532426834, -0.5479215383529663, -0.5004386901855469, -0.4001127779483795, -0.5524017810821533, -0.04731104522943497, 0.03284280747175217, 0.4551895558834076, 0.21211335062980652, -0.06188168004155159, -0.10525339096784592, 0.40176287293434143, 0.14755769073963165, 0.7061882615089417, 0.723822295665741, -0.4467998743057251, 0.23956380784511566, 0.2731081545352936, -0.6600849032402039, -0.2391478568315506, 0.25167015194892883, -0.4286346435546875, -0.1679709255695343, -0.11208696663379669, 0.6544138193130493, -0.0507877916097641, -0.3361259996891022, 0.16792720556259155, 0.5763899087905884, -0.15247002243995667, -0.31163525581359863, 0.2682172656059265, 0.10240677744150162, 0.29657450318336487, -0.1705152839422226, 0.9253352284431458, -0.32260194420814514, -0.4958081841468811, -0.07788524031639099, -0.45015692710876465, 0.08605078607797623, 0.688338577747345, -0.6213910579681396, 0.23712840676307678, -0.2502714991569519, -0.2294711172580719, -0.3374667167663574, 0.6914554834365845, -0.2873843014240265, -0.5961444973945618, 0.3441019058227539, -0.11973000317811966, 0.015343152917921543, -0.3235345780849457, -0.17573824524879456, 0.29344993829727173, -0.1669529229402542, 0.6624236106872559, 0.03115539625287056, -0.4829636514186859, 0.40907981991767883, 0.6077321767807007, -0.24741463363170624, 0.7787948846817017, -0.19384080171585083, -0.29013943672180176, 0.3934621512889862, 0.5654320120811462, 0.10456407070159912, -0.1795652210712433, 0.0566430389881134, 0.66886967420578, -0.32092249393463135, 0.08751487731933594, 0.025966385379433632, -0.3040468990802765, 0.10726167261600494, 0.416718453168869, -0.21911686658859253, -0.011502002365887165, 0.2051910161972046, 0.04362804815173149, -0.5549108386039734, 0.1105322614312172, -0.03528311848640442, 0.2627929747104645, 0.37275752425193787, 0.3293153643608093, 0.34054216742515564, -0.05017627030611038, -0.7304965853691101, 0.255788117647171, 0.22131933271884918, 0.2592158913612366, 1.2705295085906982, 0.42163047194480896, -0.048775821924209595, 0.6727244257926941, 0.09585949033498764, -0.8800596594810486, -0.025699088349938393, 0.04251198098063469, -0.081224225461483, -0.38979828357696533, -0.27631768584251404, -0.4705547094345093, -0.10335467010736465, 0.1505092978477478, -0.028528694063425064, -0.12901738286018372, 0.20438703894615173, -0.4710310101509094, -0.22619837522506714, -0.15664498507976532, -0.2209239900112152, -0.6679895520210266, -0.31775301694869995, 0.02101234905421734, -0.1443183422088623, 0.05537787452340126, 0.5183702111244202, -0.04385719820857048, 0.15123018622398376, -0.0017969728214666247, 0.19249461591243744, -0.32593387365341187, 0.08923766016960144, 0.3334293067455292, -0.04635169729590416, -0.6607624292373657, 0.47569677233695984, -0.01494636107236147, 0.0748182088136673, -0.13289639353752136, -0.37339118123054504, -0.07407306134700775, -0.14867877960205078, 0.20291779935359955, 0.511303186416626, 0.09087765961885452, -0.8113911151885986, 0.08440792560577393, 0.003300704061985016, 0.19931896030902863, -1.301575779914856, 0.060947954654693604, 0.44357848167419434, -0.4656517207622528, -0.2859799563884735, 0.12742546200752258, -0.22361719608306885, -0.49576160311698914, 0.030722498893737793, 0.10607878118753433, 0.30373328924179077, -0.1006094291806221, -0.09173060208559036, -0.08658020198345184, 0.22635142505168915, -0.2947160005569458, 0.3409675359725952, -0.18200817704200745, -0.4249357581138611, 0.07675086706876755, -0.19564887881278992, -0.11606794595718384, 0.0192426685243845, -0.0974205881357193, 0.16606633365154266, -0.22968420386314392, 1.3552398681640625, -0.06885062158107758, 0.16418443620204926, 0.11879117786884308, 0.29323798418045044, -0.3272862136363983, 0.3800867199897766, -6.075539588928223, -0.0516592301428318, -0.2853710651397705, -0.15360738337039948, 0.23278307914733887, 0.011334397830069065, 0.22661520540714264, 0.19097229838371277, 0.1869659423828125, 0.18458423018455505, -0.31534719467163086, -0.5063806176185608, -0.17502620816230774, 0.21398405730724335, 0.43060779571533203, 0.01989908516407013, 0.3016909658908844, -0.025641005486249924, 0.648967981338501, 0.5721975564956665, 0.06125713512301445, 0.14652492105960846, -0.5477756857872009, 0.32036229968070984, 0.06915375590324402, 0.41597315669059753, -0.17642635107040405, 0.4346301257610321, -0.2931794822216034, -0.5266441702842712, -0.17340132594108582, -0.5242305397987366, -0.2072795033454895, -0.12903259694576263, -0.18648457527160645, 0.08621416240930557, -0.18537108600139618, 0.2887744605541229, 0.17201128602027893, 0.06680753082036972, -0.42132240533828735, -0.0390172153711319, 0.2149919718503952, -0.3191450238227844, -0.03531191498041153, -0.20932938158512115, 0.06750599294900894, 0.4408171772956848, -0.21256528794765472, -0.25916504859924316, 0.3250790238380432, 0.09563257545232773, 0.02524128183722496, 0.50784832239151, 0.2836010754108429, 0.04689103364944458, -0.05624772980809212, 0.03388078883290291, -0.01309844758361578, 0.41108468174934387, 0.4113834798336029, -0.24670757353305817, -0.5811789631843567, -0.6347100734710693, -0.0833159014582634, -0.10926221311092377, -0.33100661635398865, -0.7015701532363892, -0.20044167339801788, -0.01879742182791233, -0.925713062286377, -0.2755872309207916, -0.12138265371322632, -0.6307158470153809, 0.617644190788269, -0.42857712507247925, -0.11193396896123886, 0.11510080099105835, 0.3349686861038208, -0.13906559348106384, -0.6788899302482605, -0.5880187153816223, 0.06646837294101715, 0.06614319980144501, 0.09481273591518402, -0.10942395776510239, -0.45967409014701843, 0.12638022005558014, -0.23310838639736176, 0.19217056035995483, 0.48345938324928284, 0.052175384014844894, 0.2591157555580139, 0.412253737449646, 0.44416677951812744, 0.25839489698410034, -0.14981293678283691, 0.11982035636901855, -0.2333117425441742, 0.25137656927108765, 0.4805556833744049, -0.1359684020280838, -0.39029842615127563, -0.6843641996383667, -0.3152048885822296, -0.09143638610839844, -0.2688601315021515, 0.11939571052789688, 0.2135467529296875, 0.019650939851999283, -0.4079677164554596, 0.23019720613956451, -0.1294003129005432, -0.35474151372909546, 0.2574450671672821, -0.09681342542171478, -0.006354050245136023, 0.6750666499137878, -0.030744163319468498, -0.05922764912247658, -0.2774699628353119, -0.12365878373384476, -0.1113625094294548, -0.25878438353538513, 0.31199145317077637, -0.1119626834988594, -0.25476133823394775, -0.09963353723287582, 0.23878756165504456, -0.10083112120628357, -0.06497032195329666, -0.38968560099601746, -0.014613821171224117, 0.315599262714386, 0.014693371951580048, -0.01071078423410654, -0.23933379352092743, 0.07430486381053925, 0.4667711853981018, 0.12401559948921204, 0.12270044535398483, 0.23667646944522858, 0.12478304654359818, -0.497561514377594, 0.5046542882919312, -0.24436542391777039, 0.008940891362726688, 0.1154465600848198, 0.5626316666603088, 0.023191332817077637, -0.31632816791534424, 0.1404997557401657, 0.26064202189445496, -0.44376808404922485, -0.04974859580397606, -0.05413958802819252, -0.11305482685565948, -0.10352253913879395, 0.4131797254085541, -0.1396220326423645, -0.08963686972856522, -0.8369519710540771, -0.501157820224762, -0.0570804588496685, -0.07920931279659271, 0.01709953509271145, -0.21820056438446045, -0.14249727129936218, 0.10000381618738174, 0.12193834036588669, 0.24764692783355713, 0.2077159881591797, -0.4179185628890991, 0.6090294122695923, 0.03549250215291977, -0.7046056985855103, 0.14690393209457397, 0.005809737369418144, -0.3301423192024231, 0.8513544797897339, -0.0031978394836187363, -0.5021480321884155, -0.16852115094661713, 0.7211325764656067, 0.5077223181724548, -0.3515232503414154, 0.03643858805298805, 0.3368039131164551, 0.023096619173884392, -0.7178763747215271, 0.004986157640814781, 0.09405925124883652, 0.7094682455062866, 0.24396154284477234, 0.37150031328201294, -0.219058558344841, 0.4479084014892578, 0.1783222109079361, -0.12129954993724823, -0.36949610710144043, 0.01687556318938732, -0.2507486641407013, 0.2032848298549652, 0.226512148976326, 0.7483059763908386, -0.19112181663513184, 0.13208498060703278, -0.05052822083234787, 0.7662338018417358, 0.3918558657169342, -0.09204251319169998, -0.8074226379394531, 0.5838831067085266, -0.07385893911123276, 0.1829691380262375, -0.003932328429073095, -0.1069042980670929, -0.7644646763801575, -0.21712706983089447, 0.2735360562801361, -0.5670949220657349, -0.21334484219551086, -0.15035519003868103, -0.3679823875427246, 0.19842426478862762, 0.12475848942995071, 0.30318185687065125, -0.5556430220603943, 0.7393109798431396, 0.006202154327183962, -0.11562541872262955, -0.3998804986476898, 0.13983464241027832, 0.37892401218414307, -0.08643791824579239, 0.025173785164952278, -0.05130615457892418, 0.7832707762718201, -0.2989438772201538, -0.4338248670101166, -0.6829637289047241, 0.09803313761949539, 0.020980076864361763, -0.6073985695838928, 0.3299987316131592, 0.25888392329216003, 0.21876086294651031, 0.03806091472506523, -0.552767813205719, 0.21500848233699799, 0.7101621031761169, 0.06861763447523117, -0.36433637142181396, 0.053842999041080475, 0.35971835255622864, -0.47732633352279663, -0.14996056258678436, -0.30817514657974243, -0.26609736680984497, 0.3131449818611145, 0.022685902193188667, -0.2884402871131897, 0.19342677295207977, -0.10500966012477875, 0.04098214581608772, 0.15969325602054596, -0.23688256740570068, -0.688945472240448, 0.42680221796035767, -0.6997983455657959, -0.0718572735786438, -0.24167704582214355, -0.12902963161468506, -0.1577359288930893, -0.04997311159968376, -0.29397469758987427, -0.004065133631229401, 0.0395624041557312, -0.29706934094429016, -0.34319019317626953, -0.039666350930929184, 0.34459665417671204, -0.09623677283525467, -0.35361528396606445, -0.002040938474237919, -0.3211577832698822, 0.05639757961034775, 0.41760289669036865, 0.34067919850349426, 0.2431739717721939, -0.8051686882972717, 0.20244547724723816, -0.3160999119281769, 0.1473126858472824, -0.21725712716579437, 0.2223334163427353, -0.13943758606910706, 0.3719586730003357, 0.08994501084089279, -0.2107362002134323, -0.49679672718048096, 0.48478955030441284, 0.8966130614280701, -0.09705222398042679, -0.3893474340438843, 0.8821861147880554, -0.32527491450309753, -0.3274107277393341, -0.2889738082885742, -0.02739517204463482, 0.4551798701286316, 0.0032959147356450558, 0.33644652366638184, 0.2980501353740692, -0.12214568257331848, -0.14807449281215668, -0.35060828924179077, 0.35815441608428955, 0.41299521923065186, 0.3649832308292389, -0.015268662013113499, 0.08904281258583069, 0.5235855579376221, -0.45352989435195923, 0.13910938799381256, 0.4454156160354614, -0.35887569189071655, 0.13500061631202698, 0.5909382700920105, 0.3861427307128906, 0.010632574558258057, -0.07847665250301361, 0.06102752685546875, -0.00572198024019599, 0.08690117299556732, -0.04793776199221611, 0.1092345342040062, -0.7507627606391907, 0.37748849391937256, -0.45462411642074585, 0.6199434995651245, -0.5064705610275269, -0.21454115211963654, 0.1814483106136322, -0.5380361080169678, 0.3726097643375397, 0.49916401505470276, 0.2663384974002838, -0.3587465286254883, 0.5958634614944458, 0.09558594971895218, 0.2568899393081665, -0.06601743400096893, -0.35555770993232727, -0.15755660831928253, -0.006624259985983372, 0.13251273334026337, 0.13243302702903748, 0.4930674135684967, 0.4097875654697418, 0.41201621294021606, 0.12309249490499496, 0.03502555936574936, 0.18951988220214844, 0.04306778684258461, 0.15208163857460022, 0.550493597984314, -0.2597576081752777, 0.544456422328949, 0.47269198298454285, -0.3801230788230896, -0.16161134839057922, -0.15633584558963776, 0.11405959725379944, -0.2915817201137543, -0.6940848231315613, 0.08644574880599976, -0.0786086693406105, 0.24553999304771423, 0.6146125197410583, -0.011750858277082443, -0.3648949861526489, -0.16322843730449677, 0.23848208785057068, -0.005551742389798164, -0.494572252035141, -0.2831137180328369, -0.23467005789279938, -0.10764484107494354, 0.24637813866138458, -0.10073196142911911, -0.015022671781480312, -0.13741245865821838, 0.5120371580123901, -0.022029023617506027, 0.11750711500644684, 0.24654361605644226, -0.07662743330001831, 0.1586875021457672, 0.8785907626152039, 0.06522229313850403, -0.04245099425315857, 0.2131020724773407, 0.0073556434363126755, 0.11769179254770279, -0.09179778397083282, -0.44011548161506653, -0.30989643931388855, -0.1504163295030594, -0.42667654156684875, 0.08078896254301071, 0.14711390435695648, -0.3516625761985779, 0.5950790643692017, -0.5363968014717102, -0.012138367630541325, 0.2732245922088623, 0.16483527421951294, -0.12323639541864395, -0.5172432661056519, -0.4119516909122467, -0.5220868587493896, -0.12111541628837585, -0.04281679168343544, -0.26293179392814636, -0.00807106401771307, -0.1636224240064621, -0.21346518397331238, -0.9019121527671814, 0.13031594455242157, -0.4755602777004242, -0.3556143045425415, -0.07706040889024734, -0.06267788261175156, -0.0529327392578125, -0.21875865757465363, 0.4656163454055786, 0.31863853335380554, -0.5034258961677551, -0.4379625916481018, -0.40214768052101135, 0.21947883069515228, -0.3992789685726166, 0.718491792678833, -0.0032808363903313875, -0.2509462833404541, -0.17232048511505127, -0.21852439641952515, -0.2996370494365692, 0.9923099279403687, -0.3049122989177704, 0.438446968793869, 0.21483376622200012, -0.10240941494703293, -0.19076751172542572, 0.29780396819114685, -0.10810083895921707, -0.38099831342697144, -0.3471832871437073, 0.12621524930000305 ]
Random Forest and Gradient Boosting Anuja Nagpal https://towardsdatascience.com/decision-tree-ensembles-bagging-and-boosting-266a8ba60fd9
Decision Tree Ensembles- Bagging and Boosting
[ -0.45545482635498047, -0.17505227029323578, -0.1792260706424713, -0.13981154561042786, 0.08056019246578217, 0.3107559382915497, -0.46476203203201294, -0.37124761939048767, -0.218982994556427, -0.025153955444693565, 0.056056417524814606, 0.12573549151420593, -0.1389189213514328, -0.47910231351852417, 0.026492437347769737, 0.41442734003067017, 0.10889483243227005, 0.2528572082519531, 0.01811784692108631, -0.2768727242946625, 0.21268147230148315, -0.4508364796638489, 0.42350268363952637, 0.17157503962516785, 0.17323516309261322, -0.2388385385274887, 0.6090531349182129, 0.024988047778606415, 0.0762985348701477, 0.18816223740577698, -0.28683868050575256, 0.6527484059333801, 0.41783228516578674, -0.024567024782299995, 0.1296362280845642, -0.3820474445819855, -0.36415714025497437, -0.13576750457286835, 0.023417271673679352, -0.16579048335552216, 0.04751221463084221, -0.1934230774641037, -0.22675572335720062, 0.41982996463775635, 0.10998237133026123, -0.33218225836753845, -1.5501893758773804, 0.37978583574295044, -0.21149352192878723, -0.313035249710083, -0.007299226243048906, 0.6327956318855286, 0.2275000959634781, 0.257249116897583, -0.3212338984012604, 0.3358658254146576, 0.10930108278989792, -0.1788763701915741, 0.5915382504463196, 0.051477380096912384, 0.16231046617031097, -0.07619758695363998, 0.20956897735595703, 0.10136717557907104, 0.17884893715381622, -0.17605899274349213, 0.15215465426445007, -0.09357819706201553, -0.1877276450395584, 0.19664253294467926, -0.24764759838581085, 0.2191780060529709, -0.1933245211839676, -0.003954129293560982, -0.417527973651886, 0.17706136405467987, 0.3824327290058136, 0.2762766480445862, 0.33311817049980164, -0.2803070545196533, -0.10640087723731995, -0.19836458563804626, 0.013655580580234528, 0.3839150369167328, 0.02415628172457218, 0.011357445269823074, -0.3507051169872284, -0.206472709774971, -0.6440339684486389, 0.059402890503406525, -0.3796941936016083, -0.3238900601863861, 0.08603256195783615, -0.055906616151332855, 0.28283560276031494, 0.5755829811096191, 0.31544214487075806, 0.009373573586344719, 0.30447831749916077, -0.09721732139587402, -0.41990673542022705, 0.35646340250968933, 0.27535974979400635, -0.18983668088912964, -0.37927576899528503, -0.019840048626065254, -0.7465466856956482, -0.22654104232788086, -0.3350520730018616, 0.21999004483222961, -0.2636030316352844, 0.5201635360717773, 0.10036013275384903, -0.11266776919364929, -0.1601298749446869, 0.38917815685272217, -0.2205842137336731, 0.3039296269416809, -0.25853782892227173, 0.09179811179637909, -0.08121746778488159, 1.0421762466430664, 0.0034101540222764015, 0.7041692733764648, 0.15797029435634613, 0.26718443632125854, 0.12659476697444916, 0.13111233711242676, 0.22586281597614288, 0.9043416976928711, 0.3193490207195282, 0.22306883335113525, -0.08875618875026703, -0.05469522997736931, -0.2806982398033142, -0.6649209260940552, -0.24706918001174927, 0.33309492468833923, 0.9799238443374634, 0.2197664976119995, -0.5141090750694275, 0.030415112152695656, 0.3695058226585388, 0.11970604956150055, 0.2916164696216583, 0.5403791666030884, -0.11421177536249161, 0.09401635825634003, -0.23598171770572662, -0.3925880491733551, 0.045077696442604065, 0.18152329325675964, -0.7348097562789917, -0.19295573234558105, -0.09984023123979568, 0.7111601233482361, -0.23814745247364044, -0.42395058274269104, 0.02799861691892147, 0.4761587977409363, -0.27114999294281006, 0.09194887429475784, -0.12098444998264313, 0.008929282426834106, 0.29260432720184326, -0.09965336322784424, 0.561459481716156, 0.4061086177825928, -0.055154986679553986, -0.17699116468429565, -0.30550435185432434, -0.2975846827030182, 0.12355997413396835, -0.40012311935424805, -0.03566182032227516, -0.13559207320213318, -0.019290417432785034, -0.1062743067741394, 0.03900428116321564, 0.1964721828699112, -0.5650152564048767, 0.24576276540756226, 0.4278009533882141, -0.17045632004737854, -0.2558797299861908, 0.008020582608878613, 0.17106783390045166, -0.0300284530967474, 0.21995095908641815, 0.480152428150177, -0.02823670767247677, 0.14631430804729462, 0.33059588074684143, -0.36083805561065674, 0.7610487341880798, 0.30102860927581787, -0.21904116868972778, 0.2591686248779297, 0.5205795168876648, 0.22822067141532898, -0.023567795753479004, 0.001889354083687067, 0.8152992725372314, -0.368473082780838, 0.35462114214897156, 0.17778483033180237, -0.033354807645082474, -0.01712411269545555, -0.1888522207736969, -0.06580369919538498, -0.07941394299268723, 0.39318734407424927, 0.1778435856103897, -0.4663524925708771, 0.14793069660663605, 0.3622506558895111, 0.06368348002433777, 0.4082782566547394, 0.41877567768096924, 0.2771762013435364, 0.3397365212440491, -0.27933385968208313, -0.15094584226608276, 0.38431602716445923, 0.2011711746454239, 0.8215138912200928, 0.5118095278739929, 0.3120354413986206, 0.7018383741378784, 0.031187601387500763, -0.4772288501262665, -0.32144519686698914, 0.09205225110054016, -0.11215664446353912, -0.22076380252838135, -0.07691456377506256, -0.09732585400342941, 0.28199711441993713, 0.2542237937450409, 0.13746488094329834, -0.19371339678764343, 0.4665813148021698, -0.3425518274307251, 0.1990736722946167, -0.10810530185699463, -0.31410038471221924, -0.5337106585502625, -0.4079432785511017, 0.15547987818717957, 0.15239648520946503, 0.03727139160037041, 0.4474896192550659, -0.16940870881080627, -0.2329583317041397, -0.16718436777591705, 0.2672683894634247, -0.3678313195705414, -0.4565093219280243, 0.46021419763565063, 0.2837262749671936, -0.22698190808296204, 0.20054279267787933, -0.048220522701740265, 0.4490640461444855, 0.18126115202903748, -0.6434869170188904, -0.1290101557970047, -0.21788336336612701, 0.33736148476600647, 0.005392604507505894, 0.20979076623916626, -0.5253778696060181, 0.1622375100851059, 0.30815672874450684, 0.15061108767986298, -1.0722126960754395, 0.23378100991249084, 0.1452469825744629, -0.6217787265777588, -0.2849627137184143, 0.33882638812065125, 0.22573016583919525, -0.18927708268165588, -0.17315673828125, 0.008974085561931133, -0.10775396972894669, -0.022674566134810448, 0.08749609440565109, -0.04183584079146385, -0.2830197215080261, 0.01782258413732052, 0.29430094361305237, 0.10831205546855927, -0.3998250961303711, 0.17291441559791565, 0.14298665523529053, -0.19615572690963745, 0.1760096400976181, 0.054771360009908676, 0.1948595643043518, -0.4281828999519348, 0.5665189623832703, 0.13861998915672302, -0.3190813362598419, -0.1437404453754425, 0.4942484498023987, -0.49681952595710754, 0.308062881231308, -6.427451133728027, 0.09940759837627411, -0.4543195366859436, 0.12220700830221176, -0.12875500321388245, -0.1206558495759964, -0.1914745271205902, -0.06445764750242233, -0.009446650743484497, -0.021174268797039986, -0.41861987113952637, -0.44002148509025574, -0.2543659806251526, 0.5065041184425354, -0.2697116732597351, 0.2852550745010376, 0.34773579239845276, 0.3424772620201111, 0.7544606328010559, 0.7185140252113342, -0.19861234724521637, -0.201280415058136, -0.6881970167160034, 0.2792457640171051, 0.02019386924803257, -0.006045626942068338, 0.018238620832562447, 0.07005412876605988, -0.2827589511871338, -0.33225300908088684, 0.1801212877035141, -0.3341587483882904, -0.6548141241073608, 0.4318654239177704, -0.24428167939186096, 0.07006429135799408, 0.08309438824653625, 0.34976547956466675, 0.2949187755584717, -0.06899125874042511, 0.17807802557945251, -0.06356902420520782, 0.2461339235305786, -0.0784488394856453, 0.47788044810295105, -0.28339406847953796, -0.03505906090140343, 0.42155298590660095, 0.15857931971549988, 0.05265955626964569, 0.09051195532083511, -0.23110803961753845, 0.02188272960484028, -0.09475820511579514, 0.031898561865091324, -0.20561711490154266, 0.018606889992952347, 0.16662731766700745, 0.09595425426959991, 0.38898447155952454, 0.1436549425125122, -0.31373903155326843, -0.06115863472223282, -0.90278160572052, -0.3712768852710724, 0.08463154733181, -0.1940058320760727, -0.6150006055831909, -0.0103487279266119, -0.011229139752686024, -0.6408088803291321, -0.09600529819726944, 0.02064305730164051, -0.6476379036903381, 0.31156229972839355, -0.6725953817367554, -0.10676562786102295, 0.052685871720314026, -0.21322670578956604, 0.2925087511539459, -0.38189148902893066, -0.46230873465538025, 0.25565314292907715, 0.0027682522777467966, 0.38758334517478943, -0.030476002022624016, -0.059597671031951904, 0.3018128275871277, -0.08098898828029633, 0.4047580361366272, 0.42838478088378906, -0.22348876297473907, 0.6043480038642883, 0.34140461683273315, 0.9072520732879639, 0.09921517223119736, 0.3423353433609009, -0.21580490469932556, -0.01830795593559742, -0.2888236343860626, 0.602996289730072, -0.2589303255081177, -0.5622274279594421, -0.4160386025905609, -0.5341320037841797, 0.30846837162971497, -0.43514955043792725, -0.11279340833425522, 0.5485212206840515, -0.09822125732898712, 0.03736827149987221, -0.2047150880098343, 0.060186970978975296, -0.03014257922768593, 0.3562628924846649, 0.09058819711208344, -0.5607782006263733, 0.18935111165046692, 0.42426741123199463, 0.06654523313045502, -0.10157480090856552, -0.289740651845932, -0.4088798761367798, -0.13487374782562256, 0.5667027831077576, -0.3305516242980957, -0.10127247869968414, 0.0714673325419426, -0.18534088134765625, -0.33636292815208435, 0.3078562021255493, -0.5137412548065186, -0.4310149848461151, 0.43215763568878174, -0.010642380453646183, -0.21159140765666962, -0.22534161806106567, 0.13978776335716248, 0.4529111981391907, -0.5996495485305786, 0.36585089564323425, 0.07437112182378769, 0.12364064157009125, -0.08859909325838089, 0.13869482278823853, -0.03992778807878494, 0.27026692032814026, -0.016924701631069183, -0.16989469528198242, 0.07714089751243591, -0.3160492479801178, -0.40033698081970215, -0.4269024729728699, -0.22681015729904175, -0.08790583908557892, 0.17010080814361572, 0.21663722395896912, 0.142502561211586, 0.5094788074493408, -0.23453779518604279, 0.2657039165496826, -0.7283182740211487, -0.4283648729324341, -0.07420182228088379, -0.16789095103740692, -0.08122414350509644, -0.3069002032279968, -0.19257543981075287, -0.18716688454151154, 0.4251045286655426, 0.002940092235803604, -0.23598730564117432, -0.25203990936279297, -0.19526521861553192, 0.02776823379099369, -0.374910831451416, 0.548531174659729, -0.051961127668619156, -0.1683967560529709, 0.4791663885116577, -0.6709799766540527, -0.3219739496707916, -0.13130789995193481, 0.5627237558364868, 0.5981409549713135, -0.013006415218114853, -0.2259320318698883, 0.4260294437408447, -0.09649114310741425, -0.635236918926239, 0.2632024586200714, 0.019376950338482857, 0.2441612184047699, -0.08221786469221115, 0.2557477653026581, -0.3116731643676758, 0.3128143846988678, 0.1031453013420105, -0.36069217324256897, -0.5076094269752502, -0.0015947323990985751, -0.024714352563023567, -0.03682233765721321, 0.36087891459465027, 0.35002511739730835, -0.11358321458101273, 0.23907653987407684, 0.04306158050894737, -0.08243013173341751, -0.07094171643257141, -0.10872464627027512, -0.5904267430305481, 0.3135942816734314, 0.08730588853359222, 0.28141674399375916, 0.3586575984954834, -0.38738590478897095, -0.2987731993198395, -0.24033966660499573, 0.09494375437498093, -0.542402446269989, -0.357136994600296, -0.07933968305587769, -0.2608262598514557, -0.0710500031709671, -0.025644628331065178, 0.3113815188407898, -0.22025062143802643, 0.17356736958026886, 0.23401878774166107, 0.1465350240468979, -0.2734469175338745, 0.2078818827867508, 0.19110043346881866, -0.24573716521263123, -0.25741878151893616, -0.4197503626346588, 0.4869537949562073, -0.11975953727960587, -0.26128625869750977, -0.6939252018928528, 0.14304880797863007, -0.0621274895966053, -0.4934413731098175, -0.34893515706062317, 0.02764911949634552, -0.27712753415107727, 0.11065834760665894, -0.5067316293716431, -0.08326825499534607, 0.424545019865036, 0.03153001889586449, -0.31484365463256836, -0.1625170111656189, 0.9605373740196228, -0.13026385009288788, -0.160739928483963, -0.36881840229034424, -0.39512521028518677, 0.23062145709991455, 0.2006816864013672, -0.3084358870983124, 0.0030116101261228323, 0.10807891190052032, -0.22814853489398956, 0.034459613263607025, -0.3140099048614502, -0.673995316028595, 0.5779720544815063, -0.4247531592845917, -0.24033674597740173, -0.1352165937423706, 0.027858972549438477, 0.1447925716638565, -0.06783463060855865, -0.15321741998195648, 0.3544606566429138, 0.02801147848367691, -0.19083036482334137, -0.24153414368629456, -0.13967019319534302, -0.0991399809718132, 0.154335156083107, 0.016185639426112175, -0.2566617429256439, -0.24916456639766693, -0.16942356526851654, 0.11946572363376617, -0.1313537061214447, 0.10659482330083847, -0.5149845480918884, 0.36103391647338867, -0.18306508660316467, -0.08138457685709, -0.19285310804843903, 0.4270995855331421, 0.31795430183410645, 0.2431316077709198, -0.5040277242660522, -0.19993041455745697, -0.08230142295360565, 0.5967525243759155, 0.8141801953315735, 0.03020426630973816, 0.03310154750943184, 0.6389467120170593, -0.15277713537216187, -0.19693151116371155, 0.009606141597032547, -0.3138386607170105, 0.14012642204761505, -0.01819387637078762, 0.3817773163318634, 0.6063430309295654, -0.593988299369812, 0.06887755542993546, -0.20922888815402985, 0.3246626853942871, 0.5821486115455627, 0.44940972328186035, 0.21267659962177277, -0.39439570903778076, 0.4360588788986206, -0.30587297677993774, 0.05673181638121605, 0.4805935025215149, -0.06661044806241989, -0.18864266574382782, 0.18201513588428497, 0.6215337514877319, 0.20151576399803162, 0.14203855395317078, -0.2562350034713745, 0.13472069799900055, 0.08445771783590317, -0.12075820565223694, 0.016459856182336807, -0.5345498323440552, 0.03262507915496826, -0.3057814836502075, 0.37620219588279724, -0.07887334376573563, 0.043364018201828, 0.34630057215690613, -0.3898847997188568, -0.12361343950033188, 0.17187026143074036, 0.3533092737197876, -0.5604028105735779, 0.22940802574157715, -0.30888858437538147, 0.47648993134498596, 0.09510297328233719, -0.1974707543849945, -0.22534514963626862, -0.13028286397457123, 0.4508258104324341, 0.037225812673568726, -0.12412805110216141, 0.3000759184360504, 0.46902546286582947, 0.6532121896743774, 0.13406389951705933, 0.2509361803531647, 0.14775730669498444, -0.27605733275413513, 0.2871440351009369, 0.450203001499176, 0.09641294926404953, 0.20108133554458618, -0.10596358776092529, -0.0035186829045414925, -0.2403019219636917, 0.07567908614873886, 0.11121557652950287, -0.051611416041851044, -0.4675089716911316, -0.3169447183609009, -0.020549394190311432, 0.6522601842880249, 0.18896174430847168, -0.018252110108733177, -0.22780145704746246, 0.05097639560699463, 0.0033626805525273085, -0.43527284264564514, 0.012975079007446766, 0.4628557860851288, 0.16880929470062256, 0.27607572078704834, 0.09853535145521164, -0.012234811671078205, -0.020154394209384918, 0.18017156422138214, -0.16820676624774933, 0.36283648014068604, 0.07080818712711334, 0.19268760085105896, 0.7671366930007935, -0.05333662033081055, 0.41703054308891296, -0.21070976555347443, -0.005790982861071825, 0.27082353830337524, -0.09751428663730621, -0.09099497646093369, -0.5483314394950867, 0.19489876925945282, -0.1959323137998581, -0.3069993555545807, 0.15306909382343292, 0.026021212339401245, -0.3544040024280548, 0.26090094447135925, -0.196576327085495, 0.18032695353031158, 0.5001221299171448, 0.123563252389431, -0.2738427519798279, -0.19578079879283905, 0.006007160991430283, -0.16815900802612305, 0.1471252292394638, 0.23741964995861053, -0.208238884806633, 0.237594336271286, -0.17057260870933533, -0.06522190570831299, -0.5007176995277405, 0.25891372561454773, -0.11926534026861191, -0.45188847184181213, -0.3369430899620056, 0.5009818077087402, -0.42972370982170105, -0.10824092477560043, -0.0004899119376204908, -0.20541861653327942, -0.14827683568000793, -0.020749470219016075, -0.49690982699394226, -0.453125536441803, -0.1640501618385315, 0.25873857736587524, -0.5650516152381897, -0.1484529674053192, -0.3757161796092987, -0.21103933453559875, -0.19865751266479492, 0.6649415493011475, -0.22139017283916473, 0.36440932750701904, -0.35215628147125244, -0.02042754366993904, -0.3301219344139099, 0.20990526676177979, -0.2036820352077484, -0.4414566159248352, -0.2057393491268158, -0.34815001487731934 ]
My last blog focused on the concept of decision trees which form the basis of the Random Forest machine learning Blake Lawrence https://towardsdatascience.com/decision-trees-pruning-4241cc266fef
Decision TreesPruning
[ 0.1456427425146103, -0.2693030536174774, 0.02632949873805046, 0.2681041359901428, 0.2105201929807663, 0.3413604199886322, -0.5049983859062195, -0.018474671989679337, -0.2349710464477539, -0.394489049911499, -0.2566104233264923, 0.38123369216918945, -0.2060103416442871, -0.2902582883834839, 0.09222559630870819, 0.3985578119754791, -0.08030880242586136, -0.12255901098251343, 0.04471495375037193, -0.422814279794693, -0.34442299604415894, -0.6857764720916748, 0.20839928090572357, 0.07790293544530869, 0.17891433835029602, -0.22497884929180145, 0.13218650221824646, 0.051450662314891815, -0.28633803129196167, 0.27866825461387634, -0.16381976008415222, 0.5235396027565002, 0.412118136882782, -0.2762347161769867, -0.12242162972688675, -0.3148176372051239, -0.6105915904045105, -0.584865927696228, -0.3291347920894623, -0.09868466109037399, -0.05334264039993286, 0.17774181067943573, -0.1813795417547226, 0.4892237186431885, 0.019038911908864975, -0.23755916953086853, -1.3624114990234375, 0.12383335083723068, -0.10025881975889206, -0.1426083743572235, -0.6203330159187317, 0.7344743609428406, -0.2958587110042572, 0.43063637614250183, -0.26314887404441833, 0.018915465101599693, 0.5119549036026001, -0.3561616539955139, 0.1888701617717743, -0.2321641892194748, -0.3244818150997162, 0.0744769424200058, -0.10297610610723495, 0.748574435710907, -0.12063120305538177, -0.05752319470047951, 0.263816773891449, 0.052852075546979904, -0.4610414505004883, -0.04787749797105789, -0.25681072473526, 0.15744435787200928, -0.2933385372161865, 0.033885739743709564, 0.030323229730129242, 0.25937676429748535, 0.45779114961624146, 0.4179510176181793, 0.13945546746253967, 0.007833369076251984, 0.1707291305065155, 0.1508469432592392, 0.13844172656536102, 0.08126195520162582, 0.0799378901720047, 0.08741330355405807, -0.36070114374160767, -0.2617844045162201, -0.25717246532440186, -0.22732263803482056, -0.3479810059070587, -0.23276817798614502, 0.015878951177001, -0.3843385577201843, 0.28700876235961914, 0.22623737156391144, 0.447615385055542, 0.027563031762838364, -0.33127161860466003, 0.2893889546394348, -0.4587595462799072, 0.43533581495285034, 0.1095530241727829, -0.24075748026371002, 0.06270991265773773, -0.08905293792486191, -0.5336135625839233, -0.21722370386123657, -0.34867632389068604, 0.42720940709114075, -0.45897430181503296, 0.5925724506378174, 0.3217676877975464, -0.060286834836006165, -0.16037215292453766, 0.5400393605232239, 0.14456772804260254, 0.18174698948860168, -0.3293846547603607, -0.12058506906032562, -0.06447432190179825, 0.73454749584198, 0.35301828384399414, 0.5408413410186768, 0.1629837304353714, -0.15383712947368622, 0.09059330075979233, 0.162587508559227, -0.08997659385204315, 0.3037731945514679, 0.567003071308136, 0.3675403296947479, 0.08188638091087341, -0.30723437666893005, -0.019877254962921143, -0.19030287861824036, -0.3078053593635559, -0.016205571591854095, 0.49792250990867615, 0.14924272894859314, -0.3692286014556885, -0.15879563987255096, -0.08399734646081924, -0.2639975845813751, 0.11101460456848145, 0.4682651460170746, 0.0431828647851944, 0.09712696820497513, -0.28927484154701233, -0.3303516209125519, -0.2666879892349243, 0.27031248807907104, -0.6242794394493103, -0.2568089962005615, -0.22993911802768707, 0.7712597250938416, 0.05620972067117691, -0.23419632017612457, 0.14716945588588715, 0.2809791564941406, -0.3729431927204132, 0.2712070345878601, 0.1864248365163803, 0.047406475991010666, 0.6461610794067383, -0.36739084124565125, 0.24982619285583496, 0.17699359357357025, -0.19233837723731995, -0.2282082736492157, -0.3801669776439667, -0.030515452846884727, 0.4002618193626404, -0.8575124144554138, 0.3819861114025116, -0.03983485326170921, 0.011937644332647324, -0.2490241825580597, 0.49625447392463684, 0.05065028369426727, -0.3262312114238739, 0.21426206827163696, 0.5472541451454163, -0.10277173668146133, -0.562811017036438, -0.3755377233028412, 0.3253200054168701, 0.0007230396731756628, 0.5516933798789978, 0.2868204414844513, -0.4975994825363159, 0.007485317997634411, 0.4554385840892792, -0.7136364579200745, 0.5652109384536743, 0.31404656171798706, -0.22686569392681122, 0.7315148711204529, 0.11450736969709396, 0.31291067600250244, 0.1819472312927246, -0.1857473999261856, 0.329559862613678, -0.2328895926475525, -0.04683569073677063, 0.0025345832109451294, 0.20014320313930511, -0.30817729234695435, -0.17899447679519653, 0.3508203327655792, 0.12778258323669434, 0.0934624895453453, 0.2221355438232422, -0.3444918990135193, -0.05336572602391243, 0.19890297949314117, 0.10018854588270187, 0.13940538465976715, 0.4179624915122986, 0.12181694805622101, 0.7223436236381531, 0.19500908255577087, 0.08913847804069519, 0.6171634793281555, 0.13536512851715088, 0.7984034419059753, 0.3938444256782532, 0.2732927203178406, 0.5784285664558411, 0.1544196605682373, -0.4308217465877533, -0.1529475450515747, -0.08852506428956985, -0.34671151638031006, 0.0326627679169178, -0.1527429074048996, -0.4069419801235199, -0.22871291637420654, 0.3772720694541931, 0.1519055813550949, 0.05115384981036186, 0.06052767112851143, -0.41617515683174133, 0.07431074976921082, 0.02090829610824585, -0.02743181400001049, -0.3668891489505768, 0.005720576271414757, 0.23379825055599213, -0.0955786406993866, -0.07599225640296936, 0.8452474474906921, -0.2987467646598816, -0.12241427600383759, -0.5053606629371643, 0.2386273294687271, -0.031802840530872345, -0.2826636731624603, 0.23167701065540314, 0.3201470375061035, -0.26695844531059265, 0.19983989000320435, -0.18125638365745544, 0.41233357787132263, 0.3784540891647339, -0.7027462124824524, -0.08668166399002075, -0.5860622525215149, 0.1808341145515442, 0.35552266240119934, 0.06910738348960876, -0.42221179604530334, -0.15246076881885529, 0.15298795700073242, -0.12450150400400162, -1.1684871912002563, 0.018597835674881935, 0.3342346251010895, -0.7242071032524109, -0.3453461229801178, 0.5190669894218445, -0.36327365040779114, 0.1131788119673729, -0.0755658745765686, -0.16741426289081573, -0.0502721406519413, -0.07116219401359558, 0.3241736888885498, -0.12477777153253555, -0.2042625993490219, -0.18735371530056, 0.26097241044044495, -0.1436627060174942, -0.1741163581609726, 0.24433451890945435, 0.06965498626232147, 0.19775643944740295, -0.2810376286506653, -0.01241097692400217, -0.03902856260538101, -0.29153135418891907, 0.3577722907066345, 0.3791723847389221, -0.38400596380233765, -0.004534315783530474, 0.41766273975372314, -0.2432490736246109, 0.17434656620025635, -6.317985534667969, -0.45179226994514465, -0.2012348771095276, 0.09923439472913742, 0.010062649846076965, -0.2075231522321701, 0.22440221905708313, -0.14855751395225525, 0.09543678164482117, -0.273020476102829, -0.2950940430164337, -0.5644184947013855, -0.26354697346687317, 0.8016776442527771, 0.09525346010923386, 0.5890659689903259, 0.7629508376121521, 0.09721245616674423, 0.6147960424423218, 0.7624213695526123, -0.3802748918533325, -0.23570387065410614, -0.20405784249305725, 0.21593564748764038, -0.04864424839615822, 0.5288435220718384, -0.36920297145843506, 0.20590265095233917, -0.39852219820022583, 0.11940488964319229, -0.13793544471263885, -0.5286160707473755, -0.6968370079994202, 0.32240137457847595, 0.049059122800827026, -0.01181108970195055, 0.2446874976158142, 0.266852468252182, -0.11034785956144333, 0.2886315882205963, 0.19248273968696594, -0.08011287450790405, 0.05017339810729027, -0.03293026611208916, 0.01919289492070675, -0.05814708396792412, -0.19057875871658325, 0.2191447913646698, -0.10402636975049973, 0.27550607919692993, 0.25729507207870483, 0.17990794777870178, 0.5125513076782227, 0.020182032138109207, 0.3078201115131378, -0.34572580456733704, 0.4357948303222656, 0.35856086015701294, -0.20840027928352356, 0.4674088954925537, 0.33671659231185913, -0.4241067171096802, 0.030785713344812393, -1.0642508268356323, -0.5408295392990112, 0.037236347794532776, -0.25232651829719543, -0.4916876554489136, 0.2056489735841751, 0.19628159701824188, -0.456839382648468, 0.3938169777393341, -0.13883666694164276, -0.7296501398086548, 0.36864179372787476, -0.5892519950866699, -0.3078759014606476, -0.4206659197807312, 0.3513925075531006, -0.09680507332086563, -0.4713325798511505, -0.47154417634010315, -0.030797798186540604, 0.3306708335876465, 0.38797613978385925, -0.16686595976352692, 0.021943163126707077, 0.18928653001785278, -0.20409254729747772, 0.33636152744293213, 0.16635310649871826, -0.043086662888526917, 0.5911338329315186, -0.0871490016579628, 0.9411898851394653, 0.3715956211090088, 0.3513281047344208, 0.32981786131858826, -0.09933128952980042, 0.13208915293216705, 0.5172978043556213, -0.07613935321569443, -0.6786965727806091, -0.6619665622711182, -0.5732256770133972, 0.36480292677879333, -0.2785315215587616, 0.13050676882266998, 0.42447537183761597, 0.14979921281337738, 0.2170216590166092, -0.16678570210933685, -0.25269126892089844, -0.064471036195755, -0.06392960995435715, 0.1619407683610916, -0.44944095611572266, 0.3082226812839508, 0.21168451011180878, 0.12360035628080368, -0.1926327347755432, -0.35028204321861267, -0.24958917498588562, -0.14229905605316162, 0.8218614459037781, -0.05587304010987282, -0.26071062684059143, -0.37088844180107117, 0.12753085792064667, 0.03188643231987953, 0.17063145339488983, -0.14039218425750732, -0.11312352865934372, 0.4003349244594574, 0.14828212559223175, 0.02570810355246067, 0.2593078017234802, -0.012555425055325031, 0.19200818240642548, -0.16889111697673798, 0.1905895173549652, 0.2344927042722702, 0.1969314068555832, -0.09690019488334656, 0.7320561408996582, 0.06652098894119263, 0.03984777629375458, 0.161568284034729, -0.00016821734607219696, 0.18139131367206573, -0.03206344321370125, -0.3865194320678711, -0.03157586231827736, 0.026626307517290115, 0.15783806145191193, -0.13945376873016357, -0.32414495944976807, -0.09546831995248795, 0.40981364250183105, -0.10843151807785034, 0.026768498122692108, -0.44186168909072876, -0.6597110629081726, -0.18446128070354462, -0.13311849534511566, 0.15768522024154663, -0.3051695227622986, 0.19908170402050018, -0.3412024676799774, -0.05229433625936508, -0.1405809372663498, -0.3783720135688782, -0.326296329498291, 0.028239773586392403, 0.09866394102573395, -0.7183458805084229, 0.4552680253982544, 0.03652515634894371, -0.03993650898337364, 0.3471844494342804, -0.3698839247226715, -0.20590639114379883, -0.10276111215353012, 0.13989447057247162, 0.518001139163971, -0.39378663897514343, 0.10003360360860825, 0.156971275806427, -0.095478355884552, -0.13638316094875336, -0.09190439432859421, 0.2496539205312729, 0.3884771466255188, 0.20805056393146515, 0.10740312933921814, -0.32794275879859924, 0.6049379706382751, -0.22002528607845306, -0.2693677246570587, -0.39813074469566345, 0.31849032640457153, -0.19427314400672913, -0.2783864140510559, 0.2598416209220886, 0.4936411678791046, 0.15216177701950073, 0.06948921829462051, 0.016590742394328117, 0.04749539494514465, -0.16031122207641602, -0.4602397382259369, -0.4862515330314636, 0.08920526504516602, -0.17674113810062408, 0.0004538972571026534, -0.03195662051439285, -0.11321640759706497, -0.28068873286247253, -0.24192263185977936, 0.35030514001846313, -0.34617897868156433, -0.13372907042503357, -0.11996801197528839, -0.22195684909820557, -0.030211107805371284, 0.026285262778401375, 0.3351246118545532, -0.365962952375412, 0.1503027081489563, -0.04327113926410675, -0.04554985463619232, -0.7288491129875183, 0.19866010546684265, 0.2178596407175064, -0.16657167673110962, 0.1182006299495697, -0.5299984216690063, 0.8698590993881226, -0.30522119998931885, -0.46196162700653076, -0.6127069592475891, 0.5414298176765442, -0.2935909628868103, -0.5623915791511536, -0.08605692535638809, 0.4472883641719818, 0.07559578865766525, -0.06223516911268234, -0.26340052485466003, -0.07754669338464737, 0.5636175274848938, -0.01891843043267727, -0.31942757964134216, 0.2299242466688156, 0.4391325116157532, 0.048855215311050415, -0.2714115381240845, -0.1408906877040863, -0.3744267225265503, 0.23131972551345825, 0.23783230781555176, -0.37827298045158386, -0.2471098005771637, 0.10156119614839554, 0.17548052966594696, -0.09601183235645294, -0.41898781061172485, -0.5547037124633789, 0.08243615925312042, -0.47165393829345703, -0.5139535069465637, 0.06260078400373459, -0.1801421195268631, 0.674502432346344, 0.1360350251197815, -0.10269954055547714, 0.06089382991194725, 0.23162975907325745, -0.22659645974636078, -0.7455233335494995, -0.4813627600669861, -0.11162348836660385, 0.1391753852367401, -0.23263944685459137, -0.13752608001232147, -0.0295264832675457, -0.25935837626457214, 0.36229392886161804, -0.1295986920595169, 0.3762637674808502, -0.4511161148548126, 0.5687834620475769, -0.2179117351770401, -0.19223591685295105, -0.22966736555099487, 0.3720095753669739, 0.35057589411735535, 0.048266299068927765, -0.5351327061653137, 0.027080679312348366, -0.11078554391860962, 0.37065866589546204, 1.1164826154708862, -0.15819871425628662, 0.517911434173584, 0.8220697045326233, -0.44885027408599854, -0.060326240956783295, 0.04729948937892914, -0.10397759079933167, 0.550178587436676, 0.3095487058162689, 0.042955294251441956, 0.28147295117378235, -0.5168882012367249, -0.09756475687026978, 0.15297269821166992, 0.16866923868656158, 0.2679770886898041, 0.20788702368736267, 0.03328720107674599, 0.09188595414161682, 0.3644340932369232, -0.58927983045578, -0.011648698709905148, 0.5066927671432495, -0.014255539514124393, 0.12125889956951141, 0.4277801513671875, 0.2575904130935669, 0.12982964515686035, 0.05067075416445732, -0.15643925964832306, 0.21050721406936646, 0.13394427299499512, -0.07058757543563843, -0.06194176524877548, -0.8792794942855835, 0.1072768047451973, -0.3743879199028015, 0.7484826445579529, -0.1791396141052246, 0.32168030738830566, 0.23158302903175354, -0.3969852030277252, 0.13410602509975433, 0.39175406098365784, 0.6055598855018616, -0.2204788476228714, 0.46989625692367554, -0.007321405690163374, 0.030973168089985847, 0.5211866497993469, -0.39443328976631165, -0.4200749099254608, -0.3977663516998291, 0.15413013100624084, -0.0361170656979084, -0.06590455770492554, -0.044777918606996536, 0.260516494512558, 0.2801872193813324, 0.2916027307510376, -0.19993101060390472, -0.1091790646314621, 0.007971353828907013, 0.8048970699310303, 0.3360268175601959, 0.06410620361566544, 0.4120683968067169, -0.3138732314109802, 0.12839484214782715, -0.0725557953119278, 0.21806149184703827, -0.2297164797782898, -0.45753172039985657, 0.052081238478422165, -0.06595857441425323, 0.0800129771232605, 0.9649000763893127, 0.23221929371356964, -0.34747472405433655, -0.3844417631626129, 0.6260130405426025, 0.20790427923202515, -0.4307902157306671, -0.1456666737794876, 0.1004909873008728, -0.1649259328842163, -0.06981304287910461, 0.010075991973280907, 0.019373921677470207, -0.04917838051915169, 0.5681888461112976, -0.08012154698371887, 0.2205815464258194, -0.03701097145676613, 0.3461064100265503, 0.3897702395915985, 0.09362508356571198, 0.001506120664998889, -0.38548845052719116, 0.11831189692020416, 0.0706796795129776, -0.11834126710891724, -0.18142744898796082, -0.3625144958496094, 0.2166515439748764, -0.3930620551109314, 0.24050866067409515, -0.08725884556770325, 0.35115280747413635, -0.21588419377803802, 0.4450377821922302, -0.5405187606811523, 0.25162258744239807, 0.5602253675460815, 0.3882305324077606, 0.04833657667040825, -0.24917781352996826, -0.2658042907714844, -0.4620022773742676, -0.008514977060258389, 0.217360258102417, -0.13436461985111237, 0.2790983319282532, -0.6028271913528442, 0.1855035126209259, -0.6490797996520996, -0.015887994319200516, 0.11697492748498917, -0.7326486706733704, -0.19429291784763336, 0.26274147629737854, -0.06219669058918953, 0.04623553156852722, 0.22102013230323792, 0.6053676605224609, -0.12751087546348572, -0.4913976490497589, -0.2670072913169861, -0.2935367822647095, -0.37543174624443054, 0.31406810879707336, -0.4015113115310669, 0.022842872887849808, -0.12334020435810089, -0.22152598202228546, -0.49979498982429504, 0.48643258213996887, 0.062155481427907944, 0.010046173818409443, -0.06769753247499466, -0.4600655138492584, -0.5724461078643799, 0.19923458993434906, 0.034303899854421616, -0.2552110254764557, -0.4467111825942993, -0.02625509351491928 ]
Explainable AI or XAI is a sub-category of AI where the decisions made by the Grant Holtes https://towardsdatascience.com/decision-trees-understanding-explainable-ai-620fc37e598d
Decision TreesUnderstanding Explainable AI
[ -0.10565488040447235, 0.24944619834423065, -0.20047152042388916, -0.0023698608856648207, 0.14555205404758453, -0.06272019445896149, 0.006309433374553919, -0.0688718855381012, 0.15294452011585236, -0.14183321595191956, -0.3384952247142792, -0.07873091101646423, -0.33952847123146057, -0.01343993004411459, -0.108835369348526, 0.15949402749538422, 0.10936035215854645, 0.20217445492744446, -0.45657989382743835, -0.05936060845851898, -0.34694904088974, -0.3549859821796417, 0.39538630843162537, -0.37573689222335815, 0.07684500515460968, -0.07034259289503098, 0.4267003536224365, -0.041592251509428024, 0.06461670994758606, -0.14791138470172882, 0.05916899815201759, 0.24201127886772156, -0.18083681166172028, -0.4106549322605133, -0.6024422645568848, 0.08307643979787827, -0.7068834900856018, -0.3008576035499573, -0.3261222541332245, -0.23593156039714813, 0.1328466236591339, 0.23518267273902893, -0.33092379570007324, 0.5767265558242798, 0.02845812402665615, -0.15518485009670258, -1.478345513343811, -0.2200843244791031, -0.6512205004692078, 0.10448382049798965, -0.3493112325668335, 0.19548411667346954, 0.18472734093666077, 0.10567102581262589, -0.25353845953941345, 0.21487241983413696, 0.11424005031585693, -0.33021119236946106, 0.16473662853240967, -0.01354273222386837, -0.06097276508808136, 0.1620451658964157, 0.09027546644210815, 0.4134269058704376, -0.020527470856904984, 0.06257275491952896, -0.02277863398194313, 0.34235620498657227, -0.2131126970052719, 0.11110963672399521, 0.19874203205108643, 0.1693182736635208, -0.3656339645385742, 0.4289197325706482, 0.084504634141922, 0.22271229326725006, 0.5998244881629944, 0.30145448446273804, 0.3288019299507141, -0.11707659810781479, -0.2667306661605835, 0.3220178782939911, 0.029102392494678497, -0.11224079132080078, 0.19761061668395996, 0.05905541777610779, -0.07376427203416824, 0.1774611473083496, -0.36547258496284485, 0.23560653626918793, 0.08170890063047409, -0.2936718463897705, 0.3065355718135834, -0.05598216876387596, 0.32457926869392395, 0.43577802181243896, 0.5968307256698608, 0.08268006145954132, 0.33287322521209717, 0.18372000753879547, -0.67781001329422, 0.09758542478084564, -0.28276970982551575, -0.37613239884376526, -0.16640403866767883, 0.16536752879619598, -0.3129834830760956, -0.4565073549747467, -0.7102541923522949, 0.17195473611354828, -0.7585505247116089, 0.47381317615509033, 0.11525376886129379, 0.26942139863967896, -0.31370940804481506, 0.20553536713123322, -0.231819286942482, 0.0534881055355072, -0.38577526807785034, 0.017803631722927094, 0.19644293189048767, 0.9051504135131836, -0.12729942798614502, 0.14712490141391754, 0.18055491149425507, 0.34073203802108765, -0.18145909905433655, 0.45936980843544006, 0.11733979731798172, 0.38428759574890137, 0.429706871509552, 0.12062101811170578, 0.05170292779803276, -0.10597527772188187, 0.12522011995315552, -0.4957655370235443, 0.1940070539712906, 0.09261269867420197, 0.3470757007598877, 0.08332713693380356, -0.368679940700531, -0.27875855565071106, -0.25464242696762085, -0.3158411979675293, 0.14587147533893585, 0.047564033418893814, -0.35103917121887207, 0.5800106525421143, -0.10601209849119186, -0.0718998834490776, -0.5745829939842224, 0.05308160185813904, -0.6103875041007996, 0.05486162379384041, -0.09149869531393051, 0.6788963079452515, -0.23250962793827057, -0.29536524415016174, 0.3182830810546875, 0.3645429313182831, -0.1500602662563324, 0.11325739324092865, -0.35731807351112366, -0.1473143994808197, 0.8173354268074036, 0.24341550469398499, 0.07733924686908722, 0.3894388675689697, -0.0020537551026791334, -0.1042778417468071, -0.1348777562379837, -0.379722535610199, 0.2900852859020233, -0.6420369148254395, -0.27328574657440186, -0.29634174704551697, 0.023166215047240257, -0.09459903836250305, 0.7146351933479309, 0.16233940422534943, -0.5023805499076843, -0.17454296350479126, 0.41281774640083313, -0.22760726511478424, -0.21627379953861237, 0.10355102270841599, 0.22668015956878662, -0.057496245950460434, 0.16927793622016907, -0.15115034580230713, -0.22174017131328583, 0.05044185742735863, 0.536890983581543, -0.7259505987167358, 0.426870733499527, 0.13832184672355652, -0.19550158083438873, 1.10878324508667, -0.013849148526787758, 0.20541499555110931, 0.40122970938682556, -0.3675384819507599, 0.2557007074356079, 0.15092432498931885, -0.2400672286748886, 0.2738122045993805, 0.24025483429431915, -0.21441425383090973, -0.21342438459396362, 0.20293238759040833, 0.2337220311164856, 0.24875545501708984, 0.43041300773620605, -0.3274509310722351, -0.172733873128891, 0.05779135972261429, 0.022751910611987114, -0.1543135941028595, 0.33183202147483826, 0.015373154543340206, 0.6323086619377136, -0.0782688558101654, 0.1765834242105484, 0.2892339527606964, -0.02914087474346161, 0.6380645632743835, 0.6641458868980408, 0.055693369358778, 1.0192378759384155, -0.14303873479366302, -0.16310611367225647, -0.11986535787582397, 0.37084144353866577, -0.6453876495361328, -0.07207949459552765, -0.09568694233894348, -0.10749752819538116, -0.32858842611312866, 0.2122279703617096, 0.23737452924251556, -0.1757979840040207, 0.07958203554153442, -0.48212558031082153, 0.12331937253475189, 0.1900835633277893, -0.3282495141029358, -0.34136343002319336, -0.036452680826187134, -0.5520181655883789, 0.12819330394268036, -0.1456882506608963, 0.6191721558570862, -0.14273399114608765, -0.18470093607902527, -0.2950938045978546, 0.26128435134887695, -0.3371793329715729, -0.4523591697216034, -0.25630393624305725, 0.4972035884857178, -0.3996405601501465, 0.47599345445632935, -0.400333434343338, 0.47139498591423035, 0.3837819993495941, -0.8069120049476624, 0.3139307200908661, -0.5534965991973877, 0.07557038962841034, 0.36236605048179626, 0.6623792052268982, -0.3407052457332611, -0.10623379051685333, -0.09790200740098953, -0.42456743121147156, -0.8262578845024109, 0.015864940360188484, 0.3986178934574127, -0.8669249415397644, -0.189888134598732, 0.3167078197002411, 0.29298970103263855, -0.10806229710578918, 0.006975794676691294, -0.1592756062746048, -0.45252689719200134, -0.032627515494823456, -0.45662879943847656, -0.4537162780761719, 0.25155511498451233, 0.04750475287437439, 0.5185033082962036, -0.0566321536898613, -0.35304832458496094, 0.2951706349849701, -0.15219765901565552, -0.07072332501411438, 0.08570702373981476, -0.08073686063289642, -0.03903881087899208, -1.0100486278533936, 0.3568190932273865, 0.5018901228904724, -0.16974663734436035, -0.1467065066099167, 0.510504961013794, -0.17922893166542053, -0.3130274713039398, -6.395181179046631, -0.3713524341583252, -0.5334678888320923, 0.026439819484949112, 0.025202834978699684, 0.051486752927303314, -0.004452279768884182, -0.2283056527376175, 0.31975603103637695, 0.16929619014263153, 0.13759969174861908, -0.5115231275558472, -0.1798311471939087, 0.6132141351699829, -0.2794135510921478, 0.4704793393611908, 0.1986733078956604, 0.2096615880727768, 0.18792086839675903, 0.24295006692409515, -0.4426532983779907, 0.052568014711141586, -0.06896290928125381, 0.5321053862571716, 0.08606953918933868, 0.38133975863456726, -0.3632354736328125, 0.21603626012802124, -0.2366786003112793, -0.10596887767314911, 0.3979800045490265, -0.35499826073646545, -0.5859389305114746, 0.02748877741396427, -0.3359962999820709, 0.5611504316329956, -0.0091645997017622, 0.284720778465271, 0.2485561966896057, -0.22789736092090607, 0.018401438370347023, -0.18474306166172028, 0.25258293747901917, -0.4834103584289551, -0.03962210938334465, -0.30359211564064026, -0.15972554683685303, 0.2240743637084961, 0.04961318522691727, 0.3552412986755371, -0.08552912622690201, 0.49985307455062866, 0.260255366563797, 0.1641365885734558, 0.06251788139343262, -0.3718774616718292, 0.4322151839733124, 0.16216051578521729, -0.11318483203649521, 0.26959455013275146, 0.23153209686279297, 0.023329880088567734, -0.23475982248783112, -1.0262937545776367, -0.12307079136371613, -0.016825061291456223, -0.4159260094165802, -0.19081690907478333, -0.03751666471362114, 0.11612149327993393, -0.5954819917678833, 0.22159692645072937, 0.09737733751535416, -0.8195011019706726, 0.2274131327867508, -0.30502787232398987, -0.010483141988515854, -0.14136837422847748, 0.20362770557403564, -0.16581827402114868, -0.3170126974582672, -0.23963811993598938, -0.4110403060913086, 0.21971984207630157, 0.30313512682914734, -0.14694203436374664, 0.34999948740005493, 0.16785918176174164, 0.05643901973962784, 0.58505779504776, 0.17888572812080383, 0.09341714531183243, 0.473068505525589, 0.27156561613082886, 0.6499690413475037, 0.4920312464237213, 0.2426404356956482, 0.47751230001449585, 0.41486579179763794, -0.11476146429777145, 0.39622780680656433, -0.2523300051689148, -0.43406274914741516, -0.5364349484443665, -0.05078615993261337, 0.10759765654802322, -0.12378963083028793, -0.04678354784846306, 0.7889302968978882, 0.06404107064008713, -0.12211713194847107, -0.22191353142261505, -0.40024837851524353, 0.18374550342559814, -0.035965919494628906, -0.19952665269374847, -0.0907771959900856, 0.31915101408958435, 0.41548606753349304, -0.09637243300676346, -0.4630677103996277, -0.1624394804239273, -0.446624755859375, 0.313403457403183, 0.017650041729211807, -0.00964406318962574, 0.07831138372421265, 0.4139462411403656, 0.25503259897232056, 0.038801711052656174, 0.18674269318580627, 0.0007922503864392638, -0.39189252257347107, 0.3892657458782196, -0.12093856930732727, -0.2851976454257965, 0.48896288871765137, 0.2888140082359314, 0.2844206690788269, -0.5320360064506531, 0.5865989327430725, -0.05930415168404579, 0.20185016095638275, -0.16832923889160156, 0.7318384051322937, -0.051324065774679184, -0.03740411624312401, 0.015505167655646801, -0.14130254089832306, 0.3510642647743225, -0.12205208092927933, -0.4255494177341461, -0.10673144459724426, -0.06386827677488327, -0.2645523250102997, 0.2658941447734833, 0.03282640501856804, -0.1542399525642395, -0.06550958007574081, -0.507023274898529, 0.15431813895702362, -0.5276156067848206, -0.7395480871200562, -0.003952999599277973, -0.012815498746931553, 0.22235950827598572, -0.43782806396484375, 0.26079609990119934, -0.4413374960422516, -0.0008779408526606858, 0.1305162012577057, -0.2775063216686249, -0.25788605213165283, -0.2798723876476288, 0.029796721413731575, -0.20518246293067932, 0.3307933509349823, 0.318746417760849, -0.24435393512248993, 0.2889356017112732, -0.26213011145591736, -0.3396214544773102, -0.33753782510757446, 0.08332021534442902, 0.4068014621734619, -0.3873365819454193, 0.20306161046028137, 0.362775981426239, 0.15988388657569885, -0.5608093738555908, 0.5824970602989197, 0.15941786766052246, 0.1426164209842682, 0.016161704435944557, 0.2842228412628174, -0.34630686044692993, 0.4602227807044983, -0.37713271379470825, 0.12817594408988953, -0.5399094820022583, 0.4237220883369446, 0.02089560218155384, 0.07753106206655502, 0.39000439643859863, 0.4716203212738037, -0.5385327339172363, 0.03153861686587334, -0.0484347864985466, 0.05183776468038559, 0.06368036568164825, -0.49265721440315247, -0.5644327998161316, 0.19808848202228546, -0.09119151532649994, 0.12246094644069672, 0.049538563936948776, -0.254727303981781, -0.09659449011087418, -0.1254567950963974, 0.32871726155281067, -0.27529850602149963, -0.06302380561828613, 0.04538674280047417, -0.17002291977405548, -0.0547238327562809, 0.010864357464015484, 0.5077261924743652, -0.12295225262641907, 0.34713733196258545, -0.27094152569770813, 0.11401380598545074, -0.400508850812912, 0.38802745938301086, 0.22936558723449707, -0.2513350546360016, -0.1779092699289322, 0.1532973200082779, 0.9186137914657593, 0.07893428206443787, -0.37866199016571045, -0.5995569825172424, 0.41432201862335205, -0.2645277678966522, -0.3188236653804779, 0.30537664890289307, 0.45663216710090637, -0.40700849890708923, -0.2485659420490265, -0.4210200607776642, 0.27141550183296204, 0.270152747631073, -0.11563453823328018, -0.2655695974826813, -0.008288504555821419, 0.41037240624427795, -0.19297148287296295, -0.040217407047748566, -0.07652033120393753, -0.09844379872083664, -0.2826393246650696, 0.23551076650619507, -0.475567489862442, 0.02229490503668785, 0.14565199613571167, -0.507696270942688, -0.0679766908288002, -0.5033634901046753, -0.43884050846099854, 0.41373637318611145, -0.40603694319725037, -0.09194925427436829, 0.01518162153661251, 0.25313472747802734, 0.3822806775569916, -0.26983848214149475, -0.2785072922706604, -0.07003358006477356, 0.3081837594509125, -0.1625470370054245, -0.14073790609836578, -0.4213676154613495, -0.19389455020427704, 0.22631512582302094, -0.349907249212265, -0.2278786450624466, -0.28608036041259766, 0.20087800920009613, 0.4234510064125061, 0.032084010541439056, -0.010747070424258709, -0.605695366859436, 0.5654469728469849, 0.012431865558028221, -0.17301532626152039, -0.36636513471603394, 0.31346747279167175, -0.24277451634407043, 0.18990547955036163, -0.18305659294128418, -0.20702259242534637, 0.2275707721710205, 0.17424482107162476, 0.7383944988250732, -0.1728787124156952, 0.09403075277805328, 0.6694594025611877, -0.35125216841697693, -0.28639551997184753, 0.07807460427284241, -0.16564446687698364, 0.5019217133522034, 0.37817710638046265, 0.31767532229423523, 0.541370153427124, -0.12309233844280243, 0.22837357223033905, -0.5174301266670227, 0.23078206181526184, 0.3214598298072815, 0.16533824801445007, -0.12423437088727951, 0.5383185148239136, 0.2751154601573944, -0.5869581699371338, 0.1346236616373062, 0.3871781826019287, 0.005669259000569582, -0.04732181504368782, -0.18603207170963287, 0.819280743598938, 0.3376646935939789, -0.020959969609975815, 0.24391022324562073, 0.5245596766471863, 0.19726455211639404, -0.153111532330513, -0.07196646183729172, -0.6850846409797668, 0.15379533171653748, -0.06899236142635345, 0.6538813710212708, -0.15766465663909912, -0.03249088302254677, -0.5140309929847717, -0.5206042528152466, 0.44426292181015015, 0.15537996590137482, 0.7679044008255005, 0.05846979841589928, 0.4837739169597626, 0.3946884870529175, 0.2091868370771408, 0.5671797394752502, -0.20941534638404846, -0.4582214951515198, -0.11614993214607239, -0.13473401963710785, 0.07218705117702484, -0.09537635743618011, 0.4985285997390747, 0.13521720468997955, 0.3186074495315552, 0.29420608282089233, 0.07584482431411743, -0.044104836881160736, -0.17998772859573364, 0.3404708802700043, 0.2226535975933075, 0.364482045173645, 0.4967253506183624, -0.28624802827835083, -0.18472185730934143, -0.11107739061117172, 0.3066560626029968, -0.08963822573423386, -0.421725869178772, 0.01295775081962347, 0.22576728463172913, -0.10181772708892822, 0.29670611023902893, 0.07117719203233719, -0.20783399045467377, -0.22568489611148834, -0.2706662714481354, -0.19576290249824524, -0.3335728347301483, -0.10462905466556549, 0.53633713722229, -0.27213916182518005, 0.24113036692142487, -0.12442834675312042, -0.002475737128406763, 0.1654147505760193, 0.2142273634672165, 0.10590758919715881, 0.1691480129957199, 0.24639175832271576, 0.20623432099819183, 0.3717067837715149, 0.10562143474817276, -0.18261373043060303, -0.040836066007614136, 0.08375514298677444, -0.15173381567001343, -0.3802426755428314, 0.2894189953804016, 0.021467778831720352, 0.2630887031555176, -0.19301079213619232, -0.23732513189315796, -0.1456911861896515, -0.008353893645107746, -0.1935940980911255, 0.11930197477340698, -0.1328701376914978, -0.0025352707598358393, 0.33398890495300293, 0.36169952154159546, -0.24740473926067352, -0.14632229506969452, -0.32538050413131714, -0.5418331623077393, 0.04291776567697525, -0.11276228725910187, -0.12371104955673218, 0.3185643255710602, -0.2423560917377472, 0.1290622502565384, -0.22346007823944092, 0.5112894177436829, -0.09468395262956619, -0.5737079977989197, 0.006767974700778723, 0.39138054847717285, -0.24397511780261993, -0.17941126227378845, -0.12380674481391907, 0.20196351408958435, -0.03192928805947304, -0.43169525265693665, -0.38259387016296387, -0.06550544500350952, -0.31505048274993896, 0.5835354924201965, -0.08374190330505371, -0.09632746130228043, -0.09379468858242035, -0.40343916416168213, -0.6071329116821289, 0.31883132457733154, -0.2843801975250244, -0.04524288326501846, -0.33594512939453125, -0.1752890646457672, -0.47468340396881104, 0.28554725646972656, 0.4804544746875763, -0.4281691312789917, -0.33988186717033386, -0.15988343954086304 ]
Everywhere you look people seem to be talking about one thing. Well, I mean apart from Donald Trump and his disturbingly entertaining antics. And thats AI. There are those that cant contain their excitement (Yo, AI is going to change the world!). There are those that are uncertain (We really dont yet Shamli Prakash https://towardsdatascience.com/decoding-ai-47b3e6840f9d
Decoding AI
[ 0.24032266438007355, -0.024687575176358223, 0.6231699585914612, 0.30282533168792725, 0.5192331671714783, -0.3990896940231323, -0.007861443795263767, 0.08034126460552216, -0.329592764377594, -0.1358526647090912, -0.5154343843460083, -0.08359656482934952, -0.48014965653419495, -0.35293424129486084, 0.27407532930374146, 0.11911613494157791, -0.054776594042778015, 0.03693174943327904, -0.24264100193977356, 0.3435947000980377, -0.40192142128944397, -0.3069903254508972, 0.4649115800857544, -0.3597106337547302, -0.06373538076877594, -0.3057754337787628, 0.2233174741268158, -0.24570363759994507, -0.30256763100624084, 0.2682963013648987, -0.30611810088157654, -0.015715384855866432, 0.20612116158008575, 0.08509177714586258, -0.8001013994216919, -0.04216516390442848, -0.6604948043823242, -0.09592770785093307, 0.03184320032596588, 0.01914191246032715, -0.32426559925079346, 0.1378496140241623, -0.0735303983092308, 0.05313289910554886, -0.21475543081760406, -0.8275009989738464, -1.2842751741409302, 0.2282380759716034, -0.05951892212033272, 0.04197527840733528, -0.011320210061967373, 0.19763965904712677, -0.3086946904659271, 0.19523191452026367, 0.05932634696364403, 0.20815488696098328, -0.27719515562057495, -0.4383103847503662, -0.3894202709197998, -0.1881183534860611, 0.5091962814331055, 0.18186157941818237, -0.08773882687091827, -0.004502213094383478, 0.2320101112127304, 0.23150259256362915, 0.34168922901153564, -0.10430175065994263, -0.2362232357263565, 0.11588543653488159, 0.3060277998447418, 0.2303040474653244, 0.018388574942946434, -0.1376686841249466, 0.16940784454345703, -0.34876081347465515, 0.44051769375801086, 0.6449577212333679, 0.4251762926578522, 0.1330828219652176, -0.0563754104077816, 0.022447535768151283, 0.5058692097663879, 0.43089747428894043, -0.031577836722135544, 0.01442692056298256, 0.11761635541915894, 0.5392268300056458, -0.32812419533729553, -0.14486250281333923, -0.049532465636730194, -0.27209535241127014, 0.34151312708854675, -0.0586477555334568, 0.17018882930278778, 0.0007387364748865366, 0.3925439119338989, -0.34223124384880066, -0.4048001170158386, 0.1051936224102974, -0.5110965967178345, -0.1821947544813156, -0.1522293984889984, -0.9364491701126099, -0.10586343705654144, 0.2036323845386505, 0.0786856934428215, -0.22936514019966125, -0.24727322161197662, 0.4557380974292755, -0.46742114424705505, 0.3167969882488251, 0.44849056005477905, -0.03510308638215065, -0.29329293966293335, 0.7243210673332214, 0.03845461457967758, -0.20432981848716736, 0.04858453944325447, 0.13875295221805573, 0.6013870239257812, 0.6426977515220642, 0.5661891102790833, -0.6219895482063293, 0.4122968316078186, 0.17183451354503632, -0.37614256143569946, 0.1430095136165619, 0.050969336181879044, 0.4534591734409332, 0.24711771309375763, 0.12651948630809784, -0.2266680896282196, -0.3373758792877197, 0.1287529170513153, -0.13928095996379852, 0.11927369236946106, -0.3214590549468994, 0.18829187750816345, 0.1653386354446411, 0.01833755150437355, -0.09370026737451553, -0.49901053309440613, 0.14234985411167145, 0.268805593252182, 0.3161064386367798, -0.30731630325317383, 0.44817373156547546, -0.1868300586938858, -0.37601953744888306, -0.7769478559494019, -0.2845892012119293, -0.6226369142532349, 0.0957421287894249, -0.005071152932941914, 0.1442863941192627, 0.014258547686040401, -0.45037850737571716, 0.7420064806938171, 0.19469128549098969, 0.23520129919052124, 0.03165268525481224, 0.04363124072551727, -0.20367294549942017, 0.3734728991985321, 0.13984768092632294, 0.4152204394340515, 0.6277317404747009, -0.15481553971767426, -0.032722994685173035, -0.07531245052814484, 0.12825815379619598, 0.5608944892883301, -0.1979934573173523, 0.1815079301595688, -0.04847889393568039, 0.1809380203485489, -0.1868891417980194, 0.1312543898820877, 0.10638593137264252, -0.724829912185669, -0.06029970943927765, 0.08993078768253326, 0.332651823759079, 0.264552503824234, -0.30250945687294006, 0.022326622158288956, 0.42944908142089844, 0.4920744299888611, 0.15590041875839233, -0.1341538280248642, -0.1447148472070694, 0.27629750967025757, -0.5174100995063782, 0.4200890362262726, -0.03798244893550873, 0.042019590735435486, 0.9541277885437012, 0.5216197371482849, 0.692298948764801, 0.018647538498044014, -0.04957837611436844, 0.558163583278656, -0.06764109432697296, -0.022382454946637154, 0.3294993042945862, 0.08811759948730469, 0.3253694474697113, 0.13330738246440887, 0.2899460792541504, 0.1079300194978714, 0.01098957285284996, 0.15454106032848358, -0.3486310839653015, -0.17755205929279327, -0.027256356552243233, 0.0638360008597374, -0.11021671444177628, -0.6339662671089172, 0.6118525266647339, 0.6540576219558716, 0.04509541019797325, -0.2092825025320053, 0.25791940093040466, 0.2688755989074707, 0.9299854636192322, 0.3319559097290039, -0.29769274592399597, 0.1472974419593811, 0.006953180301934481, -0.5727711319923401, -0.7441606521606445, 0.32996392250061035, -0.3479538857936859, -0.26128631830215454, 0.23639541864395142, -0.12690690159797668, 0.019658932462334633, 0.26309552788734436, -0.08520485460758209, -0.14128915965557098, 0.21750913560390472, -0.1613621562719345, 0.19910046458244324, -0.5809617638587952, 0.15579856932163239, -0.24282635748386383, -0.534717321395874, -0.12538817524909973, -0.2204434871673584, -0.1270381361246109, 0.4045152962207794, 0.01138214860111475, 0.0071233781054615974, 0.14613159000873566, 0.2965541481971741, -0.23414213955402374, 0.10767035186290741, -0.03629375994205475, 0.4059664309024811, -0.3511299788951874, 0.21636506915092468, -0.2680882215499878, 0.2483239322900772, -0.2469167411327362, -0.5983560681343079, -0.14745865762233734, -0.4431901276111603, 0.12403304874897003, 0.5104684233665466, 0.4027641713619232, -0.11704245209693909, -0.00018274819012731314, -0.018820935860276222, 0.367434561252594, -0.7908748984336853, 0.2722090780735016, 0.38207975029945374, -0.1589166522026062, -0.2367614358663559, 0.20518462359905243, 0.23007334768772125, -0.3512687385082245, -0.024215979501605034, -0.41832074522972107, -0.46212440729141235, 0.027804577723145485, 0.012064176611602306, -0.5621568560600281, 0.07991669327020645, 0.25560450553894043, 0.1737743765115738, 0.0697132870554924, -0.3670251667499542, 0.19131749868392944, -0.03646434471011162, 0.49103665351867676, 0.04727090150117874, -0.28554603457450867, 0.13226501643657684, -0.37415003776550293, 0.885194718837738, 0.24216139316558838, -0.41062694787979126, 0.29522329568862915, 0.059192243963479996, -0.029016437008976936, 0.11054603010416031, -6.2948431968688965, -0.11283429712057114, -0.26105040311813354, -0.08213255554437637, -0.0544196180999279, 0.1215260773897171, 0.012384827248752117, 0.20715254545211792, 0.4744217097759247, 0.03768834471702576, -0.006097310222685337, -0.3219585120677948, -0.11249289661645889, 0.23797446489334106, -0.42665693163871765, 0.525296151638031, 0.3907269835472107, 0.17989012598991394, 0.04627165570855141, 0.5881174802780151, -0.4521348178386688, 0.08125695586204529, 0.05468791723251343, 0.573872447013855, 0.1845596581697464, -0.07536716759204865, -0.2331247329711914, -0.10593841969966888, -0.20936083793640137, -0.02874329872429371, 0.10977011919021606, -0.14866392314434052, -0.2990082800388336, 0.24009278416633606, -0.07581476122140884, 0.21700768172740936, 0.3567056953907013, -0.10036601126194, 0.2061121016740799, -0.21222907304763794, 0.16553156077861786, -0.1982554942369461, -0.17394985258579254, -0.47719618678092957, 0.2306177318096161, -0.7361295223236084, -0.21072930097579956, -0.06953706592321396, -0.0021574017591774464, -0.37450820207595825, 0.04176265001296997, 0.04490924999117851, 0.20949415862560272, 0.08928683400154114, 0.2528979182243347, -0.3651418387889862, 0.3203352689743042, 0.7429249286651611, -0.08515310287475586, 0.25259682536125183, 0.2173527479171753, -0.06092119961977005, -0.18817268311977386, -0.7220677137374878, 0.1841302365064621, 0.35246455669403076, -0.03779255971312523, -0.611558198928833, 0.3469997048377991, 0.0025604558177292347, -0.9681676030158997, 0.04811863601207733, -0.3195011019706726, -0.7978591918945312, 0.31080248951911926, -0.04928528890013695, -0.4031742513179779, -0.010476733557879925, 0.0205815639346838, -0.01404634304344654, -0.5913262963294983, -0.2845207452774048, -0.26734471321105957, 0.3572390377521515, 0.4300580322742462, -0.47741296887397766, -0.08986081928014755, -0.1861170530319214, 0.12042234092950821, 0.5532050132751465, 0.9265221357345581, -0.42579054832458496, 0.18267133831977844, 0.07298246026039124, 0.6156947612762451, -0.0889173224568367, -0.15243415534496307, 0.49933382868766785, 0.2011822760105133, -0.20650066435337067, 0.2753077447414398, -0.2690889537334442, -0.28133341670036316, -0.5332209467887878, -0.2054315060377121, 0.1839078664779663, 0.13257381319999695, -0.058974169194698334, 0.5686219334602356, 0.028674762696027756, -0.17456121742725372, -0.12185794115066528, -0.4112679064273834, -0.08761406689882278, 0.378680944442749, 0.17815770208835602, 0.08304420113563538, 0.6779987812042236, 0.3589191436767578, 0.12886041402816772, -0.6076558232307434, 0.1525922417640686, -0.2824432849884033, 0.3775511682033539, 0.04866882786154747, 0.01039083581417799, -0.25028368830680847, 0.23163925111293793, 0.360057532787323, -0.4569575786590576, 0.4022698402404785, 0.3077702522277832, 0.15131919085979462, 0.14723354578018188, 0.442359983921051, -0.08355417102575302, 0.7643901705741882, -0.005216901656240225, 0.21104665100574493, -0.9693729281425476, 0.04302350431680679, 0.2868536114692688, 0.10259104520082474, 0.16187237203121185, 0.13228531181812286, 0.09897904843091965, 0.08124221861362457, 0.3074103593826294, 0.17689262330532074, 0.5380181670188904, 0.028991973027586937, -0.5088081359863281, 0.08330073207616806, -0.008370009250938892, -0.2719244658946991, 0.3565378785133362, 0.21614523231983185, -0.43725892901420593, 0.32314324378967285, -0.20129263401031494, 0.426838219165802, -0.34978392720222473, -0.5172707438468933, 0.12158673256635666, 0.228842630982399, 0.2104330062866211, -0.5067163109779358, -0.3867519497871399, 0.10964498668909073, 0.2739129960536957, 0.2563944160938263, 0.1361255943775177, -0.6176941990852356, -0.12521176040172577, 0.04886068403720856, -0.35528886318206787, -0.19493424892425537, 0.23587527871131897, -0.26802700757980347, 0.4043782651424408, -0.3321622312068939, -0.3458060622215271, -0.3774294853210449, 0.12185891717672348, 0.4535023272037506, -0.5189149975776672, 0.20844511687755585, 0.07728570699691772, -0.2470066398382187, -0.20535722374916077, 0.21852277219295502, 0.6055850386619568, -0.17645493149757385, -0.2523454427719116, 0.2945984899997711, -0.2378082424402237, 0.0894201472401619, 0.25291866064071655, -0.23347507417201996, 0.1955932378768921, 0.1375044882297516, -0.09193842113018036, 0.08574692159891129, 0.26682183146476746, 0.42284703254699707, -0.19806519150733948, 0.17662106454372406, 0.43994569778442383, 0.49685370922088623, 0.18212541937828064, -0.036131709814071655, -0.5164164304733276, 0.06043515354394913, -0.367193341255188, 0.23690995573997498, 0.2636563777923584, -0.5434757471084595, -0.1566999852657318, -0.08969120681285858, 0.21064218878746033, -0.4985349178314209, 0.01278358418494463, -0.14033865928649902, -0.2569669187068939, -0.132716566324234, -0.3888442814350128, 0.29820123314857483, -0.3738715350627899, -0.01970549486577511, -0.23644915223121643, -0.1509024053812027, 0.03039964847266674, 0.6545428037643433, 0.7519387006759644, -0.7482031583786011, -0.13715827465057373, 0.2676486670970917, 0.8007088303565979, -0.12446173280477524, -0.10060593485832214, -0.7366006374359131, -0.47172507643699646, -0.4431946873664856, -0.370937317609787, -0.11766944825649261, 0.39102503657341003, -0.40358880162239075, 0.06911008059978485, -0.2427518665790558, -0.09663453698158264, 0.347062349319458, -0.15900349617004395, -0.5392661690711975, -0.002276082755997777, 0.10877597332000732, -0.035648200660943985, 0.0004740804142784327, -0.13117069005966187, -0.31771355867385864, -0.21528001129627228, -0.31761929392814636, -0.0784095972776413, -0.25327324867248535, -0.05339755862951279, -0.16476789116859436, 0.23815664649009705, 0.10619408637285233, -0.44345471262931824, 0.3915722668170929, -0.10487635433673859, -0.42870640754699707, -0.3721318244934082, -0.2192174196243286, 0.20949651300907135, -0.19137145578861237, -0.1204407811164856, 0.03523678705096245, 0.143297016620636, -0.9472055435180664, -0.5189294815063477, -0.3100143074989319, 0.16007040441036224, -0.027709221467375755, -0.2078338861465454, 0.005330210085958242, -0.34378793835639954, 0.38636142015457153, -0.03126434609293938, 0.09204162657260895, 0.4256117045879364, -0.43967369198799133, 0.8890008330345154, -0.3717195391654968, 0.021493664011359215, -0.23170597851276398, 0.1182444617152214, 0.36875760555267334, 0.18970821797847748, -0.3985583186149597, -0.7895383834838867, -0.06932517886161804, -0.07743881642818451, 0.6097774505615234, 0.006340266205370426, -0.1903136670589447, 0.5145357251167297, -0.023841191083192825, -0.20169799029827118, -0.16136561334133148, 0.2914539873600006, -0.07994744181632996, 0.11789250373840332, 0.345045804977417, 0.9838405847549438, -0.5215049386024475, 0.20474952459335327, 0.25549715757369995, 0.06372985988855362, -0.32086601853370667, 0.28111129999160767, 0.1723645180463791, -0.6351286172866821, 0.06144066900014877, -0.08371922373771667, -0.16766411066055298, 0.04399032145738602, -0.019507646560668945, 0.23547227680683136, 0.24425819516181946, 0.7779035568237305, 0.01879720389842987, 0.41830113530158997, -0.1659693419933319, 0.36921200156211853, 0.45463496446609497, -0.72112637758255, 0.30149197578430176, -0.21878597140312195, 0.04855770990252495, -0.48019129037857056, 0.49602171778678894, 0.27873823046684265, -0.03459722548723221, -0.3068675398826599, -0.517855167388916, 0.09700357168912888, 0.3011454641819, 0.9002447128295898, -0.5541541576385498, 0.011014844290912151, 0.14404287934303284, 0.41717368364334106, 0.030339350923895836, -0.7527464628219604, 0.09206996113061905, -0.06418528407812119, -0.006190861109644175, -0.5775224566459656, 0.1845259964466095, -0.027432790026068687, 0.30026304721832275, 0.24200522899627686, 0.3818809688091278, 0.45271292328834534, 0.20700609683990479, -0.09307224303483963, 0.22054138779640198, 0.13868702948093414, 0.4738715589046478, 0.04463224112987518, -0.3238050639629364, -0.13987107574939728, -0.3595414161682129, 0.03807459771633148, -0.28078892827033997, 0.09965634346008301, -0.21280556917190552, -0.4598994851112366, -0.3551105260848999, 0.4635171592235565, -0.049907077103853226, 0.1492638885974884, -0.35968732833862305, 0.22566655278205872, -0.020538387820124626, 0.408340722322464, -0.1257336288690567, 0.17835736274719238, -0.44883888959884644, 0.21791428327560425, -0.1137799471616745, -0.5537442564964294, -0.3474104404449463, 0.5956910252571106, 0.1648440808057785, -0.5912782549858093, 0.039346303790807724, -0.29311299324035645, 0.09212781488895416, 0.5365121364593506, 0.5755724310874939, -0.24358488619327545, 0.18371807038784027, 0.20429344475269318, -0.04210326820611954, -0.13186012208461761, -0.1370568722486496, -0.3246581256389618, -0.4530099034309387, 0.023662783205509186, -0.4334544837474823, 0.22305499017238617, -0.014687173068523407, -0.00012696108024101704, -0.24905423820018768, 0.32089823484420776, 0.3135848641395569, 0.010974117554724216, 0.23586973547935486, -0.4089314639568329, 0.030518054962158203, -0.40463244915008545, -0.36150363087654114, 0.3063068091869354, -0.11083984375, 0.2984670400619507, -0.5017504096031189, 0.2976689338684082, -0.6159008741378784, 0.03323172777891159, -0.30069223046302795, -0.4187566339969635, 0.3749340772628784, 0.009171925485134125, -0.5083683729171753, -0.31404179334640503, -0.025936659425497055, 0.14397552609443665, -0.2954571843147278, -0.6971161365509033, -0.19685180485248566, 0.22395391762256622, 0.02488616667687893, 0.5019916892051697, -0.2369803935289383, -0.23431187868118286, -0.214779794216156, 0.10006272047758102, -0.47762835025787354, 0.13749098777770996, -0.157972052693367, 0.09247280657291412, 0.26051902770996094, -0.14007233083248138, 0.08637307584285736, 0.7061824798583984, 0.5033223628997803, -0.1890844851732254, 0.0029853153973817825, -0.0703124850988388 ]
Engineering a better Medium Stats experience with data science Conor Dewey https://towardsdatascience.com/deconstructing-metrics-on-medium-bf5b4863bf96
Deconstructing Metrics on Medium
[ -0.11229173094034195, -0.277200847864151, -0.08015516400337219, 0.3356962203979492, -0.23149271309375763, 0.2754632532596588, 0.035565536469221115, -0.21675574779510498, 0.0802338570356369, 0.017839817330241203, -0.14927802979946136, 0.1482848823070526, -0.08291814476251602, -0.06415515393018723, -0.060094501823186874, 0.3616349697113037, 0.021778540685772896, -0.33710360527038574, 0.1574467569589615, 0.2831699252128601, -0.4213982820510864, -0.41758015751838684, 0.45641958713531494, -0.2755727171897888, 0.07441631704568863, -0.01766546070575714, 0.21809609234333038, 0.14170841872692108, -0.5537372827529907, 0.13448630273342133, 0.22901082038879395, 0.41257622838020325, 0.2645512521266937, -0.037301938980817795, -0.17309123277664185, -0.12601631879806519, -0.015064318664371967, -0.17716336250305176, 0.17572973668575287, -0.4182095527648926, -0.2025887817144394, 0.48375269770622253, -0.2938278019428253, 0.2427263855934143, -0.10117588937282562, -0.34416505694389343, -1.7033120393753052, -0.24847249686717987, -0.5026004910469055, -0.24088731408119202, -0.4443148672580719, 0.11249793320894241, -0.09759163111448288, 0.15503862500190735, -0.6787031292915344, -0.09532259404659271, 0.07836152613162994, -0.5904149413108826, 0.30901435017585754, -0.22794364392757416, -0.18784087896347046, -0.031595379114151, -0.274496853351593, 0.3731760084629059, 0.2800530195236206, 0.0052210306748747826, 0.01684296503663063, 0.20696385204792023, -0.08100733160972595, -0.30334147810935974, -0.04642019420862198, 0.4943190813064575, -0.13574883341789246, 0.31884872913360596, 0.2580391466617584, -0.10610482841730118, 0.1933092623949051, -0.032809413969516754, 0.1042938157916069, 0.09741607308387756, -0.18226584792137146, -0.012770107015967369, 0.034995224326848984, -0.2137376219034195, 0.2530754506587982, -0.027089428156614304, -0.005996060557663441, 0.10153250396251678, -0.9282102584838867, 0.13228020071983337, -0.33945798873901367, -0.38492992520332336, 0.20136690139770508, -0.04815761744976044, -0.01879505068063736, 0.10118699073791504, 0.8512635827064514, -0.05124855041503906, 0.2395770251750946, 0.40460649132728577, -0.5759406089782715, 0.14202608168125153, 0.1006406843662262, -0.09579970687627792, -0.4930543899536133, -0.008364214561879635, -0.2779316008090973, -0.24967695772647858, -0.04257235676050186, 0.3605567216873169, -0.23896600306034088, 0.005320268217474222, 0.152883842587471, -0.11850892752408981, -0.14118994772434235, 0.292868047952652, 0.32800358533859253, 0.1886640042066574, -0.4718758165836334, 0.23747143149375916, -0.03030717372894287, 0.7151492238044739, 0.21365754306316376, -0.03426804393529892, 0.19505904614925385, -0.11271339654922485, 0.4284893572330475, 0.4801543653011322, 0.2190311998128891, 0.7068483829498291, 0.18959525227546692, 0.3467977046966553, 0.021707070991396904, -0.016996493563055992, 0.0033038726542145014, -0.6636333465576172, 0.017409201711416245, 0.11449145525693893, -0.20659805834293365, -0.3103801906108856, 0.6487122774124146, -0.13661682605743408, -0.2532432973384857, -0.2260185331106186, 0.10092011094093323, -0.01756156235933304, -0.426607608795166, 0.7883793115615845, -0.3310922086238861, 0.24607731401920319, 0.06611306220293045, 0.46266308426856995, -0.49197497963905334, -0.009778248146176338, -0.31185126304626465, 0.3303574025630951, -0.31167641282081604, 0.04850592464208603, -0.270304411649704, 0.6675819754600525, -0.4805465638637543, -0.0187159925699234, -0.23042356967926025, -0.27367615699768066, 0.822458803653717, 0.09524431079626083, 0.2805441915988922, 0.4491433799266815, -0.5421355962753296, -0.15676206350326538, 0.15108908712863922, -0.06851954758167267, 0.1596938967704773, -0.3690982758998871, -0.12355556339025497, 0.027608687058091164, -0.2542233467102051, 0.1815691441297531, -0.16936330497264862, -0.1589663028717041, -0.5722590088844299, 0.4048209488391876, 0.532002329826355, 0.4691566526889801, 0.2388821691274643, -0.05740131810307503, 0.13047966361045837, 0.031573716551065445, 0.2953466475009918, -0.06800506263971329, -0.19125093519687653, -0.127163365483284, -0.006506688427180052, -0.9279651641845703, 0.4460015296936035, 0.17952445149421692, 0.000804212992079556, 0.6666082739830017, 0.05818149074912071, 0.15407350659370422, -0.01367875188589096, -0.3376412093639374, 0.39797115325927734, 0.09483107179403305, 0.4871325194835663, 0.11870869249105453, 0.3956916332244873, 0.10665386915206909, 0.07457110285758972, 0.4089353084564209, 0.4242874085903168, -0.0012705165427178144, -0.07659827172756195, -0.5136810541152954, -0.41417863965034485, -0.24759860336780548, 0.30915454030036926, -0.01585671678185463, 0.19453932344913483, 0.11771886050701141, 0.7971007823944092, -0.08718102425336838, 0.1330949366092682, -0.0457623153924942, -0.16703100502490997, 0.7729628682136536, 0.6854475140571594, 0.17649196088314056, 0.5544044375419617, -0.11901157349348068, -0.2164456993341446, -0.3261222839355469, 0.052754957228899, -0.5151275992393494, -0.18865612149238586, 0.3614613711833954, -0.30984339118003845, 0.1816706359386444, 0.7384462356567383, -0.4085962772369385, -0.29664772748947144, -0.03256626054644585, 0.048495836555957794, 0.46925678849220276, -0.1177496612071991, 0.4159340560436249, 0.023751910775899887, 0.11883482336997986, -0.4838596284389496, 0.10104957967996597, 0.3964022994041443, 0.8850269317626953, -0.04990777000784874, -0.3278985023498535, -0.1164986714720726, 0.4567019045352936, -0.22327867150306702, -0.5581458210945129, 0.05416874587535858, 0.21167241036891937, -0.24868859350681305, 0.5015594363212585, 0.04735887423157692, 0.038881756365299225, -0.1211196556687355, -0.19205503165721893, -0.13325747847557068, -0.3972276449203491, 0.1639329195022583, -0.04061827436089516, 0.19774585962295532, 0.30489152669906616, -0.1445230096578598, 0.24453528225421906, -0.3973338007926941, -0.40188074111938477, 0.8330370187759399, 0.1347213238477707, -0.5126867890357971, -0.5011587142944336, -0.0886329784989357, 0.3169926106929779, -0.36180219054222107, -0.13421452045440674, -0.2384345978498459, -0.3776220381259918, -0.36456650495529175, 0.16287346184253693, -0.03984587639570236, -0.32624468207359314, -0.47487372159957886, 0.6301455497741699, -0.2705892026424408, -0.21332980692386627, -0.3552430272102356, 0.2635405361652374, -0.16629935801029205, -0.3901442289352417, 0.3986572027206421, -0.14985968172550201, -0.5757809281349182, 0.5206182599067688, 0.3440966308116913, -0.1683073192834854, -0.5349044799804688, -0.14837324619293213, -0.6966729164123535, 0.3097286522388458, -6.255183219909668, 0.36967599391937256, -0.7021898031234741, -0.012567445635795593, 0.07238815724849701, -0.41427356004714966, -0.22760027647018433, -0.030537867918610573, -0.16702790558338165, -0.18847431242465973, -0.5108087658882141, -0.03847337141633034, -0.013308773748576641, 0.2567080855369568, -0.024875953793525696, 0.0836445689201355, 0.530572772026062, -0.11516615003347397, -0.17588165402412415, 0.7015628218650818, -0.6977759599685669, 0.2887202203273773, 0.232755646109581, 0.05810273066163063, 0.4557550549507141, -0.23792541027069092, -0.5858432650566101, 0.7185101509094238, -0.4180978238582611, -0.07815613597631454, 0.40709975361824036, -0.03720928356051445, -0.2957134544849396, 0.2955591678619385, -0.15332649648189545, 0.17882558703422546, -0.2853078842163086, 0.19675186276435852, 0.16148093342781067, -0.17467059195041656, -0.0065648662857711315, 0.20422174036502838, -0.4017987549304962, -0.4119279086589813, 0.41439932584762573, 0.015049212612211704, 0.1221589669585228, 0.27807679772377014, -0.10488392412662506, 0.037829745560884476, 0.37804651260375977, 0.1363769918680191, -0.014329656958580017, 0.18655264377593994, 0.05551215633749962, -0.7064434885978699, 0.7475083470344543, -0.19259577989578247, -0.5771344900131226, 0.15653370320796967, 0.25463926792144775, -0.13987189531326294, -0.0860515758395195, -0.32892289757728577, -0.4794118106365204, -0.4695955812931061, -0.43719619512557983, -0.321844220161438, -0.010001514106988907, -0.1851939857006073, -0.8212233185768127, 0.3113498091697693, 0.3485572040081024, -0.6221605539321899, 0.33180710673332214, -0.24095197021961212, -0.4788340926170349, -0.13601040840148926, 0.2709469199180603, 0.13037970662117004, -0.013681911863386631, -0.7585514783859253, 0.13830798864364624, 0.45000457763671875, -0.06172347068786621, -0.5567232370376587, 0.2114955633878708, 0.31457042694091797, 0.29675719141960144, -0.010595875792205334, 0.23303396999835968, -0.26661473512649536, 0.16645416617393494, -0.41560739278793335, 0.3356567621231079, -0.215579554438591, 0.35539376735687256, 0.3719312846660614, 0.18730399012565613, -0.12444669753313065, 0.30669254064559937, -0.5198950171470642, -0.5930085778236389, -0.8427667021751404, 0.07596119493246078, -0.11741606891155243, -0.3280757963657379, 0.004584673326462507, 0.3885124623775482, -0.42854806780815125, 0.03447769954800606, 0.4140021800994873, -0.5749598145484924, 0.15335005521774292, 0.3476901650428772, -0.40888547897338867, -0.5598414540290833, -0.24704183638095856, 0.3925902843475342, 0.1830773502588272, 0.11839790642261505, -0.003514546435326338, -0.12726114690303802, 0.1916903257369995, 0.05518331006169319, -0.04624849557876587, -0.042392220348119736, 0.4054245352745056, -0.06655768305063248, 0.16483336687088013, 0.40047958493232727, 0.1523277312517166, -0.19252514839172363, 0.1679479032754898, 0.09010093659162521, 0.03994748368859291, 0.14012545347213745, 0.4128415882587433, 0.3003954291343689, -0.6704383492469788, 0.7491066455841064, -0.3311311900615692, 0.10444168746471405, -0.38289833068847656, 0.7004610896110535, 0.1025620549917221, 0.16231857240200043, -0.19071471691131592, -0.12706778943538666, 0.07888471335172653, 0.27870890498161316, -0.5887655019760132, 0.0438830703496933, -0.1535755842924118, 0.0990176573395729, 0.6359422206878662, 0.022377926856279373, -0.2763013541698456, 0.3896210193634033, -0.6367612481117249, 0.05281883850693703, -0.042036451399326324, -0.29411816596984863, -0.38665756583213806, 0.23623821139335632, -0.0884891152381897, -0.38053134083747864, 0.22381533682346344, 0.21051208674907684, 0.24043117463588715, 0.20550625026226044, -0.22799891233444214, -0.765232264995575, -0.12455586344003677, -0.033687278628349304, -0.023585500195622444, 0.18108241260051727, -0.07970356196165085, 0.019816242158412933, 0.47573739290237427, 0.14670886099338531, -0.45815029740333557, -0.12918323278427124, 0.17571315169334412, 0.5539718866348267, -0.32709836959838867, 0.09195349365472794, 0.38144242763519287, -0.14374281466007233, -0.053348053246736526, 0.31331464648246765, -0.17586925625801086, 0.3589997887611389, 0.08647400140762329, 0.2312362939119339, -0.7256927490234375, 0.2928898334503174, 0.6348118185997009, -0.3273514211177826, -0.13047964870929718, 0.1737513691186905, 0.46285736560821533, -0.0023789929691702127, 0.14463414251804352, 0.44944363832473755, -0.2543689012527466, 0.415077269077301, 0.022034985944628716, 0.07811006158590317, -0.16204401850700378, 0.26640963554382324, -0.48029765486717224, -0.19837547838687897, 0.0022845391649752855, 0.5545690059661865, -0.01914490945637226, -0.23789897561073303, -0.4068262577056885, -0.08503521233797073, -0.16176581382751465, 0.28440380096435547, -0.17459715902805328, -0.285736083984375, -0.1524621695280075, 0.4064124524593353, -0.060567136853933334, 0.08085425198078156, -0.3649633228778839, 0.22661666572093964, 0.069416344165802, 0.021986447274684906, -0.46744558215141296, 0.5774953365325928, 1.2082006931304932, -0.22589761018753052, 0.2135465145111084, -0.2721252143383026, 1.0387139320373535, -0.3670263886451721, -0.7830792665481567, -0.20688936114311218, 0.04577590897679329, -0.2983405590057373, 0.0937822237610817, -0.17897552251815796, 0.32071787118911743, -0.43497899174690247, -0.03430769965052605, -0.8100683689117432, 0.2248287796974182, 0.008758879266679287, -0.4219958782196045, -0.7383541464805603, -0.044165194034576416, 0.643173098564148, -0.25747326016426086, 0.00011732496932381764, -0.2393992394208908, 0.08931879699230194, 0.18835122883319855, 0.17134378850460052, -0.1833985149860382, -0.2042553871870041, 0.7203933596611023, -0.443844199180603, 0.1737256646156311, -0.05748974531888962, -0.3732176423072815, 0.027082528918981552, -0.4674709737300873, -0.992622435092926, -0.1852220892906189, -0.20913101732730865, 0.3291577398777008, -0.16403424739837646, 0.0649089440703392, -0.16153444349765778, 0.2693493068218231, -0.9262085556983948, -0.7505021095275879, -0.23471257090568542, -0.09454160928726196, -0.2036164402961731, -0.12831871211528778, -0.33368441462516785, 0.12253419309854507, 0.205477774143219, 0.23031605780124664, -0.3963036835193634, 0.11654484272003174, -0.05976423621177673, 0.4385647475719452, -0.24548518657684326, -0.26291269063949585, -0.35959792137145996, 0.009859586134552956, -0.20555104315280914, 0.013007139787077904, -0.3519648313522339, -0.0743793323636055, 0.4857124090194702, 0.22085627913475037, 0.7847520709037781, -0.646172046661377, 0.6058294773101807, 0.43198180198669434, 0.012449467554688454, -0.11519555747509003, 0.36789482831954956, -0.009725828655064106, 0.05119774490594864, 0.4987638294696808, 0.48249220848083496, 0.7164255976676941, -0.06386124342679977, -0.33166083693504333, 0.3047803044319153, 0.5055345892906189, 0.32022956013679504, 0.365526407957077, -0.19442372024059296, -0.06786978989839554, 0.8845987915992737, -0.23670594394207, -0.5926123261451721, 0.5053403973579407, -0.20790477097034454, 0.1854323148727417, -0.012528529390692711, 0.7373548150062561, -0.14155736565589905, 0.098616823554039, -0.09871375560760498, 0.13634982705116272, 0.3943150043487549, -0.42000988125801086, 0.4020085036754608, 0.22277142107486725, 0.6501570343971252, -0.28045719861984253, 0.2645847797393799, 0.16827428340911865, 0.06634469330310822, 0.14733241498470306, -0.09716439247131348, 0.33084267377853394, -0.15534433722496033, 0.5088844895362854, -0.21010372042655945, 0.19564147293567657, -0.06859209388494492, 0.3379686772823334, 0.265127032995224, -0.6358365416526794, -0.274581640958786, 0.00846867822110653, 0.43230167031288147, -0.21901167929172516, -0.5147742033004761, -0.02480386383831501, 0.2676861584186554, 0.012980259023606777, 0.2614973783493042, -0.3686726689338684, 0.1987977772951126, -0.33290398120880127, 0.6481858491897583, 0.33176225423812866, 0.04682063311338425, 0.5813633799552917, -0.21228408813476562, -0.03036140836775303, 0.17311273515224457, -0.17469319701194763, 0.31844666600227356, 0.23161070048809052, 0.13722194731235504, -0.25097107887268066, 0.0012999501777812839, 0.5290158987045288, 0.028498265892267227, 0.15473857522010803, -0.4733183979988098, 0.0699089765548706, -0.22578682005405426, 0.14638438820838928, 0.3707524836063385, 0.5218914151191711, -0.1695314198732376, -0.26331380009651184, -0.23529522120952606, -0.27791860699653625, 0.29835858941078186, 0.24558639526367188, -0.17439723014831543, -0.22831404209136963, 0.23714934289455414, 0.09380541741847992, 0.5891989469528198, 0.43504568934440613, -0.23206238448619843, -0.03450896218419075, -0.15143297612667084, 0.11311361193656921, -0.27267247438430786, 0.196694016456604, -0.09326105564832687, 0.23552751541137695, -0.043668076395988464, 0.19634369015693665, 0.20560652017593384, -0.3367180824279785, -0.29658442735671997, -0.2939872145652771, -0.4459581971168518, 0.17396262288093567, -0.21789120137691498, 0.1580091416835785, -0.26308387517929077, -0.19968287646770477, -0.27086251974105835, -0.14271727204322815, 0.1688823401927948, 0.027131522074341774, -0.3959728479385376, 0.20341980457305908, -0.28843140602111816, 0.3636237382888794, -0.06001238152384758, 0.002117990981787443, -0.5873104929924011, -0.26605477929115295, -0.5083451271057129, 0.39426445960998535, -0.5894178152084351, 0.11071031540632248, -0.2682470679283142, 0.11634847521781921, -0.45212647318840027, -0.2922579050064087, -0.03801446035504341, -0.040006719529628754, 0.10532716661691666, 0.31469041109085083, 0.0869111716747284, 0.5079449415206909, -0.13013401627540588, 0.5268598198890686, -0.08859773725271225, 0.49241286516189575, 0.2589230537414551, 0.10272704809904099, -0.23869292438030243, -0.16414205729961395, 0.10837225615978241, 0.3172451853752136, -0.32809144258499146, -0.4559745788574219, -0.32122093439102173, 0.08396769315004349 ]
Predicting the Rating a User would give a MovieA Artem Oppermann https://towardsdatascience.com/deep-autoencoders-for-collaborative-filtering-6cf8d25bbf1d
Deep Autoencoders For Collaborative Filtering
[ -0.11496539413928986, -0.25334131717681885, 0.06431610137224197, 0.13245321810245514, 0.11110834777355194, 0.08147742599248886, -0.028353700414299965, -0.26925045251846313, -0.0946982204914093, -0.2356964349746704, -0.4200364053249359, 0.1575326770544052, 0.052057404071092606, -0.2413148283958435, -0.12921033799648285, 0.042888130992650986, 0.06243982911109924, 0.05514448508620262, -0.07545313984155655, -0.05452689155936241, -0.437529593706131, -0.4038960933685303, 0.7822098731994629, 0.09921230375766754, -0.40234893560409546, -0.12488448619842529, 0.3683675527572632, 0.15697939693927765, -0.6953879594802856, 0.24292054772377014, 0.038919106125831604, 0.7583279013633728, 0.2325505018234253, -0.48507797718048096, -0.5107766389846802, -0.3896166682243347, -0.26491034030914307, -0.2308119535446167, -0.011896255426108837, -0.011259762570261955, -0.02561028115451336, -0.13021256029605865, 0.1797003298997879, 0.13346269726753235, -0.07832831144332886, -0.1914350390434265, -1.8130385875701904, 0.6140962839126587, -0.2308976799249649, -0.1444893777370453, 0.16980090737342834, 0.5388495326042175, 0.2309446930885315, 0.2911317050457001, -0.16994018852710724, 0.1277882605791092, 0.2644678056240082, -0.35393938422203064, 0.29902881383895874, 0.16292564570903778, -0.018812786787748337, 0.4405623972415924, -0.09251683950424194, 0.001319844857789576, 0.12281008064746857, 0.2189522683620453, 0.07186911255121231, 0.15367238223552704, -0.19175586104393005, 0.04962076246738434, 0.34175264835357666, 0.07851199805736542, -0.05692608654499054, -0.13986437022686005, -0.26452258229255676, 0.09665163606405258, 0.6388745903968811, 0.37223026156425476, 0.2720572054386139, 0.0194895938038826, 0.005169798154383898, -0.19365566968917847, 0.07677797973155975, 0.4342479407787323, 0.1421121209859848, -0.29077890515327454, 0.249699205160141, 0.014554798603057861, -0.5803101062774658, -0.16749520599842072, -0.5101258158683777, -0.22303970158100128, 0.047704778611660004, 0.1708804816007614, 0.8777697086334229, 0.14380069077014923, 0.2126544564962387, 0.3380594849586487, -0.25030502676963806, 0.36932888627052307, -0.6040320992469788, 0.4623940587043762, -0.26651763916015625, -0.9116696715354919, -0.19684413075447083, -0.1597854644060135, -0.5811854600906372, -0.19604195654392242, -0.39125120639801025, 0.7006802558898926, -0.09606191515922546, 0.5888493657112122, 0.29262784123420715, -0.09799319505691528, -0.406376451253891, 0.4932624399662018, -0.1909738928079605, -0.24039022624492645, 0.19817547500133514, 0.04526197537779808, 0.13965101540088654, 1.088841199874878, 0.09593378752470016, 0.19629672169685364, -0.06728813797235489, 0.0654863491654396, 0.07227560132741928, 0.30127957463264465, 0.3169408142566681, 0.23293602466583252, 0.7491992712020874, 0.1951940953731537, 0.03844993934035301, 0.16783997416496277, 0.02026261016726494, -0.6620306372642517, 0.02935895137488842, -0.3486860990524292, 0.21175818145275116, -0.11811790615320206, -0.11093441396951675, -0.2303837388753891, -0.426120787858963, -0.4130118489265442, 0.3138114809989929, 0.1706821471452713, 0.3449168801307678, 0.5031455755233765, -0.5182661414146423, -0.24598829448223114, -0.648176908493042, 0.2621955871582031, -0.2467636615037918, -0.501254677772522, -0.09403412789106369, 0.2141849547624588, 0.04711274057626724, -0.7871294617652893, 0.21359920501708984, 0.21889300644397736, 0.15845316648483276, 0.15605446696281433, -0.4304755628108978, -0.0659155622124672, 0.609640896320343, -0.22224585711956024, 0.10202675312757492, 0.7026618719100952, -0.14983129501342773, 0.2740854322910309, 0.12125099450349808, 0.5596967935562134, 0.45453909039497375, -0.5266826748847961, 0.7618014216423035, -0.1858690083026886, 0.14446279406547546, 0.08161601424217224, 0.3108713924884796, 0.01792689971625805, -0.6838803291320801, -0.09259210526943207, 0.19020840525627136, 0.04023059830069542, 0.18348777294158936, 0.20437248051166534, 0.07587487250566483, 0.49350056052207947, 0.17734172940254211, 0.33012866973876953, -0.8312395811080933, -0.1671406328678131, 0.2908872663974762, -0.24732401967048645, 0.5988352298736572, 0.05291340872645378, -0.03503045812249184, 0.5197923183441162, 0.4900820851325989, 0.06054575741291046, -0.21034574508666992, -0.2183171510696411, 0.6463174223899841, -0.21739597618579865, -0.28471970558166504, -0.05249670520424843, -0.04611145704984665, -0.2175050526857376, -0.07619357854127884, 0.18634402751922607, 0.11440577358007431, 0.15274037420749664, 0.06172388792037964, -0.4408044219017029, -0.49016833305358887, 0.17324192821979523, -0.0987798422574997, 0.36410683393478394, -0.12017111480236053, 0.4368303418159485, 0.4851078391075134, -0.5591065883636475, 0.15940184891223907, 0.0842125341296196, -0.04940969496965408, 0.6966456770896912, 0.09251006692647934, 0.3310980200767517, 0.5773097276687622, 0.38536036014556885, -0.43982747197151184, -0.3876437246799469, 0.14958928525447845, -0.5417139530181885, -0.011603349819779396, 0.4291963279247284, -0.17515181005001068, 0.15664759278297424, 0.3406512141227722, -0.059361472725868225, -0.35936951637268066, -0.02820039726793766, 0.04697759449481964, 0.1805783212184906, -0.176108255982399, 0.17282330989837646, -0.1373332142829895, 0.3262886106967926, 0.25585871934890747, 0.5075709223747253, 0.4066850244998932, 0.40916284918785095, -0.873519241809845, -0.7137244343757629, -0.20787988603115082, 0.12404840439558029, 0.027442393824458122, -0.3330768048763275, -0.410005122423172, 0.13656817376613617, -0.256684809923172, 0.06826212257146835, -0.10798080265522003, 0.2023789882659912, 0.2591041922569275, -0.7455174326896667, -0.16682840883731842, -0.44289037585258484, 0.3635419011116028, 0.2151961475610733, 0.2201712429523468, 0.16600312292575836, -0.03426123410463333, 0.26402974128723145, -0.07816147059202194, -0.5981146097183228, 0.3785574436187744, 0.43285101652145386, -0.3694847822189331, -0.5554080605506897, -0.026193218305706978, 0.20583756268024445, -0.1902380734682083, -0.07695025950670242, -0.6835110783576965, -0.44512850046157837, -0.14963382482528687, -0.18302009999752045, -0.4529082775115967, -0.31020909547805786, -0.04384511336684227, 0.8537725210189819, 0.12543214857578278, 0.2208227664232254, -0.06118953600525856, 0.3118323087692261, -0.18027278780937195, 0.0014367093099281192, 0.03344511613249779, 0.1673920750617981, -0.6112402081489563, 0.3318086564540863, 0.15636767446994781, -0.19113661348819733, -0.025104505941271782, 0.11126752942800522, -0.49570518732070923, 0.0799117311835289, -6.200686454772949, 0.07158783823251724, -0.6410731673240662, 0.06493443995714188, 0.05799516290426254, -0.11929789930582047, 0.35691478848457336, -0.2610606551170349, 0.15289069712162018, 0.012784858234226704, -0.3360726833343506, 0.08590605109930038, 0.14822931587696075, 0.6078447103500366, -0.09900708496570587, 0.22083701193332672, -0.06670872122049332, 0.19474679231643677, 0.3696826696395874, 0.5249879956245422, -0.6237348318099976, -0.060022350400686264, -0.10265690088272095, 0.05661687254905701, 0.41920146346092224, -0.6036759614944458, -0.07284976541996002, 0.6858277916908264, -0.07821657508611679, -0.6559703350067139, 0.31415697932243347, 0.09117238968610764, -0.758694052696228, 0.7017223238945007, -0.07463225722312927, 0.2964683175086975, 0.05858980491757393, 0.44290730357170105, 0.1338135004043579, 0.10805080085992813, -0.01356492843478918, 0.22986198961734772, -0.3688855767250061, -0.2055809646844864, 0.49226686358451843, 0.014732695184648037, 0.1758042573928833, 0.6200161576271057, 0.05787669122219086, -0.02998119592666626, 0.20806743204593658, -0.10783487558364868, 0.3500678837299347, 0.6041240096092224, 0.09433984756469727, -0.5348153114318848, 0.23135903477668762, 0.04547183960676193, 0.022752348333597183, 0.19207510352134705, -0.05621608346700668, -0.2385025918483734, -0.15878508985042572, -0.9213436245918274, -0.2377474457025528, -0.4123952090740204, -0.5786841511726379, -0.6343786120414734, -0.11065959185361862, 0.2524166405200958, -0.6569558382034302, 0.14442554116249084, 0.13225701451301575, -0.7580695152282715, 0.642060399055481, -0.42520105838775635, 0.030947625637054443, -0.25491979718208313, -0.10088523477315903, 0.10931467264890671, -0.30200791358947754, -0.10304126143455505, -0.38773512840270996, 0.32819584012031555, 0.20774178206920624, -0.30043986439704895, 0.18804298341274261, -0.0474737323820591, -0.07063943892717361, -0.020996147766709328, 0.043466776609420776, -0.4589173495769501, -0.09876468777656555, -0.004551480524241924, -0.13323484361171722, -0.10587424039840698, -0.16643671691417694, 0.4102781414985657, 0.13338100910186768, 0.006847074721008539, 0.4176563620567322, -0.587168276309967, -0.5721786618232727, -0.49350234866142273, 0.03676651045680046, 0.3114350438117981, -0.19946514070034027, -0.03344978764653206, 0.4335835874080658, -0.2158907800912857, -0.31797540187835693, 0.512127161026001, -0.4854680597782135, -0.024706939235329628, 0.45710912346839905, -0.018640602007508278, -0.3723565936088562, 0.19838503003120422, 0.09952425211668015, 0.37573346495628357, -0.21699465811252594, 0.2595182955265045, -0.25192874670028687, 0.44660913944244385, 0.589858889579773, -0.45769238471984863, -0.2948490381240845, -0.03241709992289543, -0.0022899096366018057, 0.24663881957530975, 0.5246343016624451, 0.13281448185443878, -0.5725504159927368, -0.044650837779045105, 0.6704061627388, -0.14140166342258453, -0.16933786869049072, 0.19199158251285553, 0.7216010093688965, -0.3098592758178711, 0.02511868253350258, -0.3180435001850128, -0.0460175983607769, -0.07543803006410599, 0.6198321580886841, 0.12033407390117645, 0.5137200355529785, 0.0046738325618207455, -0.3305602967739105, -0.22183747589588165, -0.03209589794278145, -0.40258538722991943, -0.33077067136764526, -0.1452476531267166, 0.4104290306568146, 0.20288918912410736, -0.17158442735671997, 0.17354357242584229, 0.2835482060909271, -0.4907803535461426, 0.06163342297077179, -0.5451972484588623, -0.4629843533039093, -0.07961000502109528, -0.11784733086824417, -0.17596501111984253, -0.8268341422080994, -0.3431588113307953, -0.28399375081062317, -0.1109631359577179, -0.2703559100627899, 0.36818093061447144, -0.2613399028778076, -0.17541101574897766, 0.188583105802536, -0.3410069942474365, 0.5015575885772705, -0.22444136440753937, -0.3554869294166565, 0.37904077768325806, -0.17271065711975098, -0.15709075331687927, -0.061011139303445816, 0.4713669717311859, 0.286841481924057, 0.05904342234134674, -0.30296024680137634, 0.5154879689216614, -0.10130400955677032, -0.3541284203529358, 0.0633772611618042, 0.010704456828534603, 0.053246863186359406, -0.32822147011756897, 0.014936516992747784, -0.6597863435745239, 0.3647316098213196, 0.009772681631147861, -0.5103757977485657, -0.3597063720226288, 0.07158038765192032, 0.4032580852508545, -0.4874803125858307, 0.3791292905807495, 0.1690848469734192, -0.18765397369861603, 0.3405610918998718, 0.19049088656902313, -0.3186522424221039, 0.1199440211057663, -0.07266275584697723, -0.6043930649757385, -0.35388824343681335, 0.1234506368637085, -0.051985085010528564, 0.15908248722553253, 0.08770090341567993, -0.07754689455032349, -0.15390527248382568, 0.11029980331659317, -0.17426970601081848, -0.5220334529876709, -0.013072241097688675, 0.2309497892856598, -0.5585107803344727, 0.20935256779193878, 0.3304519057273865, -0.25147512555122375, -0.09249964356422424, 0.3170469403266907, 0.3270307183265686, 0.11426454782485962, 0.5116854310035706, 0.42281606793403625, -0.07221692055463791, -0.30154773592948914, -0.26161444187164307, 0.5722498893737793, -0.28132006525993347, -0.4920744001865387, -0.14456583559513092, -0.006405659019947052, -0.09322932362556458, 0.05401182547211647, -0.4687526822090149, 0.21007417142391205, -0.47918257117271423, 0.2590363919734955, -0.8211971521377563, -0.2902202308177948, 0.6178111433982849, -0.5530397891998291, -0.34128642082214355, -0.2100449651479721, 1.1580568552017212, -0.2469697743654251, 0.13001221418380737, 0.01102930586785078, -0.2891544997692108, 0.7832913994789124, -0.22671183943748474, -0.0811406672000885, 0.1919504702091217, 0.47769811749458313, -0.17378586530685425, 0.11684001237154007, 0.16349703073501587, -0.6927703022956848, -0.17433565855026245, -0.39599549770355225, -0.47346073389053345, -0.32983583211898804, 0.13617438077926636, 0.391856849193573, -0.056947845965623856, 0.293687105178833, 0.06972617655992508, 0.12023672461509705, -0.24057435989379883, -0.4829324781894684, -0.13197636604309082, -0.12107032537460327, -0.34931814670562744, -0.3729328513145447, -0.3176109194755554, -0.6460804343223572, 0.02347220852971077, 0.4170050024986267, -0.22502127289772034, -0.0036935547832399607, -0.2552455961704254, 0.19483120739459991, -0.3178313970565796, 0.3899931311607361, 0.21913212537765503, 0.14000941812992096, -0.18783049285411835, -0.2672402858734131, -0.12516005337238312, -0.3318673372268677, -0.019545448943972588, 0.4277106821537018, 0.7991303205490112, 0.16904902458190918, 0.4520583748817444, 0.6705278754234314, 0.14987553656101227, -0.14811331033706665, 0.5452600717544556, -0.05135813727974892, -0.07402991503477097, -0.04645795375108719, 0.33566972613334656, 0.9361855387687683, -0.5477955341339111, -0.01234616618603468, 0.48649653792381287, 0.8178455829620361, 0.04084014892578125, 0.020713284611701965, 0.10112585872411728, -0.20570707321166992, 0.5322801470756531, -0.17448335886001587, 0.03269574046134949, 0.5214928388595581, -0.18525533378124237, 0.36958831548690796, 0.3435913026332855, 0.712878942489624, 0.22063910961151123, 0.17701579630374908, -0.12387603521347046, 0.38599902391433716, 0.1722974181175232, -0.0024704819079488516, -0.0391208715736866, 0.0414612852036953, -0.11157864332199097, -0.39830282330513, -0.15520122647285461, 0.11034783720970154, -0.30815449357032776, 0.5318008065223694, -0.18539930880069733, 0.45887255668640137, -0.03336731344461441, 0.5208820104598999, -0.18690145015716553, 0.2590309977531433, -0.10706550627946854, -0.09902999550104141, 0.3247859477996826, -0.27070897817611694, -0.6382308602333069, 0.07108218222856522, 0.7548167109489441, -0.050317078828811646, -0.2834014594554901, 0.0576140396296978, 0.6463569402694702, 0.09728826582431793, 0.06696388125419617, -0.10972152650356293, -0.49622082710266113, -0.36850643157958984, 0.18559707701206207, 0.06501045823097229, 0.48514479398727417, 0.04929592087864876, -0.13001230359077454, 0.16069012880325317, 0.04547804966568947, 0.20388206839561462, 0.06270082294940948, -0.44879260659217834, 0.25148481130599976, -0.4185143709182739, 0.02232648991048336, 0.7931098937988281, -0.018704544752836227, 0.31193801760673523, -0.25317975878715515, -0.3287111520767212, -0.41893813014030457, 0.18374943733215332, -0.3850083351135254, 0.4043220579624176, 0.10710876435041428, -0.37748003005981445, -0.14286869764328003, -0.055064763873815536, -0.04600675404071808, 0.33282598853111267, -0.6153714060783386, -0.4687789976596832, 0.48615944385528564, -0.02565343677997589, 0.6192330718040466, 0.012639926746487617, 0.021791813895106316, -0.15158309042453766, -0.10968223214149475, 0.045633334666490555, -0.14371755719184875, 0.15108747780323029, -0.4065932333469391, -0.5005137324333191, 0.19458262622356415, 0.030982524156570435, 0.5496551394462585, -0.18524456024169922, -0.06210926175117493, 0.08061207830905914, -0.11401928216218948, 0.3192490041255951, 0.7434268593788147, 0.2805274724960327, 0.14362077414989471, -0.5063936114311218, 0.4229741394519806, -0.5111578106880188, 0.1772255152463913, 0.10627584159374237, 0.2841264605522156, 0.5236548781394958, -0.20980656147003174, 0.05596523359417915, 0.13704246282577515, 0.5987735390663147, -0.6736635565757751, -0.4715176522731781, -0.1778474599123001, 0.8190029859542847, -0.3337235152721405, 0.3025265634059906, -0.259949654340744, -0.033072032034397125, 0.22436383366584778, -0.2646443843841553, -0.684730052947998, -0.17637912929058075, -0.33316731452941895, 0.11229898780584335, -0.47434961795806885, 0.10254309326410294, -0.3551725447177887, 0.03301391005516052, -0.5876743793487549, 0.35147297382354736, -0.26055917143821716, -0.03800037130713463, -0.03075186163187027, -0.004347783047705889, -0.41581642627716064, 0.46635758876800537, -0.03299347311258316, -0.5913588404655457, -0.027707723900675774, -0.09632976353168488 ]
A Generative Model is a powerful way of learning any kind of data distribution using unsupervised learning and it has Prakash Pandey https://towardsdatascience.com/deep-generative-models-25ab2821afd3
Deep Generative Models
[ -0.5269542336463928, -0.4654974341392517, -0.23980118334293365, 0.12059468030929565, 0.368233323097229, 0.08457469940185547, -0.25682467222213745, -0.06826380640268326, -0.2077561616897583, 0.03874414041638374, -0.4199027121067047, 0.1263522356748581, 0.05166269466280937, 0.1645699292421341, 0.08180078864097595, 0.4766554534435272, 0.3501836955547333, -0.2519412040710449, -0.3231672942638397, 0.041591521352529526, -0.5579643249511719, -0.4824179708957672, 0.6326320171356201, 0.31850138306617737, -0.14132988452911377, -0.13935452699661255, 0.4938751459121704, 0.02139916643500328, -0.028088223189115524, 0.2588393986225128, -0.05025651305913925, 0.5070199966430664, 0.421291708946228, -0.09062144160270691, -0.4276063144207001, -0.41533342003822327, -0.4899611473083496, 0.008416191674768925, -0.17211702466011047, -0.14364032447338104, 0.038981832563877106, 0.0019416046561673284, -0.2480839639902115, 0.10596425831317902, -0.08266076445579529, -0.3710762858390808, -1.65825617313385, 0.15825915336608887, -0.5033183693885803, -0.0019604675471782684, -0.26307401061058044, 0.5251131057739258, 0.3960302770137787, -0.06609408557415009, -0.29246360063552856, 0.16939006745815277, -0.052191395312547684, -0.19763727486133575, 0.3978755474090576, -0.15531854331493378, 0.07554054260253906, 0.2934855818748474, -0.017379719763994217, -0.1680205762386322, -0.0315353088080883, -0.2136250138282776, -0.05436701327562332, -0.05524064227938652, -0.4168766736984253, 0.013061748817563057, -0.0735735148191452, 0.20953646302223206, -0.2013251781463623, 0.40329301357269287, -0.2968920171260834, -0.17192016541957855, 0.5538153648376465, 0.22215116024017334, 0.2614104151725769, -0.10681432485580444, -0.3863135874271393, -0.1585012823343277, 0.1246170699596405, 0.19809208810329437, 0.27455681562423706, 0.07498782873153687, -0.04770320653915405, 0.0708906278014183, -0.5084295272827148, -0.006914256140589714, -0.32079052925109863, -0.40821564197540283, -0.03821566700935364, -0.08923347294330597, 0.25028201937675476, 0.5460144281387329, 0.516249418258667, 0.2333947867155075, 0.15506407618522644, 0.1737847626209259, -0.37102290987968445, 0.308278888463974, 0.019176535308361053, -0.16470354795455933, -0.28478479385375977, 0.10352583229541779, -0.3350297212600708, -0.33721134066581726, -0.8162262439727783, 0.2518426775932312, -0.5533115863800049, 0.4127989709377289, -0.09291467070579529, -0.10838225483894348, -0.1788078397512436, 0.3544924557209015, 0.2639504671096802, -0.0288873128592968, -0.2349664270877838, -0.06586101651191711, -0.3624122142791748, 0.8128150105476379, 0.1844455599784851, 0.4660583436489105, -0.1081637293100357, 0.2543722689151764, -0.17039817571640015, 0.29338860511779785, 0.23127581179141998, 0.5506965517997742, 0.7641403675079346, 0.22017799317836761, 0.32315975427627563, -0.15339520573616028, -0.1310974359512329, -0.5552005767822266, 0.08987881243228912, -0.16314134001731873, 0.3264143168926239, -0.009414281696081161, -0.01675328239798546, -0.14201661944389343, -0.11987899243831635, -0.16509859263896942, 0.2394031137228012, 0.2125699669122696, 0.1195875033736229, 0.5726991891860962, -0.6944488883018494, -0.24229170382022858, -0.11177580058574677, 0.45842263102531433, -0.682993471622467, -0.6168985366821289, 0.03015254996716976, 0.6985489726066589, -0.5402793884277344, -0.3624610900878906, 0.2218419313430786, 0.4357311725616455, -0.09075452387332916, 0.033616844564676285, -0.182623028755188, -0.2978495657444, 0.37154513597488403, -0.08150254935026169, 0.09704664349555969, 0.2501717209815979, -0.11959029734134674, -0.041036456823349, 0.08129068464040756, 0.050849799066782, 0.18440110981464386, -0.5247153043746948, 0.25420862436294556, -0.04532291740179062, 0.07294873148202896, -0.003360065398737788, 0.18655265867710114, 0.002502158284187317, -0.5495238304138184, 0.05069950222969055, 0.24051576852798462, -0.0406663715839386, -0.11501973122358322, 0.10254868119955063, 0.16513101756572723, 0.2619953155517578, 0.4863351881504059, 0.09628400206565857, -0.40028560161590576, -0.14218002557754517, 0.3336341679096222, -0.6319113969802856, 0.7061675786972046, 0.23602955043315887, -0.038597963750362396, 0.7655201554298401, 0.37735486030578613, -0.024432186037302017, -0.007064683362841606, 0.03393881022930145, 0.23037679493427277, 0.10492497682571411, 0.08820740878582001, -0.02948792465031147, -0.1342499554157257, -0.26208874583244324, -0.07457766681909561, -0.06222829595208168, 0.11877793073654175, 0.019227663055062294, 0.34029144048690796, -0.5427432656288147, -0.13545145094394684, 0.15618424117565155, 0.09698337316513062, 0.4433170258998871, 0.4204576313495636, 0.3526013493537903, 0.9376468658447266, -0.5311424732208252, 0.09671545773744583, 0.38679829239845276, 0.28671208024024963, 0.6417487859725952, 0.3281309902667999, 0.08119449764490128, 0.9474548101425171, 0.13778889179229736, -0.3933495879173279, -0.40467798709869385, 0.15080511569976807, -0.3395351767539978, 0.07747156172990799, 0.0445607453584671, -0.23389925062656403, 0.3489879071712494, 0.16206097602844238, 0.0826890766620636, -0.23249827325344086, 0.14407850801944733, -0.4165445864200592, 0.35458263754844666, -0.00019398069707676768, -0.09818720817565918, -0.5471726655960083, 0.03827761858701706, -0.16218046844005585, 0.2790319621562958, 0.1113601103425026, 0.5734118819236755, -0.29505598545074463, -0.36155036091804504, -0.4366903007030487, 0.26058289408683777, -0.33191677927970886, -0.4787868857383728, 0.048395704478025436, 0.5301453471183777, -0.19994524121284485, 0.1092190071940422, -0.4902254343032837, 0.08552620559930801, 0.1532251089811325, -0.565447986125946, 0.04206157848238945, -0.1729941964149475, 0.5255342125892639, 0.17470644414424896, 0.09906341135501862, -0.1800907850265503, 0.07414893060922623, 0.3965529501438141, 0.013187169097363949, -0.7937785387039185, 0.19312870502471924, 0.25736764073371887, -0.5146886110305786, -0.3155938386917114, 0.36767372488975525, 0.23556466400623322, -0.14588814973831177, -0.029901642352342606, -0.2210882604122162, -0.2791636288166046, 0.06417248398065567, -0.023794202134013176, -0.04276849702000618, -0.2179296910762787, -0.024500783532857895, 0.5759530067443848, 0.17176075279712677, -0.33274582028388977, -0.08210986852645874, 0.5203027725219727, -0.08315917104482651, -0.23474325239658356, -0.10914329439401627, 0.17481453716754913, -0.7222950458526611, 0.49278751015663147, -0.038786809891462326, -0.2141764611005783, -0.02300322614610195, 0.14766831696033478, -0.21997728943824768, 0.014353149570524693, -6.386009216308594, -0.05638452246785164, -0.6683621406555176, -0.05274298042058945, 0.05811486393213272, -0.15711763501167297, 0.11083778738975525, -0.12431757152080536, 0.10498842597007751, -0.06561928987503052, -0.5778359770774841, -0.2595233917236328, -0.3737278878688812, 0.47669699788093567, -0.06305521726608276, 0.3993830382823944, 0.3827584385871887, 0.42152640223503113, 0.6017823815345764, 0.5654686093330383, -0.48718756437301636, 0.08621818572282791, -0.6304205060005188, 0.22274650633335114, 0.3488227427005768, -0.10786158591508865, -0.42583250999450684, 0.49176934361457825, -0.43199002742767334, -0.2256331592798233, 0.12450452893972397, -0.2715872526168823, -0.5680298209190369, 0.225389301776886, -0.5218124985694885, 0.4352659583091736, -0.33080554008483887, 0.2974732220172882, 0.2224166840314865, -0.15292543172836304, -0.05504179000854492, 0.05918328836560249, -0.404876172542572, -0.44834983348846436, 0.3753359615802765, -0.3146032989025116, 0.031051626428961754, 0.18657569587230682, 0.16113731265068054, 0.2939307689666748, -0.2489105612039566, -0.05462636798620224, 0.37003293633461, -0.05811183899641037, 0.13788621127605438, -0.6689170002937317, 0.3225483000278473, 0.029778677970170975, 0.11027175188064575, 0.2894492447376251, 0.22372595965862274, -0.12078244239091873, -0.40182065963745117, -1.01827871799469, -0.3668883144855499, -0.14001762866973877, -0.29960572719573975, -0.6634467244148254, -0.20331692695617676, -0.042294710874557495, -0.7949753403663635, 0.1280384361743927, 0.09821800142526627, -0.4729978144168854, 0.07473956048488617, -0.6703758239746094, -0.26130813360214233, -0.4579530656337738, 0.22145743668079376, 0.2260374277830124, -0.37002819776535034, -0.5182194113731384, -0.24427618086338043, 0.40068238973617554, 0.2880485951900482, 0.01778576336801052, 0.10185443609952927, -0.2871870994567871, -0.35872694849967957, 0.05965282768011093, 0.03044763393700123, -0.2772129476070404, 0.4470142126083374, -0.17476864159107208, 0.5856072306632996, -0.06286635994911194, -0.11580868065357208, 0.583051860332489, 0.03794687241315842, -0.4519953429698944, 0.4769285023212433, -0.24630387127399445, -0.6999247670173645, -0.3804662823677063, -0.25757789611816406, 0.26770806312561035, -0.05603637173771858, -0.23385024070739746, 0.7010233402252197, 0.042007554322481155, 0.3476511836051941, 0.06944243609905243, -0.5258587598800659, 0.05490793660283089, 0.2603685259819031, -0.02796226739883423, -0.11858546733856201, 0.2673560082912445, 0.44929295778274536, 0.3671702444553375, -0.2158602774143219, -0.2216825932264328, -0.057462178170681, 0.32457298040390015, 0.4766898453235626, -0.03010948747396469, 0.16712155938148499, 0.27109190821647644, 0.334334135055542, -0.039204150438308716, 0.531266450881958, -0.15308791399002075, -0.2860056459903717, -0.08013413846492767, 0.04688747599720955, -0.21059584617614746, 0.013581459410488605, 0.06710240244865417, 0.20419923961162567, -0.46309173107147217, 0.060557909309864044, 0.1086524948477745, 0.4630158543586731, -0.15400460362434387, 0.4316764175891876, -0.16624008119106293, 0.19268548488616943, 0.15268826484680176, -0.1070544421672821, 0.13741707801818848, 0.10234294831752777, -0.29212427139282227, 0.04508949816226959, -0.2055983692407608, 0.02498442307114601, 0.01293200720101595, 0.05630873888731003, 0.003382172202691436, 0.2872426509857178, -0.23623527586460114, 0.004764518700540066, -0.7040808200836182, -0.410155326128006, 0.2902349829673767, 0.024795981124043465, 0.3853552043437958, -0.4760945439338684, -0.2554110884666443, -0.2023974359035492, 0.10060159862041473, 0.14495357871055603, -0.2935028672218323, -0.18673406541347504, -0.15684452652931213, 0.2558004856109619, -0.2501744329929352, 0.4135743975639343, 0.09953917562961578, -0.14019615948200226, 0.44783252477645874, -0.12015824764966965, -0.4700636565685272, -0.2452157884836197, 0.5198279023170471, 0.6193014979362488, -0.030981970950961113, -0.15784232318401337, 0.1400202363729477, -0.06326999515295029, -0.1122441291809082, 0.07807939499616623, 0.22190605103969574, 0.34981322288513184, 0.11686534434556961, 0.28359901905059814, -0.5123181939125061, 0.3969261646270752, -0.012989615090191364, -0.2041931003332138, -0.2635420262813568, -0.1771852970123291, 0.08132363855838776, 0.06659235060214996, 0.3912694454193115, 0.5066724419593811, -0.30144035816192627, 0.1758461445569992, 0.06135839223861694, -0.24384523928165436, 0.07483931630849838, -0.12430733442306519, -0.19724850356578827, 0.030489128082990646, -0.35728052258491516, 0.23202699422836304, 0.06511781364679337, -0.11420396715402603, -0.43822407722473145, -0.19359049201011658, 0.1731344759464264, -0.2192230075597763, -0.3417866826057434, -0.007125794887542725, -0.3611963093280792, -0.2751576006412506, -0.16133984923362732, 0.292429655790329, -0.23635894060134888, 0.055912140756845474, 0.12941913306713104, 0.1269310563802719, -0.5034406185150146, 0.5574822425842285, 0.31279900670051575, -0.22571532428264618, -0.1181696206331253, 0.03956453129649162, 0.8176079988479614, -0.12333492189645767, -0.85529625415802, -0.5763764977455139, 0.06858493387699127, -0.09896519035100937, -0.3396424651145935, -0.23018740117549896, -0.239141583442688, 0.003648201236501336, 0.25717106461524963, -0.6978737115859985, -0.009682546369731426, 0.469336599111557, -0.21476106345653534, -0.5965663194656372, -0.11351654678583145, 0.9860253930091858, 0.01602495275437832, -0.0012273871107026935, -0.44666123390197754, -0.10063900798559189, 0.38261252641677856, 0.05407927930355072, -0.10360921919345856, -0.4270448386669159, 0.4517625570297241, 0.03178844973444939, -0.06107568368315697, -0.2000989466905594, -0.7611678838729858, 0.21757115423679352, -0.49395281076431274, -0.5532591938972473, -0.25287067890167236, -0.4081943929195404, 0.3416368067264557, -0.05267602205276489, -0.09284254908561707, 0.07360733300447464, 0.15992039442062378, -0.15762118995189667, -0.5127941966056824, -0.35520878434181213, 0.08423155546188354, 0.5559682250022888, -0.04668080434203148, -0.32638147473335266, 0.003989518620073795, -0.14162833988666534, 0.14748461544513702, 0.15736903250217438, -0.15974785387516022, -0.3539064824581146, 0.22965852916240692, -0.33666667342185974, -0.0051806909032166, -0.30685245990753174, 0.29553788900375366, 0.002233123639598489, 0.1603255718946457, -0.47285324335098267, -0.2800392508506775, 0.43136852979660034, 0.7985763549804688, 0.5378137230873108, -0.022016869857907295, 0.43347179889678955, 0.5400686860084534, -0.048501335084438324, 0.23482203483581543, 0.21685965359210968, -0.18861500918865204, 0.2362738400697708, 0.18424679338932037, 0.5189424753189087, 0.7318451404571533, -0.4608258605003357, -0.05374070629477501, 0.05896054580807686, 0.4458426237106323, 0.23187024891376495, 0.30943477153778076, 0.18504774570465088, -0.04025578871369362, 0.5123748183250427, -0.46896252036094666, 0.16330884397029877, 0.7130489349365234, -0.18485687673091888, -0.3075505495071411, 0.2162904143333435, 0.7602954506874084, 0.009287312626838684, 0.2938978374004364, -0.28930139541625977, 0.3068353235721588, 0.06674216687679291, -0.10639214515686035, -0.043995920568704605, -0.10044831782579422, 0.3727315664291382, -0.08569248765707016, 0.30936184525489807, 0.011219345964491367, -0.017825888469815254, 0.26643106341362, -0.4796712398529053, 0.6408481001853943, 0.3919261395931244, 0.8315944671630859, -0.36701372265815735, 0.3987964987754822, -0.03152256831526756, 0.08937042951583862, 0.4270627498626709, -0.30868417024612427, -0.3295563757419586, -0.23746979236602783, 0.5923332571983337, -0.07740885019302368, -0.01052847784012556, 0.159968301653862, 0.6544716954231262, 0.3856988549232483, 0.1709761619567871, -0.010468457825481892, 0.24927985668182373, -0.2187388688325882, 0.2733711004257202, -0.1183725968003273, 0.3438032567501068, 0.19624833762645721, -0.04335152357816696, -0.14092357456684113, -0.31833645701408386, 0.281622976064682, 0.004163868259638548, -0.47441366314888, -0.05761731043457985, -0.17815186083316803, -0.1890888512134552, 0.5414090752601624, -0.04142865166068077, -0.017210744321346283, -0.34204331040382385, 0.06602635979652405, 0.0021455930545926094, 0.10405173152685165, -0.11605960875749588, 0.49304094910621643, -0.2420417070388794, 0.30739477276802063, -0.08642593771219254, -0.1306465119123459, -0.04793350026011467, 0.5388895273208618, -0.44207537174224854, -0.05185868963599205, 0.15513379871845245, 0.24959377944469452, 0.45313265919685364, 0.02548069693148136, 0.04634653031826019, -0.2651923894882202, 0.045150548219680786, 0.20505845546722412, -0.1101234033703804, -0.26414626836776733, -0.442476361989975, -0.12733542919158936, -0.2989199161529541, 0.04310828819870949, 0.3510505259037018, 0.36616092920303345, -0.3691701591014862, 0.26186856627464294, -0.10652654618024826, 0.4228416979312897, 0.18093085289001465, 0.4446045160293579, -0.12875668704509735, -0.1511632204055786, 0.14343515038490295, 0.11664001643657684, -0.05760945379734039, 0.17943236231803894, -0.2672656178474426, 0.35234278440475464, -0.23491424322128296, 0.1558440625667572, -0.4669937789440155, 0.29831141233444214, 0.1592787206172943, -0.6001593470573425, -0.2006147801876068, 0.4885023534297943, -0.4040968418121338, -0.18198461830615997, 0.1309211552143097, -0.18115952610969543, -0.134807750582695, -0.46368759870529175, -0.43134060502052307, -0.27995508909225464, 0.0391966849565506, 0.5706623196601868, -0.2952154576778412, -0.04289982467889786, -0.18333876132965088, 0.08574552834033966, -0.6113728880882263, 0.6471995115280151, 0.16617794334888458, 0.4875352382659912, -0.08027529716491699, -0.29733607172966003, -0.12362987548112869, 0.4965726435184479, -0.2946304380893707, -0.509331464767456, -0.33798912167549133, -0.19332364201545715 ]
Reflections on Coursera Specialization on Deep Learning by Andrew Ng Richard Hackathorn https://towardsdatascience.com/deep-issues-lurking-within-deep-learning-f923a96564c7
Deep Issues Lurking Under Deep Learning:
[ -0.18105217814445496, -0.16788475215435028, -0.011948637664318085, -0.09693259745836258, 0.27515414357185364, 0.08563674986362457, -0.03959843888878822, 0.10617271065711975, -0.26413995027542114, 0.029159996658563614, -0.4469403624534607, 0.14552026987075806, 0.18726004660129547, -0.09515047818422318, 0.27777570486068726, 0.5426982045173645, 0.33576974272727966, -0.2715602219104767, -0.29487499594688416, 0.02930377423763275, -0.38705524802207947, -0.561235785484314, 0.8127338886260986, 0.06404382735490799, -0.04331282526254654, -0.01515289768576622, 0.47244372963905334, 0.08816537261009216, -0.22233353555202484, 0.2690404951572418, 0.108791783452034, 0.45338693261146545, 0.42363616824150085, -0.17033442854881287, -0.1703997105360031, -0.30150294303894043, 0.03715557977557182, -0.15489602088928223, -0.00008225745114032179, 0.20355626940727234, -0.15704099833965302, 0.453934907913208, -0.3707437813282013, 0.31302836537361145, 0.04710664227604866, -0.42181533575057983, -1.5770684480667114, -0.22668205201625824, -0.3841530680656433, -0.034255124628543854, -0.26717764139175415, 0.41187795996665955, 0.30413514375686646, -0.08082626014947891, -0.32172441482543945, 0.016156598925590515, 0.05953313037753105, -0.44606608152389526, 0.28543925285339355, -0.48378539085388184, -0.05577058345079422, 0.31835031509399414, -0.040797337889671326, 0.1182325929403305, 0.20284998416900635, 0.26785752177238464, -0.29776284098625183, -0.05653063952922821, -0.12209644913673401, -0.07191392034292221, 0.07123945653438568, 0.44890379905700684, -0.38279426097869873, 0.28103935718536377, 0.02494548074901104, 0.22503520548343658, 0.5223919153213501, 0.488464891910553, 0.2994433641433716, -0.06613536179065704, -0.11406460404396057, -0.05090438947081566, 0.27305299043655396, 0.06958673894405365, 0.3612496554851532, -0.02769770659506321, 0.24893060326576233, 0.03254986181855202, -0.08789300173521042, 0.13536390662193298, -0.25174811482429504, -0.5039494037628174, 0.2746688425540924, -0.08292806893587112, 0.09788816422224045, 0.19459620118141174, 0.5675576329231262, 0.2583421468734741, -0.20452061295509338, 0.3196496069431305, -0.5096725821495056, 0.3341873288154602, 0.16078519821166992, -0.23778201639652252, -0.482175350189209, 0.18338513374328613, -0.2750803232192993, -0.35056552290916443, -0.5978065133094788, 0.3660203218460083, -0.8348958492279053, 0.3436168432235718, 0.16586489975452423, 0.08225218206644058, -0.08935350924730301, 0.6652730107307434, 0.007026006933301687, -0.3841319978237152, -0.038950517773628235, -0.2888423800468445, -0.44427213072776794, 0.627278745174408, 0.13046009838581085, 0.25197634100914, 0.2159378081560135, 0.1815221905708313, 0.031766049563884735, 0.12320077419281006, 0.12228100001811981, 0.6647644639015198, 0.45461130142211914, 0.18376263976097107, 0.0792107880115509, 0.023439660668373108, 0.0903259664773941, -0.5110841989517212, -0.013517741113901138, -0.08789937943220139, 0.5736689567565918, 0.02762766182422638, -0.09939611703157425, -0.2040027379989624, -0.0656357929110527, -0.6408060789108276, 0.07359133660793304, -0.1527174413204193, -0.2607281506061554, 0.24626784026622772, -0.5490236878395081, -0.2063906192779541, -0.29594817757606506, 0.003235184121876955, -0.5075802206993103, -0.24913613498210907, -0.31052371859550476, 0.21393932402133942, 0.049947287887334824, -0.25358259677886963, 0.3462412357330322, 0.40774616599082947, -0.13240273296833038, 0.051575060933828354, -0.25948676466941833, 0.07969126105308533, 0.7570317983627319, 0.15867483615875244, 0.08804105222225189, -0.36396706104278564, -0.023796414956450462, 0.3755747973918915, -0.21614770591259003, 0.16996847093105316, 0.3665712773799896, -0.75645911693573, 0.26886358857154846, 0.06735696643590927, -0.14662772417068481, -0.13370206952095032, 0.1430327147245407, -0.09513258934020996, -0.3868958353996277, -0.37411460280418396, 0.10651218891143799, -0.02194410189986229, -0.1672784835100174, -0.21996252238750458, 0.1771967113018036, 0.2882826030254364, 0.4314926266670227, 0.3492254614830017, -0.7335293889045715, -0.19909986853599548, 0.39356330037117004, -0.33008256554603577, 0.5596071481704712, 0.045335594564676285, 0.03690370172262192, 0.8396390080451965, 0.2124808132648468, 0.1750463843345642, 0.033903587609529495, -0.4064343273639679, -0.11626319587230682, 0.5081584453582764, -0.09924019128084183, 0.02201758697628975, -0.10888165235519409, -0.312151700258255, 0.13878099620342255, 0.18254996836185455, 0.26276135444641113, -0.07160840183496475, -0.020426886156201363, -0.4040135443210602, -0.1669626533985138, -0.12499091774225235, 0.1630590260028839, 0.28241249918937683, 0.23899181187152863, -0.0220407173037529, 0.7297991514205933, -0.113759346306324, 0.13741986453533173, 0.4198301434516907, 0.11834084987640381, 0.26798057556152344, 0.1296057403087616, -0.13679631054401398, 0.7890570759773254, -0.17345133423805237, -0.13046807050704956, -0.20689402520656586, 0.13125477731227875, -0.44614842534065247, -0.05050031468272209, 0.23324759304523468, -0.4677201509475708, 0.16364461183547974, 0.35952892899513245, -0.4295765459537506, -0.10492832958698273, 0.1599419265985489, -0.6108039021492004, 0.5106890797615051, 0.179487407207489, 0.20398250222206116, -0.2785789370536804, 0.09394048154354095, -0.16469600796699524, 0.22375574707984924, 0.3797030448913574, 0.511780858039856, -0.1989414095878601, -0.30399951338768005, -0.38365381956100464, 0.0743316262960434, -0.2499195635318756, -0.4835972189903259, 0.23222169280052185, 0.2727476954460144, -0.2827277183532715, 0.342633992433548, -0.1728794276714325, 0.22561697661876678, 0.18748487532138824, -0.4184219241142273, 0.20583714544773102, -0.6383436322212219, 0.5030660033226013, 0.010412133298814297, 0.19148321449756622, -0.05222631245851517, -0.5194751024246216, 0.0885150283575058, -0.24570056796073914, -0.7214930057525635, 0.41833239793777466, 0.09201905876398087, -0.4288071393966675, -0.3189353346824646, 0.10478995740413666, 0.23259948194026947, -0.08433298766613007, -0.008991367183625698, -0.21223779022693634, -0.23872996866703033, 0.08931680023670197, 0.44729191064834595, -0.19786576926708221, 0.3214525878429413, -0.3350585699081421, 0.25075584650039673, -0.013086715713143349, -0.13660332560539246, -0.17026184499263763, 0.3350122570991516, -0.21496298909187317, -0.186369389295578, 0.07172675430774689, -0.09664777666330338, -0.5107721090316772, 0.35689103603363037, 0.1368737816810608, 0.10558968782424927, -0.206382617354393, -0.15454529225826263, -0.5441830158233643, 0.027264544740319252, -6.42847204208374, 0.02580876275897026, -0.3672826290130615, 0.007463804911822081, -0.18951815366744995, 0.1067623645067215, -0.3003541827201843, -0.11274469643831253, -0.1805158257484436, -0.4105224907398224, -0.41150176525115967, -0.282236248254776, 0.014879141934216022, 0.432882696390152, -0.06332779675722122, 0.5165189504623413, 0.4592748284339905, 0.1849154382944107, 0.27785950899124146, 0.22236156463623047, -0.6340294480323792, 0.14741332828998566, -0.15777653455734253, 0.12918391823768616, 0.5445305109024048, 0.27360695600509644, -0.688213586807251, 0.6476450562477112, -0.3473820090293884, -0.28325149416923523, 0.4832422733306885, -0.231732577085495, -0.6213943362236023, 0.1979334056377411, -0.41531869769096375, 0.2769114375114441, -0.4256117343902588, 0.08214998990297318, 0.21169668436050415, 0.17900171875953674, -0.1702236384153366, 0.09645188599824905, -0.14239169657230377, -0.3314422369003296, 0.4570256471633911, -0.20187896490097046, -0.0388101227581501, -0.04196721687912941, 0.10666737705469131, -0.08746196329593658, -0.2269299328327179, 0.10711192339658737, 0.2901254892349243, -0.012446325272321701, -0.08510696887969971, -0.5577294230461121, 0.25240153074264526, -0.026847193017601967, -0.3602543771266937, 0.11077504605054855, 0.1081947311758995, -0.17063486576080322, -0.10250114649534225, -0.5914680361747742, -0.2168022245168686, -0.04373292624950409, -0.33902740478515625, -0.3056143522262573, -0.03383312746882439, -0.4108125865459442, -0.7007216215133667, 0.4966821074485779, -0.04105391353368759, -0.7133997678756714, 0.25523796677589417, -0.5413873195648193, -0.6570926904678345, -0.26553410291671753, 0.34916722774505615, -0.2758866548538208, -0.1999478042125702, 0.034102629870176315, -0.24908623099327087, 0.6581030488014221, -0.07380016148090363, -0.43870285153388977, 0.3311959505081177, -0.14167270064353943, -0.24929995834827423, 0.375135600566864, 0.13935962319374084, -0.08822286874055862, 0.3605519235134125, -0.10056574642658234, 0.4877282679080963, 0.3079174757003784, -0.04739038646221161, 0.3849598467350006, 0.123232901096344, -0.2769807279109955, 0.6945503354072571, -0.39157649874687195, -0.6927199363708496, -0.4949544668197632, -0.15046769380569458, 0.41412660479545593, 0.10669516026973724, -0.12920084595680237, 0.7459127902984619, -0.19263127446174622, 0.33990779519081116, 0.10227613896131516, -0.6560142040252686, 0.16574347019195557, 0.2698636054992676, -0.2559700608253479, -0.5147101879119873, 0.3644263744354248, 0.37747111916542053, 0.03798167034983635, -0.4752812385559082, -0.35232385993003845, 0.19140209257602692, 0.4072689712047577, 0.2828065752983093, 0.006893891375511885, 0.06854558736085892, 0.005722183734178543, 0.12726768851280212, 0.25083476305007935, 0.8179426789283752, -0.037687186151742935, -0.00806412659585476, 0.0392993800342083, 0.2941153049468994, -0.15616871416568756, 0.45373645424842834, -0.06693635135889053, 0.039844319224357605, -0.282856285572052, 0.12534213066101074, 0.26415202021598816, 0.4373356103897095, -0.039802003651857376, 0.5038028359413147, -0.022688109427690506, 0.07133522629737854, 0.5574211478233337, -0.11981417238712311, 0.5701160430908203, 0.09704239666461945, -0.39127400517463684, 0.19258086383342743, -0.42120155692100525, -0.0014594066888093948, 0.10748805105686188, -0.07741610705852509, -0.16961179673671722, 0.044303152710199356, -0.15756364166736603, 0.19982200860977173, -0.7761914134025574, -0.22397439181804657, 0.09837617725133896, 0.00416960846632719, 0.17215225100517273, -0.5816718935966492, -0.1914544552564621, -0.35896921157836914, -0.06184162572026253, 0.20517326891422272, -0.1347062587738037, -0.40544039011001587, -0.027806460857391357, 0.19513815641403198, -0.3530813157558441, 0.02712331712245941, 0.4033469557762146, 0.16329975426197052, 0.20937098562717438, 0.012073816731572151, -0.2516416907310486, -0.10648295283317566, 0.43193814158439636, 0.9184660911560059, -0.059846002608537674, -0.15309342741966248, 0.2588820457458496, -0.034131843596696854, -0.009830097667872906, 0.14285250008106232, -0.0007221142877824605, 0.4247123599052429, 0.20806659758090973, 0.06764055788516998, -0.26363715529441833, 0.6320064663887024, 0.02385576069355011, -0.45894744992256165, -0.07480467110872269, -0.09058147668838501, 0.23526883125305176, -0.08964715152978897, 0.6012121438980103, 0.12279435992240906, -0.14676891267299652, 0.48597946763038635, -0.22019484639167786, -0.13098657131195068, 0.13093169033527374, -0.1949804276227951, -0.19872725009918213, -0.02655068226158619, 0.24794988334178925, 0.17926159501075745, 0.27492132782936096, -0.2888322174549103, -0.30545908212661743, -0.25994154810905457, 0.2519890367984772, 0.08605636656284332, -0.11126212030649185, -0.05309062823653221, -0.0009419918642379344, -0.05326827988028526, 0.05877920985221863, 0.3155420124530792, -0.331263929605484, 0.20502713322639465, 0.042674027383327484, 0.009850934147834778, -0.26906877756118774, 0.8376775979995728, 0.36438071727752686, -0.21860545873641968, 0.22806316614151, 0.013284609653055668, 0.47796717286109924, 0.05474206060171127, -0.45350217819213867, -0.8901312351226807, -0.1064787283539772, -0.29172831773757935, -0.6792271733283997, -0.05322208255529404, 0.10624325275421143, 0.060802899301052094, -0.1183352917432785, -0.6457340717315674, -0.031699832528829575, 0.7886599898338318, -0.4534488618373871, -0.58298259973526, -0.24378237128257751, 0.5430633425712585, -0.17521323263645172, 0.010798958130180836, -0.3217376172542572, -0.18561795353889465, -0.08223097771406174, 0.28633102774620056, -0.17059671878814697, -0.3390210270881653, 0.4615849554538727, -0.24656467139720917, -0.2427191138267517, -0.2925092577934265, -0.43376782536506653, 0.0014102605637162924, -0.3477579951286316, -0.8519183993339539, -0.11512021720409393, -0.07482310384511948, 0.18242324888706207, -0.009317448362708092, 0.2200237512588501, 0.07381626218557358, -0.06576519459486008, -0.710914134979248, -0.5968462824821472, -0.49919381737709045, -0.013052348047494888, 0.24280224740505219, -0.19982348382472992, -0.08923303335905075, -0.12361735105514526, -0.13450878858566284, 0.47946882247924805, -0.05377113074064255, 0.23143434524536133, -0.4347545802593231, 0.1177767962217331, -0.23849844932556152, -0.2534705102443695, -0.1584179550409317, 0.4800542891025543, 0.008095497265458107, -0.38946694135665894, -0.03594357892870903, -0.22361356019973755, 0.14326320588588715, 0.42082828283309937, 0.6580601334571838, 0.0703912004828453, 0.621427595615387, 0.3981904685497284, -0.23877859115600586, -0.4646606147289276, 0.1083928644657135, -0.382712721824646, 0.3170185983181, 0.4392680525779724, 0.18351073563098907, 0.8654902577400208, -0.1877051591873169, -0.249315544962883, -0.12601487338542938, 0.19162888824939728, -0.08411604911088943, 0.3251684606075287, 0.0020620746072381735, -0.08569169044494629, 0.630728542804718, -0.1876620054244995, -0.08030133694410324, 0.370951771736145, -0.16242723166942596, -0.20153997838497162, -0.0545642152428627, 0.8280913829803467, -0.3369852602481842, 0.4036453366279602, -0.1906954050064087, 0.3599078059196472, 0.23811951279640198, -0.2494364082813263, 0.1804008036851883, -0.6370376348495483, 0.3813098669052124, 0.03813251852989197, 0.4014623463153839, 0.35965049266815186, 0.18874239921569824, -0.1695939153432846, -0.5956397652626038, 0.4490066170692444, 0.1197943240404129, 0.783710777759552, 0.049811650067567825, 0.23609445989131927, -0.24473659694194794, 0.08807600289583206, 0.07102007418870926, -0.35185497999191284, -0.5615975856781006, -0.093787282705307, 0.47981882095336914, -0.07938074320554733, -0.1661626249551773, 0.33452779054641724, 0.17971958220005035, 0.08493021130561829, 0.11768829077482224, -0.010129914619028568, -0.004393684212118387, -0.13458068668842316, 0.3436061441898346, 0.07839242368936539, 0.3666037321090698, 0.3011787533760071, -0.008176198229193687, -0.02236698940396309, 0.08866752684116364, 0.036720532923936844, 0.09183099120855331, -0.5063856244087219, 0.26198628544807434, 0.11651276797056198, -0.09669625014066696, 0.6742873191833496, -0.27213865518569946, 0.3687828481197357, -0.3892267644405365, 0.056994952261447906, 0.40913406014442444, 0.28107160329818726, -0.0684828981757164, 0.6207437515258789, -0.37554705142974854, 0.13198906183242798, -0.10688289254903793, -0.25424525141716003, 0.008042363449931145, 0.3670194447040558, -0.001404372276738286, 0.051651183515787125, 0.19339555501937866, 0.0615466944873333, 0.6986714601516724, 0.14107771217823029, -0.22666937112808228, -0.40786126255989075, 0.2665424644947052, 0.3466466963291168, -0.47146788239479065, -0.08073418587446213, -0.47597721219062805, -0.1706240028142929, -0.313431054353714, 0.14004389941692352, 0.18943320214748383, 0.343467652797699, -0.25684720277786255, 0.4056440591812134, -0.3402692377567291, 0.14330607652664185, 0.25529661774635315, 0.2680920362472534, -0.3898393213748932, -0.20214985311031342, -0.11510797590017319, -0.31293126940727234, -0.005030238069593906, 0.09142330288887024, -0.012210672721266747, -0.04341913387179375, -0.6661497354507446, 0.3848845958709717, -0.013919906690716743, 0.15191714465618134, -0.46659523248672485, -0.87993985414505, -0.1200077086687088, 0.31477242708206177, -0.32044482231140137, 0.07697024196386337, 0.3516220450401306, 0.14608152210712433, -0.13119249045848846, -0.6119176149368286, -0.3903352916240692, -0.2745492160320282, 0.2990017533302307, 0.5194405317306519, -0.062146324664354324, 0.17690451443195343, -0.23897810280323029, -0.013130363076925278, -0.4873077869415283, 0.38324835896492004, -0.03201380372047424, 0.20638293027877808, 0.16345736384391785, -0.2739821672439575, -0.09784044325351715, 0.1987881064414978, 0.12201985716819763, -0.08412904292345047, -0.5930415391921997, 0.02096720039844513 ]
14 Jul 2015 Humphrey Sheil https://towardsdatascience.com/deep-learning-and-machine-learning-c1101debe0c
Deep learning and machine learning
[ -0.6356104612350464, 0.00890218373388052, 0.029027622193098068, 0.16200041770935059, 0.17772997915744781, 0.024758877232670784, -0.33257076144218445, -0.07660138607025146, -0.2671867311000824, 0.025048989802598953, -0.5989063382148743, 0.06455349922180176, 0.2717720866203308, 0.2654308080673218, 0.01193428598344326, 0.1769743263721466, 0.12060435116291046, -0.26170769333839417, -0.39299193024635315, -0.11635038256645203, -0.32947179675102234, -0.6284608840942383, 0.641932487487793, 0.2138935625553131, 0.051667530089616776, -0.04538267105817795, 0.31818264722824097, -0.26430755853652954, 0.14600257575511932, 0.09021634608507156, 0.01937355101108551, 0.12997938692569733, 0.47561371326446533, 0.03260156139731407, -0.26416200399398804, 0.09394747018814087, -0.4170553386211395, -0.2339894026517868, 0.06622999906539917, -0.16477613151073456, -0.2489493191242218, 0.3722955584526062, -0.44092103838920593, 0.4465556740760803, 0.035427939146757126, -0.12739624083042145, -1.8824771642684937, 0.11884395033121109, -0.33770325779914856, 0.02377508021891117, -0.44708526134490967, 0.3132118582725525, 0.3719341456890106, -0.14438702166080475, -0.06385832279920578, 0.04755633696913719, -0.11691515147686005, -0.4451197385787964, 0.13374720513820648, -0.43494918942451477, 0.042815662920475006, 0.18300563097000122, -0.06858932226896286, 0.2131054848432541, -0.05984044447541237, -0.07137565314769745, 0.2223786562681198, 0.1685546636581421, -0.423659086227417, -0.1129707545042038, 0.3166482746601105, 0.29455167055130005, -0.08119773864746094, 0.18566326797008514, -0.18614815175533295, -0.4058990776538849, 0.5271713137626648, 0.22136101126670837, 0.4470946192741394, -0.080332450568676, -0.09190588444471359, -0.04984324052929878, 0.1916855126619339, 0.3068591058254242, 0.223917618393898, 0.35452091693878174, -0.4325825870037079, -0.1519354283809662, -0.643000602722168, 0.3864685595035553, -0.37546369433403015, -0.27230092883110046, -0.020516110584139824, -0.046505339443683624, 0.2895025312900543, 0.25126826763153076, 0.823093593120575, 0.2169295698404312, 0.0544658824801445, 0.13290756940841675, -0.11433519423007965, 0.3236858546733856, -0.0628267154097557, -0.40039438009262085, -0.18786095082759857, 0.28438082337379456, -0.3726627230644226, -0.6408993601799011, -0.33001986145973206, 0.18546389043331146, -0.4657121002674103, 0.16311879456043243, -0.0590449683368206, 0.20385898649692535, -0.1731896698474884, 0.5162097811698914, 0.3526124954223633, -0.2925449311733246, -0.2693295478820801, -0.02700076252222061, -0.25323811173439026, 0.5443007946014404, 0.061532143503427505, 0.13726885616779327, 0.07960934191942215, -0.01186245959252119, -0.3286174237728119, 0.3927578330039978, -0.027404606342315674, 0.3090542256832123, 0.6346262097358704, 0.00892249308526516, 0.07041770964860916, -0.2004666030406952, -0.10372546315193176, -0.2627813518047333, -0.09704132378101349, -0.017350846901535988, 0.17441193759441376, 0.10148819535970688, -0.04313047230243683, -0.32027703523635864, -0.6430920958518982, -0.49881577491760254, 0.14272548258304596, -0.09863502532243729, 0.12377084791660309, 0.612529456615448, -0.48822230100631714, 0.0015129571547731757, -0.34685686230659485, 0.39705607295036316, -0.8039779663085938, -0.204141303896904, -0.24578502774238586, 0.6249990463256836, -0.10708149522542953, 0.06940165162086487, 0.38221341371536255, 0.523943305015564, 0.08326981961727142, 0.024208087474107742, -0.11129599809646606, -0.3680722117424011, 0.14045652747154236, 0.09230365604162216, 0.27638405561447144, 0.011931676417589188, -0.23975060880184174, 0.22658920288085938, -0.10636585205793381, -0.07619855552911758, 0.3800112307071686, -0.3943866789340973, 0.060652054846286774, -0.00925741158425808, 0.11935320496559143, 0.03059220314025879, 0.09861021488904953, 0.22206661105155945, -0.3400278687477112, -0.2654913663864136, 0.21610035002231598, 0.11754713207483292, 0.021855616942048073, 0.0705990120768547, 0.08399667590856552, -0.061168327927589417, 0.21774594485759735, 0.3740684390068054, -0.37612292170524597, -0.2941250503063202, 0.3330800235271454, -0.4323376417160034, 0.853938639163971, 0.11171872913837433, 0.17065322399139404, 0.7495899200439453, -0.2184264361858368, 0.2523792088031769, 0.07939782738685608, -0.2139473259449005, 0.25951260328292847, -0.00885862298309803, 0.018917405977845192, 0.044712793081998825, -0.027466554194688797, -0.07643068581819534, -0.013990115374326706, 0.02652391977608204, -0.044136662036180496, -0.2351154386997223, 0.17236880958080292, -0.039457473903894424, 0.1662326157093048, -0.11127786338329315, 0.2531638741493225, 0.15586836636066437, 0.4238511919975281, 0.2804447114467621, 0.707427442073822, -0.02575683780014515, 0.06585213541984558, 0.23035314679145813, 0.3209644854068756, 0.47512274980545044, 0.32496756315231323, 0.39697182178497314, 0.5323624014854431, 0.34837865829467773, -0.13672393560409546, -0.10496024787425995, 0.18247751891613007, -0.4119943678379059, -0.08203022927045822, 0.1665758490562439, -0.25110700726509094, 0.10332266241312027, 0.34883978962898254, -0.22723114490509033, -0.0497414730489254, 0.2719154357910156, -0.18512427806854248, 0.38525500893592834, -0.2295515239238739, -0.1998201310634613, 0.02058144472539425, 0.04242197424173355, 0.05528397485613823, -0.2407979518175125, 0.5595925450325012, 0.5289070010185242, -0.09686177223920822, -0.06689781695604324, -0.23008808493614197, -0.14432275295257568, -0.09559819847345352, -0.19177736341953278, 0.2535534203052521, 0.5777280926704407, 0.013907790184020996, 0.10236234962940216, -0.22830432653427124, -0.030782172456383705, 0.40154144167900085, -0.7201609015464783, -0.07088702917098999, -0.6044469475746155, 0.24271291494369507, 0.13307419419288635, 0.11207098513841629, 0.04977485537528992, 0.4212055504322052, -0.02169063128530979, -0.15417730808258057, -0.3470412790775299, 0.6279576420783997, -0.012032967992126942, -0.6988502740859985, -0.42438438534736633, 0.3671160340309143, 0.30681297183036804, -0.2623111605644226, 0.17495176196098328, 0.08602778613567352, -0.08228500932455063, -0.2786480784416199, -0.057237327098846436, -0.05602966621518135, 0.028363846242427826, 0.02952631190419197, 0.5254551768302917, 0.1290542185306549, -0.29082366824150085, 0.08360353112220764, 0.6588562726974487, -0.27175235748291016, -0.2395128458738327, -0.3233707845211029, 0.046642255038022995, -0.5791571736335754, 0.5339871048927307, 0.0056593939661979675, -0.16324739158153534, 0.06735203415155411, -0.1939157098531723, -0.3148455321788788, 0.13809888064861298, -6.499129295349121, -0.030991995707154274, -0.4797186255455017, -0.13324947655200958, -0.11868724226951599, -0.13431161642074585, -0.21432645618915558, 0.24018986523151398, -0.0027033467777073383, -0.3896617591381073, -0.5305559039115906, -0.4216005802154541, -0.4506053924560547, 0.34794101119041443, 0.09712335467338562, 0.7277334928512573, 0.3332754373550415, 0.005806025117635727, 0.15626370906829834, 0.41373535990715027, -0.43530866503715515, -0.17778998613357544, -0.5220997929573059, 0.2618888020515442, 0.4527931213378906, -0.24114088714122772, -0.6112312078475952, 0.4672775864601135, -0.5308313965797424, 0.11273059248924255, 0.37718939781188965, -0.15006282925605774, -0.7250617146492004, 0.30829399824142456, -0.14941838383674622, 0.17732197046279907, -0.2881782054901123, 0.3528665006160736, 0.1331375688314438, -0.12823514640331268, 0.3040943443775177, 0.029533838853240013, -0.42936378717422485, -0.4488646984100342, 0.5809189677238464, -0.5813356041908264, -0.03982699289917946, 0.19952510297298431, 0.08919642120599747, -0.06847047805786133, -0.15708176791667938, -0.0853952094912529, 0.12510381639003754, -0.07877114415168762, 0.1896010786294937, -0.6704859137535095, 0.14818288385868073, 0.163660928606987, 0.20904222130775452, -0.028401335701346397, 0.041326459497213364, -0.27707117795944214, -0.0389321967959404, -0.8788076043128967, -0.5774601697921753, -0.055921364575624466, -0.5975381135940552, -0.44896644353866577, -0.03075995109975338, -0.06047281250357628, -0.5967310667037964, 0.5119662284851074, -0.20566844940185547, -0.6752448678016663, -0.12461911141872406, -0.6210389733314514, -0.31671714782714844, -0.3654029071331024, 0.5039961934089661, -0.012584846466779709, -0.0005772561416961253, -0.2257639765739441, -0.1784108579158783, 0.5433226823806763, 0.07426726073026657, -0.3308495581150055, 0.18181312084197998, -0.46786797046661377, -0.24320505559444427, 0.4003768861293793, -0.10813474655151367, -0.14776566624641418, 0.2879972755908966, 0.14560215175151825, 0.25452402234077454, -0.3476152718067169, 0.17566971480846405, 0.6656665802001953, -0.15223033726215363, -0.33369213342666626, 0.2568674683570862, -0.27915263175964355, -0.5920094847679138, -0.5288228988647461, -0.028703222051262856, 0.27258142828941345, -0.010139411315321922, -0.3512962758541107, 0.9052433371543884, -0.015890320762991905, 0.09528311342000961, -0.07509160786867142, -0.8041530251502991, -0.32555076479911804, 0.10939445346593857, -0.1899726390838623, -0.32054972648620605, 0.04027320444583893, 0.24536627531051636, 0.054684001952409744, -0.44911354780197144, -0.11125045269727707, 0.16074632108211517, 0.3022090494632721, 0.5542201399803162, 0.203528493642807, 0.12594369053840637, 0.12105794250965118, 0.3667834997177124, 0.07819487154483795, 0.24537155032157898, 0.14064721763134003, -0.016389666125178337, 0.13679936528205872, 0.2214541733264923, -0.25489237904548645, 0.21259111166000366, 0.14001765847206116, -0.17308935523033142, -0.499233216047287, 0.4037541449069977, 0.06804326921701431, 0.19825202226638794, -0.12741991877555847, 0.40637609362602234, -0.13360503315925598, 0.16067706048488617, 0.4374338686466217, -0.13700062036514282, 0.21902354061603546, 0.3776346445083618, -0.4226889908313751, -0.037841796875, 0.3418780267238617, -0.17674624919891357, 0.015329571440815926, 0.22560198605060577, -0.09472367912530899, 0.08599088340997696, -0.2671157419681549, -0.21841305494308472, -0.37848514318466187, -0.447698175907135, 0.10873746871948242, 0.21742019057273865, 0.18917198479175568, -0.2930496335029602, 0.12650331854820251, -0.2516281008720398, -0.13372059166431427, 0.2835399806499481, -0.46022841334342957, -0.6925798654556274, -0.10165763646364212, 0.08083055168390274, -0.28296414017677307, 0.17144113779067993, -0.021796662360429764, 0.13937771320343018, 0.3004765808582306, 0.08672233670949936, -0.3976060748100281, -0.268690824508667, 0.4332647919654846, 0.41976338624954224, -0.20545434951782227, 0.17522063851356506, 0.08226536959409714, 0.1618369221687317, -0.468766987323761, 0.44730645418167114, -0.024895742535591125, 0.41496652364730835, 0.4105585217475891, 0.10661176592111588, -0.2713589072227478, 0.43457546830177307, 0.012514166533946991, -0.07550372183322906, -0.3969500660896301, -0.12415748089551926, 0.3403603732585907, 0.08058977127075195, 0.2720540761947632, 0.38522017002105713, -0.29916009306907654, 0.1566442996263504, -0.038972675800323486, 0.04679630324244499, 0.1194625273346901, -0.24433760344982147, -0.015853894874453545, 0.2898390293121338, 0.1467578411102295, 0.2550230622291565, -0.11031148582696915, -0.09440691769123077, -0.029805133119225502, -0.22596444189548492, 0.46440765261650085, -0.3772229552268982, -0.10041211545467377, -0.18378429114818573, -0.24312308430671692, -0.3322114944458008, 0.09133058041334152, 0.3146025836467743, -0.03654170036315918, 0.20016050338745117, 0.07923349738121033, 0.06103811413049698, -0.3159981071949005, 0.45014068484306335, 0.43495213985443115, 0.3372647762298584, 0.08841653168201447, -0.14170527458190918, 0.8066983222961426, -0.08219455927610397, -0.6286473870277405, -0.23458613455295563, 0.0799495205283165, -0.06661107391119003, -0.39160656929016113, -0.4132004380226135, 0.0993560254573822, -0.3259381353855133, -0.020017987117171288, -0.5553383827209473, -0.19542145729064941, 0.20101004838943481, 0.15287910401821136, -0.12023741751909256, -0.07501345127820969, 0.5939173698425293, -0.014176931232213974, 0.1550808697938919, -0.2209862917661667, -0.203172504901886, 0.023753581568598747, -0.04706164821982384, 0.21004951000213623, -0.3460194170475006, 0.6478161811828613, -0.11607953161001205, 0.32632479071617126, -0.1725667417049408, -0.6681675314903259, 0.06079772487282753, -0.37801939249038696, -0.46465256810188293, -0.2542523443698883, -0.3213746249675751, 0.20867758989334106, -0.2731943428516388, -0.034883469343185425, 0.029302995651960373, -0.14201049506664276, -0.6220147609710693, -0.4447712302207947, -0.5472776293754578, -0.2458556592464447, 0.35402631759643555, -0.33307403326034546, -0.11370038986206055, -0.2650502026081085, -0.10398899018764496, 0.18785905838012695, 0.07976510375738144, 0.011234285309910774, -0.08467882126569748, 0.5260475873947144, -0.35270482301712036, -0.04825015738606453, -0.1743738204240799, 0.12371814996004105, 0.017203664407134056, -0.18200796842575073, -0.11636346578598022, -0.10570598393678665, -0.06272287666797638, 0.4268294870853424, 0.7229151725769043, -0.24256914854049683, 0.3658639192581177, 0.4382326900959015, -0.14600448310375214, 0.30165770649909973, 0.12394337356090546, -0.0222028736025095, 0.35498666763305664, 0.030386950820684433, 0.34749355912208557, 0.6399955153465271, -0.37916961312294006, -0.14917804300785065, -0.10611426830291748, 0.182243213057518, -0.17310026288032532, 0.2654590606689453, -0.29316475987434387, 0.06894142180681229, 0.49439510703086853, -0.46768122911453247, 0.1772981435060501, 0.6337162852287292, 0.026098674163222313, 0.18818148970603943, -0.058292292058467865, 0.6238806843757629, -0.3177712857723236, -0.021618789061903954, 0.04224173352122307, 0.6560422778129578, 0.3379036784172058, 0.08367577195167542, 0.006711230147629976, -0.4308137893676758, 0.07641331106424332, 0.16135555505752563, 0.16880430281162262, 0.12255330383777618, -0.038169194012880325, -0.0021170424297451973, -0.3333849608898163, 0.5495357513427734, -0.058807626366615295, 0.8018555641174316, 0.07161295413970947, 0.051527321338653564, 0.5592120885848999, 0.21255657076835632, 0.39950281381607056, -0.5223169922828674, -0.6272854804992676, -0.2461373656988144, 0.691056489944458, -0.1881348043680191, -0.29835930466651917, -0.05610370635986328, 0.38981541991233826, 0.1637352854013443, 0.7961346507072449, 0.008861263282597065, 0.3366371989250183, 0.007817630656063557, 0.23454530537128448, -0.40237700939178467, 0.4423811435699463, 0.5310145616531372, -0.1788691133260727, -0.049075156450271606, -0.0716119185090065, 0.2145814299583435, -0.008456830866634846, -0.21950294077396393, -0.06475158780813217, -0.12296731770038605, 0.10232917219400406, 0.21390652656555176, -0.1973094493150711, -0.1743297129869461, -0.252399206161499, 0.07967419922351837, -0.2247047871351242, -0.03781389445066452, 0.03289797902107239, 0.4864266812801361, -0.31167322397232056, -0.15482144057750702, -0.031034359708428383, -0.20716886222362518, 0.2281133234500885, 0.09479603171348572, -0.10213367640972137, -0.21723487973213196, 0.11009299010038376, 0.22169771790504456, 0.5355044007301331, 0.4901878237724304, -0.09516068547964096, -0.3128930926322937, -0.001263554790057242, 0.1594981551170349, -0.22365279495716095, -0.13559016585350037, 0.01895075850188732, 0.009444588795304298, -0.14502260088920593, 0.01423038262873888, 0.09399960935115814, 0.26418498158454895, -0.21633514761924744, 0.22960291802883148, -0.05883980542421341, 0.38663750886917114, 0.1567951738834381, 0.2654297351837158, -0.36047402024269104, -0.19356513023376465, 0.06718846410512924, -0.021778568625450134, -0.114052914083004, 0.044164013117551804, -0.06249930337071419, 0.4224313795566559, -0.23178058862686157, 0.3213898241519928, 0.08484276384115219, 0.13031192123889923, -0.1050296425819397, -0.42150959372520447, 0.06791958957910538, 0.7104613780975342, -0.36541539430618286, 0.01081058755517006, 0.1207200214266777, -0.20977471768856049, -0.4221746623516083, -0.286773681640625, -0.5772243738174438, -0.33516696095466614, -0.006283950991928577, 0.5772272944450378, -0.12708939611911774, -0.11287637054920197, -0.1795417219400406, -0.09148892015218735, -0.459587961435318, 0.4856029152870178, -0.03198416903614998, 0.10352139174938202, -0.029195239767432213, -0.3005676567554474, 0.03560343012213707, 0.249530628323555, -0.1251436173915863, -0.29285576939582825, -0.2444980889558792, 0.12132066488265991 ]
Soil spectra to predict soil properties. A multitask Jos Padarian https://towardsdatascience.com/deep-learning-and-soil-science-part-1-8c0669b18097
Deep learning and Soil Science - Part 1
[ 0.06691166013479233, -0.2826579213142395, -0.21038474142551422, 0.13769933581352234, 0.29558852314949036, -0.22750365734100342, -0.10193683952093124, -0.1782398372888565, 0.0238315612077713, -0.23253335058689117, -0.366070032119751, 0.050966259092092514, -0.047658924013376236, -0.35860171914100647, 0.0009523686603643, 0.6122086048126221, 0.21818991005420685, 0.03136167675256729, -0.19395653903484344, -0.025595545768737793, -0.32217133045196533, -0.4900470972061157, 0.675054669380188, 0.1207929402589798, 0.13227272033691406, -0.20706771314144135, 0.6450572609901428, 0.4014967381954193, -0.3102954924106598, 0.22407479584217072, -0.23395080864429474, 0.2893791198730469, 0.4775395095348358, 0.0011292402632534504, -0.18956752121448517, -0.04175708442926407, -0.501615583896637, -0.2228369116783142, -0.2718956470489502, -0.42401784658432007, -0.07735830545425415, 0.3204980492591858, -0.27684852480888367, 0.47251826524734497, -0.0601029247045517, -0.29184505343437195, -1.3495895862579346, 0.15154488384723663, -0.5442197918891907, 0.1782437115907669, -0.15388032793998718, 0.3227514624595642, 0.3769055902957916, 0.04397225379943848, -0.24337004125118256, 0.13113859295845032, -0.3124691843986511, -0.13195091485977173, 0.09950477629899979, 0.0701172947883606, 0.07583574205636978, 0.5003379583358765, -0.11407451331615448, -0.1751125156879425, 0.08600086718797684, 0.007271631620824337, -0.33160650730133057, 0.01839907467365265, -0.10908453166484833, 0.07755372673273087, 0.4001461863517761, 0.4416406750679016, -0.19874583184719086, 0.47992220520973206, -0.19436012208461761, -0.08134801685810089, 0.48080381751060486, 0.06529483944177628, 0.10219163447618484, -0.05236897990107536, -0.21645143628120422, -0.06645312905311584, 0.004676870536059141, -0.09168390184640884, 0.23903095722198486, 0.05712965503334999, -0.11550173908472061, -0.1978767365217209, -0.6598243713378906, 0.1278439313173294, -0.08166094124317169, -0.6349567174911499, 0.08140239864587784, 0.18275186419487, 0.44522804021835327, 0.06300407648086548, 0.20321433246135712, 0.16740308701992035, -0.43247029185295105, 0.14333780109882355, -0.36427804827690125, 0.5174336433410645, -0.375908225774765, -0.020075859501957893, -0.05150855705142021, 0.24082621932029724, -0.42396676540374756, -0.18798495829105377, -0.5927098989486694, 0.16503290832042694, -0.4180225431919098, 0.2421824038028717, -0.11611907184123993, 0.22807873785495758, -0.07713630795478821, 0.7044294476509094, 0.4045265316963196, 0.3582935333251953, -0.07255101948976517, 0.12809239327907562, -0.3779009282588959, 0.7558115124702454, 0.27095091342926025, 0.16000381112098694, 0.10985314100980759, 0.18208281695842743, -0.17888718843460083, 0.2727838456630707, 0.26404914259910583, 0.7051153182983398, 0.47247442603111267, 0.13740919530391693, 0.29118672013282776, -0.18152843415737152, -0.051297612488269806, -0.5564886331558228, 0.26967716217041016, -0.3143405020236969, 0.5150963068008423, 0.36069974303245544, -0.22762750089168549, 0.02134472317993641, 0.06265493482351303, -0.46685951948165894, -0.4023558795452118, -0.06373368948698044, -0.07390839606523514, 0.4100477695465088, -0.5558061003684998, 0.044780611991882324, -0.04272918403148651, 0.41082602739334106, -0.5817540884017944, -0.19209103286266327, -0.23966826498508453, 0.4309884309768677, -0.40322357416152954, 0.05030672997236252, -0.20516052842140198, 0.3174898326396942, -0.024735959246754646, 0.2518620193004608, 0.09446124732494354, -0.2353437840938568, 0.5909849405288696, 0.1818145215511322, 0.32459336519241333, 0.5459039807319641, 0.19029562175273895, 0.09304027259349823, -0.011912825517356396, -0.2122371941804886, 0.2062692493200302, -0.3714008927345276, -0.07426478713750839, -0.06033054739236832, -0.20219892263412476, -0.04021197929978371, 0.06657499074935913, 0.018836351111531258, -0.44505706429481506, 0.024462416768074036, 0.18901118636131287, -0.2922190725803375, 0.2364645153284073, -0.12802983820438385, 0.515967845916748, 0.22832287847995758, 0.10691259056329727, 0.026327969506382942, -0.20503999292850494, -0.16677962243556976, 0.6076285243034363, -0.7179089784622192, 0.3847774565219879, 0.23262670636177063, -0.13916590809822083, 0.22607368230819702, 0.17085038125514984, 0.10379425436258316, -0.16946785151958466, -0.3162138760089874, 0.18009789288043976, 0.06170947849750519, 0.1148485317826271, -0.1099165827035904, -0.09618698060512543, -0.25369057059288025, 0.28863516449928284, -0.04861665517091751, 0.2640441358089447, 0.10549896955490112, 0.2592329978942871, -0.3460274338722229, -0.1055440828204155, -0.10325565934181213, 0.07894952595233917, 0.22387583553791046, 0.4499593675136566, 0.509243369102478, 0.4489145874977112, -0.26956936717033386, -0.208486407995224, 0.2578575909137726, 0.007901160977780819, 0.2578868269920349, 0.40365925431251526, 0.22642284631729126, 0.7468669414520264, -0.13150592148303986, -0.3333444893360138, -0.5149872899055481, 0.20611904561519623, -0.783748209476471, -0.13108572363853455, 0.13715602457523346, -0.38694941997528076, 0.2779116928577423, 0.3511224091053009, 0.029895097017288208, 0.09098523110151291, 0.27536407113075256, -0.16706283390522003, 0.30261921882629395, 0.11478938907384872, 0.05412325635552406, -0.1427634060382843, 0.2441505789756775, -0.2032686471939087, -0.1808062344789505, 0.047776464372873306, 0.4866154193878174, -0.3895537555217743, -0.4331172704696655, -0.3242991268634796, 0.08524243533611298, -0.36043044924736023, -0.6000672578811646, 0.06988709419965744, 0.480496883392334, -0.1960998773574829, 0.20702993869781494, -0.17564959824085236, 0.18163840472698212, 0.39873358607292175, -0.5610010623931885, -0.20249693095684052, -0.6278868317604065, 0.47034430503845215, 0.10254159569740295, 0.7091917991638184, -0.008854780346155167, 0.027489589527249336, -0.02685898169875145, 0.14260275661945343, -0.7225286364555359, 0.46989989280700684, -0.010657865554094315, -0.49368682503700256, -0.42889919877052307, 0.23905286192893982, 0.3182218372821808, 0.1824447363615036, 0.19782495498657227, -0.37495535612106323, -0.19141526520252228, 0.43884795904159546, -0.104408398270607, -0.09354483336210251, -0.11077351123094559, -0.02453884668648243, 0.42767828702926636, -0.04823289439082146, -0.34930670261383057, 0.06210984289646149, 0.4361484944820404, -0.06578343361616135, -0.13589255511760712, 0.023455213755369186, 0.032421939074993134, -0.5834968090057373, 0.3441321551799774, -0.18914397060871124, -0.17269457876682281, -0.19063790142536163, -0.0682448297739029, -0.526821494102478, -0.24514470994472504, -6.4481730461120605, -0.01640002243220806, -0.7786781787872314, -0.3824900984764099, -0.06840337812900543, -0.04388098791241646, 0.1789225935935974, 0.1992846131324768, 0.029131434857845306, -0.14963103830814362, -0.3329108953475952, -0.5922268629074097, -0.10724830627441406, 0.4151304364204407, 0.2863609492778778, 0.3317716121673584, 0.312277615070343, -0.03242944926023483, 0.1496671885251999, 0.5084831118583679, -0.42742016911506653, -0.16154973208904266, -0.18157565593719482, 0.27580106258392334, 0.39638954401016235, -0.24488963186740875, -0.484363317489624, 0.42845770716667175, -0.3320308029651642, -0.08834540843963623, 0.7452045679092407, -0.3355567157268524, -0.5613522529602051, 0.20988430082798004, -0.140594020485878, 0.3138783276081085, -0.3923106789588928, 0.3887694478034973, 0.24131418764591217, -0.1622442752122879, -0.04364935681223869, 0.05541839450597763, -0.20971344411373138, -0.35834547877311707, 0.0652553141117096, -0.36366507411003113, -0.008331645280122757, -0.2018478512763977, 0.12321153283119202, 0.5009664297103882, -0.04861631616950035, -0.0023280801251530647, 0.30075693130493164, -0.221123605966568, -0.21141743659973145, -0.6537765860557556, 0.37850770354270935, 0.1798166185617447, -0.2387903332710266, 0.30774301290512085, 0.01350819319486618, -0.2183178812265396, 0.04294949769973755, -0.9465814828872681, -0.17588020861148834, -0.10852625966072083, -0.5281329154968262, -0.5972245335578918, -0.028384817764163017, 0.35867151618003845, -0.6186115145683289, 0.3189395070075989, -0.5260612368583679, -0.8132635354995728, 0.16768725216388702, -0.3939838111400604, -0.3666810393333435, -0.38673490285873413, 0.28851646184921265, -0.07822071760892868, -0.2434878945350647, -0.5329026579856873, 0.042471688240766525, 0.6540254354476929, 0.3559901714324951, -0.12473641335964203, -0.16298942267894745, -0.3372451663017273, -0.3712100088596344, 0.10303376615047455, 0.3844302296638489, -0.32410964369773865, 0.37557461857795715, -0.14407050609588623, 0.33842843770980835, 0.17563693225383759, 0.0916302278637886, 0.13631056249141693, 0.21778604388237, -0.706502377986908, 0.675790011882782, -0.39125919342041016, -0.1816565990447998, -0.15558429062366486, -0.32454878091812134, -0.017415853217244148, -0.229276642203331, -0.156351700425148, 0.8237692713737488, -0.2887943983078003, 0.32480883598327637, 0.3128850758075714, -0.6572989821434021, 0.07911950349807739, 0.35393843054771423, 0.2311462014913559, -0.4395362138748169, 0.12511315941810608, 0.5039331316947937, 0.09830508381128311, -0.3556938171386719, -0.46940261125564575, 0.24402402341365814, 0.08619476109743118, 0.19632339477539062, -0.14336831867694855, 0.3742706775665283, 0.4645484983921051, -0.014681183733046055, -0.020841656252741814, 0.29922446608543396, 0.022816140204668045, -0.36538809537887573, 0.07485450059175491, 0.09181153774261475, 0.1902277022600174, 0.18712842464447021, -0.171253502368927, -0.0051726060919463634, -0.4881981909275055, 0.27020615339279175, -0.19832302629947662, 0.467154324054718, -0.048109591007232666, 0.4762507677078247, -0.13174229860305786, -0.08302988857030869, 0.37361523509025574, -0.30072301626205444, 0.09211431443691254, 0.38801196217536926, -0.04465757682919502, 0.008628160692751408, -0.09969131648540497, -0.16736151278018951, 0.15813706815242767, 0.4236929416656494, 0.07463506609201431, 0.5872560739517212, -0.36258798837661743, 0.27497029304504395, -0.5622695684432983, -0.7516963481903076, 0.3252231776714325, -0.014585674740374088, 0.2069002389907837, -0.49908655881881714, -0.019569532945752144, -0.32321426272392273, -0.052481766790151596, 0.2447846382856369, -0.6768298149108887, -0.35525307059288025, -0.2644650936126709, 0.09123943746089935, -0.25983181595802307, 0.37658771872520447, 0.15604257583618164, 0.007849673740565777, 0.07502753287553787, -0.13944552838802338, -0.48453572392463684, -0.14485596120357513, 0.9243885278701782, 0.6105756163597107, 0.19426420331001282, 0.0050056432373821735, 0.05587885156273842, -0.13214774429798126, 0.03011126071214676, 0.41200947761535645, 0.4163280129432678, 0.18351665139198303, 0.15178222954273224, 0.13563525676727295, -0.22071518003940582, 0.31641262769699097, 0.28113725781440735, -0.1630977839231491, -0.22334739565849304, -0.060192517936229706, -0.12936532497406006, 0.15984481573104858, 0.5454158186912537, 0.4989524781703949, -0.2256128489971161, 0.06051837280392647, 0.20751844346523285, -0.5990257263183594, -0.23560082912445068, 0.14560699462890625, -0.5977451205253601, 0.04001149535179138, -0.0883493423461914, 0.0758943259716034, 0.08982279896736145, -0.03433369845151901, -0.26405537128448486, -0.044671956449747086, 0.05367086082696915, -0.37913778424263, 0.05953957512974739, 0.13402582705020905, -0.2273137867450714, 0.02989571914076805, -0.09634309262037277, 0.4375905692577362, -0.019548626616597176, 0.010750082321465015, 0.11569514125585556, 0.1862804889678955, -0.012032504193484783, 0.3909858763217926, 0.08095554262399673, -0.10079801082611084, 0.08476658910512924, -0.288506418466568, 0.599093496799469, 0.12920436263084412, -0.47434312105178833, -0.4689069092273712, -0.26987433433532715, -0.05566157028079033, -0.3825801908969879, 0.10724565386772156, 0.08921478688716888, -0.12356564402580261, 0.008282107301056385, -0.7030652761459351, -0.05188053473830223, 0.14174847304821014, 0.039060693234205246, -0.5710306763648987, -0.09619983285665512, 1.0340617895126343, -0.12563423812389374, 0.1852063685655594, -0.06914475560188293, -0.16715992987155914, 0.4763511121273041, -0.02031813934445381, -0.13435466587543488, -0.43898871541023254, 0.36147060990333557, 0.11661610007286072, -0.3605198860168457, -0.104876808822155, -0.5520858764648438, 0.21758612990379333, -0.12272762507200241, -0.6865978837013245, -0.45593276619911194, -0.11544375866651535, 0.2890326976776123, -0.2747165858745575, -0.029542317613959312, 0.35081446170806885, -0.050782956182956696, -0.5866518020629883, -0.12018512189388275, -0.49445590376853943, -0.24859090149402618, 0.4807148873806, 0.0994061827659607, 0.023069297894835472, -0.26536688208580017, -0.5355232357978821, 0.2290816605091095, -0.19739484786987305, -0.018681108951568604, -0.320423424243927, 0.1884322166442871, -0.41719570755958557, -0.4998474717140198, 0.2247534543275833, 0.3911111056804657, 0.3602428436279297, -0.2456274777650833, -0.3059687316417694, -0.09625914692878723, 0.360452264547348, 0.7778928279876709, 0.5752200484275818, -0.10915380716323853, 0.2993912994861603, 0.545249342918396, 0.296836256980896, 0.5466915369033813, -0.003392769955098629, -0.09558063000440598, 0.2992385923862457, 0.1371837556362152, 0.3491578698158264, 0.5920804738998413, -0.22570230066776276, -0.02384049817919731, 0.008804122917354107, 0.3892616033554077, 0.12240691483020782, 0.01092568039894104, 0.36969220638275146, -0.22935156524181366, 0.5918160080909729, -0.2667313814163208, -0.12941153347492218, 0.7982814311981201, -0.09712427109479904, -0.35645610094070435, -0.04254662245512009, 0.30539214611053467, 0.18648841977119446, 0.48811256885528564, -0.1879952847957611, 0.0832226350903511, -0.02654595673084259, 0.034637972712516785, -0.06606894731521606, -0.10717982798814774, 0.14785820245742798, -0.04871318116784096, -0.058974869549274445, 0.22030062973499298, 0.35496217012405396, 0.10201142728328705, -0.1953887790441513, 0.3058772385120392, -0.24257655441761017, 0.6847437024116516, -0.15917564928531647, 0.34743016958236694, 0.12333719432353973, 0.11070380359888077, 0.2558230757713318, -0.5446285009384155, -0.4643045663833618, -0.1829877644777298, 0.5851385593414307, -0.18421193957328796, -0.18296128511428833, 0.17277072370052338, 0.4066416621208191, 0.4791533052921295, 0.4671436846256256, 0.08409962058067322, -0.03381844609975815, -0.177102193236351, 0.5026774406433105, 0.1406453400850296, 0.2626136839389801, 0.535016655921936, 0.01463322527706623, -0.13148364424705505, -0.35886597633361816, 0.22198790311813354, -0.07019894570112228, -0.5069868564605713, 0.0063835629262030125, -0.10999821871519089, 0.2191210836172104, 0.43020161986351013, 0.16669194400310516, 0.061741337180137634, -0.657555341720581, -0.3721591830253601, -0.11036908626556396, 0.03768424317240715, 0.028236674144864082, 0.3500922918319702, -0.250325083732605, 0.2342120110988617, 0.11263778060674667, -0.37059518694877625, 0.18561437726020813, 0.19715040922164917, -0.4143364131450653, -0.24336981773376465, 0.10549716651439667, 0.4056042730808258, 0.5596911311149597, -0.23730984330177307, 0.17654065787792206, -0.3430086076259613, 0.14718396961688995, -0.1621980220079422, -0.16186712682247162, 0.25867176055908203, -0.27376243472099304, 0.3834162652492523, -0.3101889193058014, -0.11643404513597488, 0.38205355405807495, 0.17227840423583984, 0.03918588161468506, -0.03641221672296524, 0.1119866743683815, 0.10999282449483871, 0.017093470320105553, 0.2523590922355652, -0.506019115447998, -0.15288108587265015, 0.3125718832015991, -0.2934539020061493, 0.022704605013132095, 0.47254863381385803, -0.08653707057237625, -0.09253672510385513, -0.5680370330810547, 0.35058343410491943, -0.1175447627902031, 0.27120864391326904, 0.12975262105464935, -0.6782630681991577, -0.29881948232650757, 0.6184489130973816, -0.40915602445602417, -0.29976212978363037, -0.11607014387845993, -0.16468234360218048, -0.12139126658439636, -0.20465277135372162, -0.3940599262714386, -0.35313183069229126, 0.15698163211345673, 0.5617360472679138, -0.48407259583473206, 0.0037878460716456175, -0.1661476045846939, 0.3415910601615906, -0.6646870374679565, 0.36256444454193115, -0.05594492703676224, 0.26359036564826965, -0.3136358857154846, -0.028639351949095726, -0.3687451481819153, -0.24726669490337372, -0.043623410165309906, -0.49524107575416565, -0.17439885437488556, 0.022079050540924072 ]
dominated George Seif https://towardsdatascience.com/deep-learning-for-image-classification-why-its-challenging-where-we-ve-been-and-what-s-next-93b56948fcef
Deep Learning for Image Recognition: why its challenging, where weve been, and whats next
[ -0.008193238638341427, 0.11257898807525635, 0.2542332410812378, 0.11642669141292572, 0.14972366392612457, -0.20739127695560455, -0.3836873173713684, -0.3930100202560425, -0.2787698805332184, -0.07757802307605743, -0.5934244990348816, -0.412337988615036, 0.10742340981960297, 0.048368263989686966, -0.11292486637830734, 0.7133062481880188, 0.025873372331261635, -0.16391125321388245, 0.16167841851711273, -0.013954062014818192, -0.3735969662666321, -0.4836423993110657, 0.6080966591835022, -0.23101024329662323, 0.24169746041297913, -0.012192463502287865, 0.28454241156578064, -0.4619920551776886, -0.30657875537872314, 0.23630741238594055, -0.3319988548755646, 0.1415621042251587, -0.190466970205307, 0.10604656487703323, -0.48323914408683777, -0.21750669181346893, -0.1955467164516449, -0.1346995234489441, 0.2905280590057373, -0.08552136272192001, -0.2104754000902176, 0.0561542734503746, -0.051321446895599365, 0.4646928310394287, 0.10398253798484802, -0.2677583694458008, -1.6681369543075562, 0.22712118923664093, -0.15228715538978577, 0.1373148411512375, -0.0839381143450737, -0.1219998374581337, 0.25768160820007324, 0.12911754846572876, -0.2100454568862915, 0.06986958533525467, 0.20429182052612305, 0.02939833141863346, 0.0016987514682114124, -0.43618693947792053, 0.23731675744056702, 0.23426462709903717, -0.010273559018969536, 0.3376021981239319, 0.21812812983989716, -0.09696300327777863, 0.24248993396759033, 0.16766417026519775, -0.2758314609527588, 0.20727986097335815, 0.15509234368801117, 0.04879607632756233, 0.009290570393204689, 0.2666187286376953, -0.10835842788219452, 0.09725596755743027, 0.4995005428791046, 0.22118517756462097, 0.0021140174940228462, -0.07574208825826645, -0.47028931975364685, -0.08502673357725143, -0.02031189575791359, 0.2633468508720398, 0.10960396379232407, 0.47996917366981506, -0.5508711338043213, -0.02758599817752838, -0.5672642588615417, 0.009824255481362343, -0.5180795788764954, -0.3249858319759369, 0.1535729169845581, -0.40803012251853943, 0.4329409897327423, -0.02247321791946888, 0.2671743631362915, 0.21460524201393127, -0.011150255799293518, 0.4414640963077545, -0.6358278393745422, -0.2488444596529007, 0.3010782301425934, -0.657869815826416, -0.7714885473251343, -0.21816542744636536, -0.353625625371933, -0.4770530164241791, -0.247024804353714, 0.3959435522556305, -0.3607097566127777, -0.03949219733476639, 0.12390489131212234, 0.06740197539329529, -0.082691490650177, 0.48526662588119507, 0.13971689343452454, -0.05927323177456856, -0.35746774077415466, 0.0836489200592041, -0.5105517506599426, 0.9960083365440369, 0.11967874318361282, 0.059243571013212204, 0.3433060646057129, 0.3096386194229126, 0.15397821366786957, 0.40885478258132935, 0.044442761689424515, -0.10638576000928879, 0.6120622158050537, 0.10762643069028854, -0.09325867146253586, -0.2936747670173645, -0.0010018175235018134, -0.33005017042160034, -0.14755679666996002, -0.11807741224765778, 0.25647372007369995, -0.22098693251609802, 0.21676720678806305, -0.5394145250320435, -0.511768639087677, -0.15860313177108765, 0.08717317879199982, -0.04297029599547386, -0.07949463278055191, 0.4966524839401245, -0.09211800247430801, 0.011267373338341713, 0.022549116984009743, -0.062048930674791336, -0.4683724641799927, 0.2801608443260193, -0.2870776653289795, 0.37744906544685364, -0.1892043650150299, -0.46744486689567566, 0.20513255894184113, 0.28356966376304626, -0.2631181478500366, -0.35394591093063354, -0.0899302288889885, 0.2568477988243103, 0.7224187850952148, 0.044861890375614166, 0.4156830906867981, 0.11615843325853348, -0.26419132947921753, 0.15353818237781525, -0.1610044687986374, -0.23182666301727295, 0.23888438940048218, -0.3048650920391083, 0.17615193128585815, 0.16560272872447968, 0.2386012226343155, 0.2710873484611511, 0.45731571316719055, -0.03245948255062103, -0.7689328789710999, -0.5165888667106628, 0.07242456078529358, 0.10894469916820526, 0.2531788647174835, -0.06450623273849487, 0.5177050232887268, 0.08851507306098938, 0.05932057276368141, 0.5623432993888855, -0.14002598822116852, 0.05098533630371094, 0.1483033150434494, -0.7404230833053589, 0.8260518908500671, 0.14366501569747925, 0.0668049305677414, 0.4892714321613312, -0.1166129782795906, 0.47900283336639404, 0.329006165266037, 0.03966885060071945, 0.5491768717765808, -0.29484066367149353, 0.058672353625297546, -0.2868257761001587, 0.20982931554317474, 0.24681895971298218, 0.001666717347688973, 0.0054513318464159966, 0.29379385709762573, 0.15391351282596588, -0.012033402919769287, -0.2981716990470886, 0.2252328246831894, -0.09071879833936691, 0.6573613286018372, 0.3695308566093445, -0.08115600794553757, -0.018637988716363907, 0.25514891743659973, -0.21757476031780243, 0.09760310500860214, 0.29367518424987793, 0.0714040994644165, 0.8879939913749695, 0.35735347867012024, 0.011035841889679432, 0.5400040149688721, -0.02538263238966465, -0.1139456182718277, -0.45011255145072937, 0.2836993634700775, -0.1638888269662857, -0.35309210419654846, 0.0712936520576477, -0.30741938948631287, -0.03449880704283714, -0.05671047046780586, -0.40137794613838196, 0.11308981478214264, 0.27137717604637146, 0.22666499018669128, 0.21604131162166595, 0.10088404268026352, 0.18862642347812653, 0.18770773708820343, -0.040367405861616135, -0.3817692697048187, 0.05020621791481972, 0.020137492567300797, 0.15635225176811218, -0.09950476884841919, -0.4818362295627594, -0.1697358340024948, 0.16901777684688568, 0.013652878813445568, -0.4204714596271515, 0.020030364394187927, 0.33709871768951416, -0.47128239274024963, 0.1784134805202484, -0.33292755484580994, 0.08123762905597687, -0.09577994793653488, -0.4343858063220978, -0.03365416079759598, -0.7148570418357849, 0.46989214420318604, 0.39380088448524475, 0.6706783771514893, 0.17290738224983215, 0.19328297674655914, -0.0017955336952582002, 0.031816523522138596, -0.6948272585868835, 0.7241312861442566, 0.3002339005470276, -0.06292930245399475, -0.5535956025123596, 0.005537481978535652, 0.2378411740064621, -0.19851695001125336, 0.31235113739967346, -0.09959232062101364, -0.3350594937801361, -0.26827073097229004, -0.144923135638237, -0.4395991861820221, 0.023323310539126396, -0.05796192213892937, 0.06803688406944275, -0.1161881685256958, -0.3586871325969696, -0.1934884935617447, 0.25100597739219666, -0.47324737906455994, -0.19189757108688354, -0.29400041699409485, 0.06967570632696152, -0.6887556314468384, 0.3721085786819458, 0.1256568729877472, -0.44442111253738403, -0.05127342417836189, -0.37468090653419495, -0.4162740111351013, 0.6141774654388428, -6.364750385284424, -0.4482136368751526, -0.2209392935037613, 0.35360226035118103, -0.15245488286018372, -0.3223373591899872, -0.19899263978004456, 0.22592590749263763, 0.2614021897315979, -0.2997499406337738, -0.24954970180988312, -0.1213497743010521, 0.08582144230604172, 0.5590571761131287, 0.024214517325162888, 0.8384086489677429, 0.5907137393951416, 0.17116031050682068, 0.1656358242034912, 0.3647335171699524, -0.19797290861606598, 0.03494250029325485, 0.1499088704586029, 0.37260428071022034, 0.14013992249965668, 0.012786728329956532, -0.8153856992721558, 0.42437684535980225, -0.6397715210914612, -0.4834372401237488, 0.7886449098587036, 0.025701282545924187, -0.28522709012031555, 0.5690803527832031, -0.0931563675403595, 0.24216079711914062, 0.16628527641296387, 0.25969603657722473, 0.11804218590259552, -0.3362922966480255, 0.342082679271698, 0.10616695135831833, -0.33188170194625854, -0.400062620639801, 0.3253777325153351, -0.3585290312767029, -0.11766227334737778, 0.022820211946964264, 0.020325619727373123, -0.19247913360595703, 0.12746162712574005, 0.13527338206768036, 0.2138889580965042, 0.08598621189594269, -0.14485253393650055, -0.3984827995300293, 0.18200689554214478, 0.3826165199279785, -0.08384254574775696, 0.11156577616930008, -0.08136606216430664, -0.4366495609283447, -0.30277159810066223, -0.7216366529464722, -0.22068801522254944, -0.17150898277759552, -0.3325154185295105, -0.18238234519958496, -0.025798974558711052, 0.19742679595947266, -1.026699185371399, 0.23166221380233765, -0.1926741749048233, -0.6973986029624939, 0.2821890115737915, -0.11629678308963776, 0.2942907214164734, 0.02448604255914688, 0.24691979587078094, 0.0761297345161438, -0.49885931611061096, -0.2586754560470581, -0.0726088285446167, 0.4977129101753235, -0.05368974432349205, -0.44020166993141174, 0.25168296694755554, -0.16346527636051178, 0.1496298760175705, 0.8053513765335083, 0.46208426356315613, -0.17295604944229126, 0.19001638889312744, 0.5205597877502441, 0.3235131800174713, -0.21058852970600128, 0.15125349164009094, 0.20617125928401947, 0.267753005027771, -0.572569727897644, 0.5145496726036072, -0.3038448691368103, -0.978111982345581, -0.31879428029060364, -0.0777706578373909, -0.004370634909719229, -0.19861893355846405, -0.23088955879211426, 0.6411994099617004, 0.05201642960309982, -0.2552189230918884, 0.10824964195489883, -0.703755259513855, 0.015703856945037842, 0.3825189471244812, -0.37999749183654785, -0.18074622750282288, 0.017806148156523705, 0.40958550572395325, 0.165716752409935, -0.46015986800193787, 0.08507992327213287, -0.30269187688827515, 0.4151555895805359, 0.26322221755981445, 0.28165823221206665, -0.059778302907943726, 0.12401048094034195, -0.21302495896816254, 0.020035210996866226, 0.5050730109214783, 0.07448229193687439, 0.07076232135295868, 0.3391674757003784, 0.10228701680898666, 0.3822892904281616, 0.6389680504798889, 0.006715263240039349, 0.09970468282699585, -0.7896388173103333, 0.5087726712226868, 0.0489412322640419, -0.04534051567316055, -0.14554527401924133, 0.5746544599533081, 0.27165114879608154, -0.06955287605524063, 0.5748701095581055, 0.08030802011489868, 0.5093277096748352, 0.1085725948214531, -0.5839046835899353, -0.3724125027656555, 0.021798890084028244, -0.2812732756137848, 0.17958691716194153, 0.02430207096040249, -0.3033284842967987, 0.43308937549591064, -0.5419808626174927, -0.08267547935247421, -0.2794930040836334, -0.47177109122276306, -0.029488589614629745, 0.13255812227725983, 0.06839103251695633, -0.43508216738700867, -0.01611168310046196, 0.1524270474910736, 0.12566989660263062, -0.10031622648239136, -0.05716591328382492, -0.762259304523468, -0.08045250177383423, -0.07687817513942719, -0.32535117864608765, 0.19470204412937164, 0.46343809366226196, -0.21219122409820557, 0.4021790027618408, 0.201010599732399, -0.323502779006958, -0.4059077203273773, 0.6889348030090332, 0.530506432056427, -0.2966015040874481, -0.01608830690383911, 0.2904372215270996, 0.006581157445907593, -0.5922306776046753, 0.4555968940258026, -0.024963492527604103, 0.31365251541137695, 0.3053484857082367, -0.04442248120903969, -0.510455310344696, 0.4880508482456207, 0.43694207072257996, 0.09213203936815262, -0.19240702688694, 0.14088185131549835, 0.4599633514881134, 0.054791323840618134, 0.39395350217819214, 0.22774738073349, -0.32717981934547424, 0.41663801670074463, 0.20123565196990967, 0.16871047019958496, -0.3596523404121399, -0.1665019541978836, -0.3287530243396759, -0.1675342470407486, -0.007479231338948011, 0.20015984773635864, 0.15932852029800415, -0.18137669563293457, -0.19937360286712646, 0.4453551471233368, 0.07639075070619583, -0.04015599563717842, 0.10164816677570343, -0.17024382948875427, -0.020057331770658493, 0.3820589780807495, -0.013542472384870052, 0.42450812458992004, -0.635766863822937, 0.04967420548200607, 0.20573122799396515, 0.4569757580757141, -0.2194017916917801, 0.19539955258369446, 0.416102796792984, -0.3585357666015625, -0.09923649579286575, 0.3013228476047516, 0.9012938141822815, 0.027565816417336464, -0.11854615062475204, -0.24649262428283691, 0.00829712487757206, -0.24471786618232727, -0.5033575296401978, -0.0488741509616375, 0.6602718830108643, 0.017412254586815834, -0.3148047924041748, -0.35722047090530396, 0.04810817167162895, 0.18409626185894012, -0.2657206952571869, -0.0054353452287614346, -0.09779839217662811, 0.5112748742103577, 0.03169938921928406, 0.13866370916366577, -0.2732399106025696, -0.3663341999053955, 0.13181382417678833, -0.1301392763853073, 0.24590493738651276, -0.09445115178823471, 0.2798513174057007, -0.34512943029403687, 0.3716264069080353, -0.48226192593574524, -0.4216141700744629, 0.2511333227157593, -0.09968400001525879, -0.8990522027015686, -0.08024673163890839, -0.2727693021297455, 0.33683061599731445, -0.10871309787034988, -0.06406045705080032, 0.1660037487745285, 0.005353731103241444, -0.35840967297554016, -0.349876344203949, -0.4193364083766937, -0.3122890889644623, 0.2542332410812378, -0.1224168911576271, -0.5139533281326294, -0.5872893929481506, 0.03880060091614723, 0.5588134527206421, -0.29386329650878906, 0.11667486280202866, -0.33535048365592957, -0.028916386887431145, -0.5364792943000793, -0.08167950063943863, -0.45071449875831604, 0.12481822073459625, -0.01512183714658022, -0.027881458401679993, -0.26534751057624817, -0.10636502504348755, -0.026666508987545967, 0.06239490956068039, 0.6464924812316895, -0.11157980561256409, 0.3318043053150177, 0.910942554473877, 0.1672116219997406, -0.11236143857240677, -0.16869036853313446, -0.09889870136976242, 0.15210486948490143, -0.2850593030452728, 0.3240439295768738, 0.6924788951873779, -0.3935317397117615, 0.2949042320251465, -0.044259507209062576, 0.39870357513427734, -0.17677132785320282, 0.004298563115298748, 0.12483559548854828, -0.3006466031074524, 0.5366360545158386, -0.12874366343021393, -0.3411087989807129, 0.7009330987930298, 0.10165382921695709, 0.1392780840396881, -0.3467635214328766, 0.5231502056121826, 0.32970094680786133, 0.5075023770332336, -0.5868943333625793, 0.8272602558135986, 0.1800450086593628, -0.08299408107995987, 0.07208383828401566, -0.1803327351808548, 0.10663823783397675, -0.28693392872810364, 0.3802284896373749, 0.5569671392440796, -0.16715338826179504, -0.42817816138267517, -0.2563260495662689, 0.47651207447052, 0.10004318505525589, 0.04602440446615219, 0.16609571874141693, 0.22885671257972717, 0.16835013031959534, 0.26637157797813416, -0.21352392435073853, 0.3219665586948395, -0.43128085136413574, 0.27028417587280273, 0.7969126105308533, -0.37119996547698975, -0.08661987632513046, 0.4229241609573364, 0.48080354928970337, -0.1373794972896576, 0.3254854381084442, 0.11313749849796295, -0.10345487296581268, 0.17705963551998138, -0.027109451591968536, 0.1177019402384758, 0.3086124658584595, 0.32636961340904236, -0.2740192711353302, -0.07626774907112122, -0.09231218695640564, -0.45402806997299194, -0.2783690094947815, -0.2517379820346832, -0.06579670310020447, -0.25903287529945374, -0.06905922293663025, 0.45589303970336914, -0.12390340119600296, 0.05294623225927353, -0.46899235248565674, -0.4840976893901825, -0.017517121508717537, -0.11295995861291885, -0.23503535985946655, 0.7016565203666687, -0.09490988403558731, 0.17857487499713898, -0.28106677532196045, -0.5445480942726135, -0.1814766228199005, 0.015071860514581203, 0.013437796384096146, -0.20276282727718353, 0.3530797064304352, 0.14499743282794952, 0.2944084107875824, 0.12054130434989929, 0.0008469093590974808, -0.5212041139602661, -0.059220075607299805, -0.1499275267124176, 0.0684208869934082, 0.13829825818538666, -0.31697556376457214, -0.12057983875274658, 0.006983946543186903, 0.3513258397579193, 0.03501800820231438, -0.33309972286224365, -0.30376991629600525, -0.07681325078010559, -0.6187857985496521, 0.06579872965812683, -0.035408683121204376, 0.06290396302938461, 0.12433776259422302, 0.21794384717941284, -0.1892402619123459, -0.27541521191596985, 0.038010891526937485, 0.5828346014022827, -0.16329672932624817, 0.06767004728317261, 0.12131848186254501, 0.4032037556171417, -0.48151642084121704, 0.19966425001621246, -0.39283448457717896, -0.4047965705394745, -0.20505139231681824, 0.46563345193862915, -0.7038418054580688, -0.008261647075414658, -0.08028216660022736, -0.053659334778785706, -0.34294840693473816, -0.543840765953064, -0.4783985912799835, -0.06461399793624878, 0.23009610176086426, 0.49301010370254517, -0.10746685415506363, -0.04902861639857292, -0.16655834019184113, -0.1826111376285553, -0.37313663959503174, 0.513014554977417, -0.07453671842813492, 0.007626359350979328, 0.14452923834323883, -0.060183584690093994, -0.1580103039741516, 0.7314645648002625, -0.1427542120218277, -0.31469157338142395, 0.0879223495721817, 0.17885234951972961 ]
When we think about the imminent development of the next digital revolution, humanity will face an unprecedented wave of automation. More and more smart and connected devices will coexist with us. This Nelson Fernandez https://towardsdatascience.com/deep-learning-for-machine-empathy-robots-and-humans-interaction-part-i-8142fccd6050
Deep Learning for Machine Empathy: Robots and Humans InteractionPart I
[ -0.28793326020240784, 0.100967176258564, 0.2846612334251404, 0.13765007257461548, -0.039084989577531815, -0.009385396726429462, -0.10247225314378738, -0.11227569729089737, -0.2358432561159134, -0.4712707996368408, -0.10767056792974472, 0.4452277421951294, -0.13402341306209564, -0.27204468846321106, -0.02955681085586548, 0.42182502150535583, 0.05956222116947174, -0.08511926233768463, -0.28905606269836426, -0.4074665904045105, -0.5333612561225891, -0.7129891514778137, 0.6242074370384216, 0.08206085115671158, 0.015471196733415127, -0.21396996080875397, 0.5121973752975464, -0.008323143236339092, -0.10444427281618118, 0.35172590613365173, 0.22729438543319702, 0.3462536633014679, -0.11446548998355865, -0.36278197169303894, -0.4090864956378937, -0.012589599937200546, -0.4762688875198364, -0.3526361286640167, 0.08991117775440216, -0.01680164225399494, 0.1452285796403885, 0.3092377185821533, -0.4366011917591095, 0.3242034316062927, 0.11918731033802032, -0.41780370473861694, -1.72822904586792, 0.3240264356136322, -0.33133578300476074, 0.05314800888299942, -0.3163593113422394, 0.5298641324043274, 0.31820178031921387, 0.4719570577144623, -0.3174724280834198, 0.3896753787994385, 0.1367548108100891, -0.21286730468273163, -0.2976224422454834, -0.6599096059799194, -0.005269808694720268, 0.6565600037574768, -0.05275031551718712, -0.27468064427375793, 0.042429640889167786, 0.2885574996471405, 0.3779600262641907, 0.013136240653693676, -0.1277160346508026, -0.12882274389266968, 0.11349555850028992, -0.07176761329174042, -0.12702414393424988, 0.3794286251068115, 0.1817655861377716, -0.25595617294311523, 0.3367422819137573, 0.029695115983486176, 0.2786403000354767, 0.26944035291671753, -0.16016785800457, 0.30984988808631897, 0.420131653547287, 0.041650839149951935, 0.38439255952835083, -0.070402592420578, 0.11904532462358475, 0.2602672576904297, -0.4509558081626892, 0.007377478294074535, -0.16547589004039764, -0.3858180642127991, -0.12736453115940094, 0.048277996480464935, 0.7361823916435242, 0.6593607664108276, 0.6760905981063843, 0.08662868291139603, -0.4908592700958252, 0.5592311024665833, -0.3837261497974396, 0.24818727374076843, -0.12907682359218597, -0.6786692142486572, 0.11541256308555603, 0.025616398081183434, -0.0702870562672615, -0.7769647240638733, -0.5023532509803772, 0.2692427933216095, -0.6770229935646057, 0.28370583057403564, 0.07523726671934128, 0.10485565662384033, -0.33674466609954834, 0.7701219916343689, -0.08269142359495163, 0.018041186034679413, -0.12238740921020508, 0.11464164406061172, -0.11781316250562668, 0.7428539395332336, -0.1610950082540512, 0.3233833312988281, 0.11941935122013092, 0.21051420271396637, 0.08594373613595963, 0.15532256662845612, -0.08496282994747162, 0.2481808364391327, 0.8104865550994873, 0.21669411659240723, 0.12283620983362198, -0.3057517111301422, 0.2134324312210083, -0.6240507960319519, 0.15825781226158142, -0.1224682480096817, -0.10923780500888824, 0.24859389662742615, -0.10275567322969437, -0.30108246207237244, -0.39539602398872375, -0.440873920917511, 0.023558737710118294, 0.04050770029425621, 0.17637322843074799, 0.42601412534713745, -0.08767476677894592, -0.1576271951198578, -0.467210978269577, -0.0045376066118478775, -0.6733445525169373, 0.1512417197227478, -0.05747203156352043, 0.2163405567407608, 0.0009666138212196529, -0.05250154808163643, 0.4006712734699249, 0.2328089326620102, 0.17584320902824402, 0.14475710690021515, -0.5812588930130005, -0.09540186077356339, 0.31300657987594604, 0.07349353283643723, -0.008190230466425419, 0.5338612198829651, 0.03463410586118698, -0.16845865547657013, -0.1298053115606308, -0.3159477114677429, 0.3178103268146515, -0.6752943992614746, 0.06850073486566544, -0.29420971870422363, 0.19953081011772156, -0.2893489599227905, 0.20143823325634003, 0.4267013669013977, -0.599894106388092, -0.30534490942955017, 0.19781602919101715, -0.0993136540055275, 0.4029589295387268, -0.3331388533115387, 0.3036554753780365, 0.0776662826538086, -0.11628935486078262, 0.33779799938201904, -0.5027588605880737, -0.47536700963974, 0.44837233424186707, -0.8635523915290833, 0.7008646130561829, 0.30943381786346436, -0.4116426706314087, 1.2012603282928467, 0.5302549004554749, 0.15791377425193787, -0.3752411901950836, -0.15862396359443665, 0.3507499098777771, 0.0072982725687325, -0.035714857280254364, -0.02722310647368431, -0.14203999936580658, 0.16502687335014343, -0.21452437341213226, 0.18098123371601105, 0.22947873175144196, -0.0749182179570198, 0.030841244384646416, -0.3849986791610718, -0.5178998112678528, -0.28689995408058167, 0.5833282470703125, 0.18326005339622498, -0.045564357191324234, 0.7435375452041626, 0.6756362318992615, -0.20973774790763855, 0.4527323246002197, 0.34362906217575073, 0.45799019932746887, 1.0146065950393677, 0.5880491733551025, 0.48844456672668457, 0.5671891570091248, 0.38903146982192993, -0.3907564878463745, 0.06989390403032303, 0.6280690431594849, -0.47122693061828613, -0.16167765855789185, 0.26939380168914795, 0.011348415166139603, -0.4279901683330536, -0.2632221579551697, -0.033222418278455734, -0.2251126766204834, 0.3533661961555481, -0.02523762546479702, 0.2650705575942993, -0.00505548482760787, -0.21128669381141663, -0.3871009647846222, 0.029696179553866386, 0.18241368234157562, 0.0850500836968422, -0.029958145692944527, 0.5903165936470032, -0.18974332511425018, -0.1346026211977005, -0.19112835824489594, 0.08634305000305176, -0.27409595251083374, -0.4158574640750885, -0.10636750608682632, 0.4994799494743347, -0.4864851236343384, 0.04042930155992508, -0.306956946849823, 0.34592998027801514, -0.06292727589607239, -0.8697118163108826, 0.1124228909611702, -0.45105913281440735, 0.2284727841615677, 0.6413192749023438, 0.5427441596984863, -0.13462987542152405, -0.11393821239471436, 0.044826410710811615, 0.1269294023513794, -0.41407620906829834, 0.2502841353416443, -0.06920751929283142, -0.6406408548355103, -0.5174685120582581, 0.5138065218925476, 0.43033599853515625, 0.19037047028541565, 0.1920819878578186, -0.29549214243888855, -0.17845076322555542, 0.13268202543258667, -0.4124191999435425, -0.6373138427734375, 0.13048259913921356, 0.058791473507881165, 0.352812260389328, -0.08655905723571777, -0.43928277492523193, 0.23356518149375916, 0.24259346723556519, 0.11996763199567795, -0.028072169050574303, 0.218878373503685, -0.2990003228187561, -0.7070302367210388, 0.5928999781608582, 0.020575040951371193, -0.14391548931598663, 0.2908698320388794, -0.2981431484222412, -0.1593155860900879, -0.2028253972530365, -6.198657035827637, -0.08890799432992935, -0.6122876405715942, -0.11952847987413406, -0.14103025197982788, 0.2379467487335205, 0.6158840656280518, -0.14638526737689972, 0.10218288749456406, 0.12637951970100403, -0.31535640358924866, -0.30646374821662903, 0.03874196857213974, 0.35967832803726196, -0.3207162320613861, 0.6209196448326111, 0.03854059427976608, 0.06617679446935654, 0.0842239260673523, 0.29761144518852234, -0.14084789156913757, 0.072969451546669, -0.46449291706085205, 0.32079529762268066, 0.6317365765571594, -0.7532638907432556, -0.4890470504760742, 0.32691246271133423, -0.5548218488693237, -0.06401126831769943, 0.574318528175354, 0.15201391279697418, -0.6276735663414001, 0.2145448625087738, -0.07976669073104858, 0.26402488350868225, 0.04856943339109421, 0.13197647035121918, 0.44248998165130615, -0.5368006825447083, -0.06898734718561172, 0.052532631903886795, -0.03547227755188942, -0.4929237365722656, 0.3460441827774048, -0.5147095322608948, -0.33170074224472046, -0.09328587353229523, 0.18295760452747345, -0.014314454048871994, 0.04705953970551491, 0.16804106533527374, 0.3223458230495453, -0.11886381357908249, 0.1835644245147705, -0.5860065221786499, 0.06650830060243607, 0.37532445788383484, -0.3154684007167816, 0.15752887725830078, 0.3364740014076233, -0.11911346018314362, -0.44860243797302246, -1.2184090614318848, -0.5315064787864685, -0.07288450747728348, -0.6040641069412231, -0.9194122552871704, 0.2716377377510071, 0.07911284267902374, -0.9029845595359802, 0.479971706867218, -0.31000104546546936, -0.6056922078132629, 0.8017750382423401, -0.15414007008075714, -0.496123343706131, 0.004121711011976004, 0.3621034622192383, -0.1680014431476593, -0.31571388244628906, -0.6215296387672424, -0.1633097529411316, 0.0978132113814354, 0.5142086148262024, 0.005176436621695757, 0.05460621416568756, -0.500387966632843, -0.17875885963439941, 0.5871267318725586, 0.5072745084762573, -0.1680828183889389, 0.4806072413921356, 0.13127966225147247, 0.16189710795879364, -0.20260921120643616, -0.12513437867164612, 0.7464225888252258, -0.118388332426548, -0.3578389585018158, 0.3367439806461334, -0.49257540702819824, -0.5668471455574036, -0.3814806640148163, -0.04435171186923981, 0.2112220823764801, -0.07480143755674362, -0.08035522699356079, 0.5889384746551514, -0.0076652211137115955, 0.13619107007980347, 0.05917276069521904, -0.46796712279319763, 0.2503569424152374, 0.21066054701805115, -0.10454029589891434, -0.30726343393325806, 0.07797764986753464, 0.3150368630886078, 0.10414497554302216, -0.28909018635749817, -0.0847158208489418, 0.008348103612661362, 0.2383834272623062, 0.6675470471382141, -0.14933554828166962, -0.0014180002035573125, 0.5579089522361755, 0.2846989929676056, 0.07030772417783737, 0.3307819664478302, 0.21128983795642853, -0.13292191922664642, 0.22166509926319122, 0.21669712662696838, -0.04572205990552902, 0.06844321638345718, 0.10412003099918365, 0.46493369340896606, -0.615270733833313, 0.6459951996803284, 0.031069498509168625, 0.12401379644870758, -0.6286905407905579, 0.1660926789045334, 0.060705311596393585, -0.06132316589355469, 0.23800207674503326, -0.16781269013881683, 0.11162237077951431, 0.07477116584777832, -0.40670648217201233, -0.36231672763824463, 0.006354017183184624, -0.10391813516616821, 0.24214106798171997, 0.32487866282463074, 0.28302010893821716, 0.04237114265561104, -0.5457321405410767, 0.2580374479293823, -0.31239697337150574, -0.3699904978275299, 0.11010172963142395, 0.018896710127592087, 0.033101435750722885, -0.5212178230285645, -0.24769292771816254, -0.14800137281417847, 0.1374555230140686, 0.4474910795688629, -0.3458414375782013, -0.16274844110012054, -0.11126446723937988, 0.09538515657186508, -0.4977331757545471, 0.12008164077997208, 0.14307601749897003, -0.27060186862945557, 0.5129848122596741, -0.03241896629333496, -0.6068183779716492, -0.1903049200773239, 0.48100751638412476, 0.3532992899417877, -0.21851713955402374, 0.3179662525653839, 0.24124468863010406, 0.15009580552577972, -0.5529574155807495, 0.2916480600833893, 0.17160065472126007, 0.23337097465991974, -0.19442887604236603, 0.2824503183364868, -0.39938053488731384, 0.6461487412452698, -0.12204503268003464, -0.23817308247089386, -0.21984820067882538, -0.16719524562358856, 0.6298618316650391, -0.2543655335903168, 0.489019513130188, 0.21212232112884521, -0.5312073826789856, -0.10235833376646042, -0.05547603592276573, -0.06282035261392593, -0.022589504718780518, -0.6102656722068787, -0.40797296166419983, 0.3515426814556122, 0.04117565602064133, 0.020700858905911446, 0.3532411456108093, -0.05434928089380264, -0.24769090116024017, -0.3410877287387848, 0.38355913758277893, -0.000995196052826941, -0.27708369493484497, -0.37852489948272705, -0.19788861274719238, -0.4174518883228302, 0.22855855524539948, 0.20325210690498352, -0.48467424511909485, 0.2648850083351135, -0.28795725107192993, 0.04323767125606537, 0.3161187767982483, 0.5833308100700378, 0.6030480265617371, -0.10241228342056274, -0.12636138498783112, -0.2540287673473358, 0.8086708188056946, 0.2699977159500122, -0.5551892518997192, -0.06137916073203087, -0.007152769714593887, -0.2828245759010315, -0.4552716612815857, -0.04796483367681503, 0.5155923366546631, -0.22774729132652283, -0.08408179134130478, -0.5406209826469421, 0.01711614802479744, 0.06120557710528374, -0.23869970440864563, -0.4111502766609192, -0.14229503273963928, 0.5748564004898071, 0.13361334800720215, -0.2579670250415802, -0.05711134523153305, -0.26668184995651245, -0.06067129224538803, -0.2134380042552948, -0.23984560370445251, -0.6699851155281067, 0.37097877264022827, -0.1026359274983406, 0.2742736339569092, -0.060354772955179214, -0.6072238683700562, 0.21839933097362518, -0.07187183201313019, -0.7339941263198853, 0.3956732153892517, -0.5514832735061646, 0.2589603662490845, -0.29954424500465393, 0.05222863703966141, 0.13727468252182007, 0.5662857890129089, -0.5794011950492859, -1.066055417060852, -0.0732857957482338, -0.010283177718520164, 0.4554518163204193, -0.26128852367401123, 0.005831769201904535, -0.036641087383031845, -0.04635007306933403, 0.09472016245126724, -0.01843675971031189, 0.09139207750558853, -0.11309362947940826, 0.43499448895454407, -0.28378573060035706, -0.10639563202857971, -0.11816070228815079, 0.12820099294185638, 0.2980431914329529, -0.10263460874557495, -0.28136393427848816, -0.4785197675228119, -0.05889422446489334, 0.10711073130369186, 0.4365059435367584, -0.2731640636920929, 0.16370075941085815, 0.39032840728759766, 0.024051861837506294, 0.1790556162595749, 0.03416571766138077, 0.1997297704219818, 0.22393499314785004, -0.11379075050354004, 0.4813838303089142, 0.5389419794082642, -0.4417564570903778, -0.05941760167479515, -0.14701737463474274, 0.37378665804862976, -0.05951017513871193, 0.46878236532211304, -0.428027480840683, -0.23502735793590546, 0.3624924421310425, -0.40974047780036926, 0.04986098036170006, 0.6611550450325012, 0.05495830252766609, 0.14946432411670685, -0.2198864370584488, 0.804092288017273, 0.07993709295988083, 0.07606132328510284, 0.05226336792111397, 0.1419609636068344, 0.3438912630081177, -0.1552184820175171, 0.06655953824520111, 0.05339233949780464, 0.24682211875915527, 0.02987787500023842, 0.17235597968101501, -0.11206971108913422, -0.1012822836637497, 0.20842526853084564, 0.06581826508045197, 0.13910473883152008, -0.0331621915102005, 0.8582333922386169, -0.007655644789338112, 0.2885659337043762, 0.4447021782398224, 0.36788249015808105, 0.2391292005777359, -0.5116910338401794, -0.43767693638801575, -0.3620462417602539, 0.49080169200897217, -0.12839850783348083, -0.17378197610378265, 0.5366407632827759, 0.7364429235458374, 0.23492608964443207, 0.45906561613082886, 0.07616552710533142, 0.20331181585788727, -0.05906778573989868, 0.42378267645835876, 0.133228600025177, 0.39069893956184387, 0.460581511259079, -0.32787632942199707, -0.13637343049049377, -0.6315084099769592, 0.38348791003227234, -0.18987831473350525, -0.5557447671890259, 0.1307525783777237, -0.24102480709552765, 0.3181088864803314, 0.5891483426094055, -0.09890968352556229, 0.52814781665802, -0.4311186969280243, -0.2511616051197052, -0.11066927015781403, 0.13221226632595062, -0.0803474634885788, 0.47406575083732605, -0.1953544020652771, 0.03085474483668804, 0.15287084877490997, -0.3542539179325104, 0.027799880132079124, 0.17643043398857117, -0.1899505853652954, -0.2784937918186188, 0.2953587472438812, 0.2193986177444458, 0.6117038130760193, 0.21971863508224487, 0.19992505013942719, -0.16380107402801514, 0.19725960493087769, -0.08876141160726547, -0.1418229341506958, -0.13981489837169647, -0.5114715099334717, -0.39871323108673096, -0.026504969224333763, -0.29865920543670654, 0.1744123250246048, 0.3888165354728699, -0.36122778058052063, 0.2395191192626953, -0.06382866948843002, 0.3977762460708618, -0.13495971262454987, -0.04017921909689903, -0.16353730857372284, -0.006747387815266848, 0.3010258972644806, -0.4827156066894531, 0.0340430773794651, 0.17641951143741608, 0.017233241349458694, -0.25759050250053406, -0.32609111070632935, 0.02082049287855625, 0.3004899024963379, 0.4930298626422882, 0.06297872960567474, 0.08415102958679199, -0.10510074347257614, 0.4175083041191101, -0.45996689796447754, -0.6027036309242249, -0.5226547122001648, -0.01864195056259632, -0.07323234528303146, -0.429653137922287, -0.7670613527297974, -0.44325220584869385, -0.03013797290623188, 0.8348360061645508, -0.09706339240074158, 0.046619437634944916, -0.31319913268089294, -0.009585198946297169, -0.5793566107749939, 0.4391898512840271, -0.12416735291481018, 0.40599721670150757, -0.2801267206668854, -0.21520791947841644, -0.332686185836792, 0.22525744140148163, -0.028240349143743515, -0.5316352248191833, -0.13647693395614624, -0.44950801134109497 ]
The 9th lesson in fast.ais Deep Learning course continues the dive into Generative Wayne Nixalo https://towardsdatascience.com/deep-learning-ii-l9-generative-models-dcd599ad6e0b
Deep Learning II L9: Generative Models
[ -0.4410345256328583, -0.08442490547895432, -0.2585173547267914, 0.18509267270565033, 0.15772874653339386, 0.10909600555896759, 0.15810571610927582, 0.3033287823200226, -0.21413375437259674, -0.23769164085388184, -0.5092452764511108, 0.06569012999534607, 0.04924594610929489, -0.26624611020088196, 0.13605980575084686, 0.48984336853027344, 0.1668061912059784, -0.3568253517150879, -0.42263874411582947, -0.2560325860977173, -0.4917387068271637, -0.5152793526649475, 0.5621610283851624, 0.10771972686052322, 0.03344228118658066, 0.17816606163978577, 0.49326008558273315, -0.11519592255353928, -0.25233981013298035, 0.028024455532431602, -0.6155857443809509, 0.31097933650016785, 0.27907463908195496, 0.05478734150528908, -0.4976801574230194, -0.23015564680099487, -0.5318928956985474, -0.43009698390960693, -0.11625141650438309, -0.008023793809115887, 0.09097082167863846, 0.17127323150634766, -0.24675816297531128, 0.20429520308971405, 0.04297942668199539, -0.20916566252708435, -1.6043866872787476, -0.10763782262802124, -0.48394331336021423, -0.09975585341453552, -0.1256852000951767, 0.5111077427864075, 0.36484894156455994, -0.0683470070362091, -0.7008442878723145, 0.07449579238891602, -0.13402944803237915, -0.46771618723869324, 0.14074046909809113, -0.11706619709730148, 0.15657155215740204, 0.45964041352272034, -0.11848750710487366, 0.44590261578559875, 0.13764598965644836, 0.02982964739203453, -0.13924480974674225, 0.42236241698265076, -0.8515229821205139, -0.20691396296024323, 0.17822055518627167, 0.499620258808136, 0.0023928857408463955, 0.28435587882995605, 0.24827620387077332, -0.19256743788719177, 0.45028603076934814, 0.4034978747367859, 0.0625990480184555, 0.0442885123193264, -0.3387947380542755, 0.2813366949558258, 0.42669135332107544, 0.2761523127555847, 0.2401544749736786, 0.08073581010103226, -0.25519153475761414, 0.24551738798618317, -0.4407951235771179, -0.08486372232437134, -0.42994019389152527, -0.5956971645355225, -0.13199330866336823, -0.15987907350063324, 0.2869156301021576, 0.48609837889671326, 0.2198014110326767, 0.33140847086906433, -0.031674932688474655, 0.164149671792984, -0.4028615951538086, 0.1571386456489563, -0.23174381256103516, -0.07388610392808914, -0.6231287121772766, 0.07388453185558319, -0.219450905919075, -0.5312290191650391, -0.8110594749450684, 0.20555859804153442, -0.7450448870658875, 0.24536748230457306, -0.059961993247270584, 0.061648570001125336, -0.016040271148085594, 0.5587360858917236, 0.05895504355430603, -0.03535227105021477, -0.6301690340042114, -0.04559483379125595, -0.26410815119743347, 0.6193084716796875, 0.010411649011075497, 0.352205753326416, 0.10873620957136154, 0.16358238458633423, -0.2943110764026642, 0.47966450452804565, 0.34265217185020447, 0.1715087890625, 0.6519744992256165, 0.25027140974998474, 0.25778162479400635, -0.1575499027967453, -0.01926582306623459, -0.5173933506011963, -0.023573966696858406, -0.1778051108121872, 0.22837233543395996, 0.1699609011411667, -0.11909555643796921, -0.14029449224472046, -0.41355955600738525, -0.302768349647522, 0.025377465412020683, 0.06537667661905289, -0.16114234924316406, 0.7622275948524475, -0.08720475435256958, -0.2823735475540161, -0.046857401728630066, 0.01981138437986374, -0.6454569697380066, -0.36711031198501587, -0.22935296595096588, 0.5525975227355957, -0.1945837140083313, -0.21315452456474304, 0.22984477877616882, 0.2888787090778351, -0.09893178939819336, 0.1561347246170044, -0.47655320167541504, -0.05229676514863968, 0.8920766115188599, -0.04220659285783768, 0.3985220491886139, -0.18975745141506195, -0.11359434574842453, -0.11583716422319412, -0.14395353198051453, -0.2841138243675232, 0.45582595467567444, -0.3505462408065796, 0.027105990797281265, -0.34215670824050903, 0.2742476761341095, -0.131912961602211, 0.5259653925895691, 0.09696956723928452, -0.654690682888031, -0.40236541628837585, 0.2636886537075043, -0.262520432472229, 0.2656293213367462, -0.11670637875795364, 0.21867536008358002, -0.004923506174236536, -0.052391644567251205, 0.30285078287124634, -0.149374321103096, -0.09820663183927536, 0.476078599691391, -0.5911293625831604, 0.5256268382072449, 0.3308359682559967, 0.07119888067245483, 0.521088182926178, 0.06879184395074844, 0.14301395416259766, 0.10619737952947617, -0.3472117483615875, 0.17920106649398804, 0.08390818536281586, 0.0031646324787288904, 0.006591005250811577, 0.12734408676624298, -0.018827371299266815, -0.3205759823322296, 0.3427923619747162, 0.05805384740233421, 0.1614256054162979, 0.3223215937614441, -0.22200579941272736, -0.02278154529631138, 0.04979707673192024, 0.18828721344470978, -0.22547709941864014, 0.2941312789916992, 0.30829566717147827, 0.45745259523391724, -0.2980431020259857, 0.3211803138256073, 0.23464491963386536, 0.03493975102901459, 0.7921359539031982, 0.491420716047287, -0.1097838431596756, 0.5845288038253784, -0.030045779421925545, -0.6205885410308838, -0.1580386906862259, 0.20536266267299652, -0.5085048079490662, -0.025926167145371437, 0.1501588523387909, -0.28614917397499084, -0.1877370923757553, 0.3436371386051178, 0.08458814024925232, 0.1182134598493576, 0.05361970141530037, -0.5015604496002197, 0.23737436532974243, 0.33595868945121765, 0.13980886340141296, -0.025969330221414566, 0.21362541615962982, -0.27298274636268616, -0.025523582473397255, 0.159316748380661, 0.49304017424583435, -0.11505738645792007, -0.4254373610019684, -0.23892641067504883, 0.06432995945215225, -0.4615607261657715, -0.3914857506752014, -0.03489723056554794, 0.32598382234573364, -0.4308479428291321, 0.2792396545410156, -0.28915169835090637, 0.17065954208374023, 0.07605697959661484, -0.2723444402217865, -0.12985408306121826, -0.3215702474117279, 0.5109100341796875, 0.17519430816173553, 0.32273468375205994, -0.07502483576536179, -0.011279521510004997, -0.3400161862373352, -0.2842656970024109, -0.6830865740776062, 0.12352996319532394, 0.20219683647155762, -0.4654608368873596, -0.4674382507801056, 0.44689834117889404, 0.32598328590393066, -0.037189703434705734, 0.0467715822160244, -0.28814810514450073, -0.235337495803833, -0.024021627381443977, -0.3101029694080353, -0.44562670588493347, -0.27985161542892456, 0.08970703184604645, 0.4001041650772095, -0.32345980405807495, -0.048624321818351746, 0.07697927206754684, 0.5312811732292175, -0.3181219696998596, -0.08638837933540344, -0.056214213371276855, -0.21740859746932983, -0.24726305902004242, 0.43885907530784607, 0.40807005763053894, -0.19824495911598206, 0.17352938652038574, 0.02828289568424225, -0.12790407240390778, -0.14930866658687592, -6.375083923339844, -0.21346919238567352, -0.6485080122947693, 0.23256945610046387, 0.12058711796998978, 0.01932486891746521, -0.0054758586920797825, 0.1813342422246933, 0.08743402361869812, -0.034934673458337784, -0.6702947020530701, -0.50035560131073, -0.41469886898994446, 0.25005292892456055, -0.27721095085144043, 0.7000025510787964, 0.6166647672653198, 0.026467815041542053, 0.1411295086145401, 0.594946563243866, -0.062102507799863815, -0.01715266704559326, -0.5105586051940918, 0.43525394797325134, 0.3049320876598358, -0.06647597253322601, -0.6467320322990417, 0.3099169135093689, -0.358182817697525, -0.1015249639749527, 0.05960049107670784, -0.1685262769460678, -0.5973080396652222, 0.32691895961761475, -0.27126121520996094, 0.2182317078113556, -0.2297326773405075, 0.12642893195152283, 0.5691578984260559, -0.22559736669063568, -0.006025214679539204, -0.12319514900445938, -0.07639837265014648, -0.3493257761001587, 0.129451721906662, -0.2710258960723877, -0.08267314732074738, -0.38886934518814087, 0.07038599252700806, 0.043083708733320236, -0.1084204763174057, -0.13484908640384674, -0.08702246099710464, 0.005246059037744999, 0.3167477250099182, -0.4902118444442749, -0.002874038415029645, 0.37730780243873596, -0.1481875777244568, 0.4260043799877167, 0.0806804671883583, -0.18647481501102448, -0.35772085189819336, -0.7822235822677612, -0.3177140951156616, -0.034283265471458435, -0.33901938796043396, -0.3420969843864441, -0.1522122472524643, 0.14205250144004822, -0.7437894940376282, 0.7208946943283081, -0.33219823241233826, -0.7155163884162903, 0.2435295283794403, -0.16244980692863464, -0.5093151926994324, -0.24909819662570953, 0.04276109114289284, -0.06337106227874756, -0.3059813678264618, -0.35148462653160095, -0.07133739441633224, 0.7097575664520264, -0.08078034222126007, -0.003772098571062088, 0.13409367203712463, 0.0792255625128746, -0.05963175743818283, 0.6053114533424377, 0.24485236406326294, 0.03372664377093315, 0.30804163217544556, 0.10230397433042526, 0.47683730721473694, -0.2057161033153534, 0.2269294112920761, 0.1667199283838272, 0.03977863863110542, -0.23400844633579254, 0.24683919548988342, -0.19167405366897583, -0.6020694375038147, -0.36748942732810974, -0.26260271668434143, 0.08421932905912399, -0.06619295477867126, -0.08906714618206024, 0.7280826568603516, 0.27212005853652954, 0.05051908642053604, 0.013448971323668957, -0.5469801425933838, 0.005319811403751373, 0.380495548248291, -0.22942636907100677, -0.24751435220241547, 0.27940189838409424, 0.364976704120636, 0.019451698288321495, -0.5089651346206665, -0.19394062459468842, -0.10626057535409927, 0.38676729798316956, 0.06448241323232651, -0.14516934752464294, 0.11903316527605057, 0.3057800531387329, 0.3181939721107483, 0.16032806038856506, 0.3684729039669037, 0.24882805347442627, -0.2775109112262726, 0.10573236644268036, 0.11520683765411377, -0.2016443908214569, 0.2108328491449356, -0.17144770920276642, 0.02135852351784706, -0.6328997015953064, 0.4080820679664612, 0.0844092145562172, 0.7421383261680603, -0.4386093020439148, 0.3876223862171173, 0.020354272797703743, 0.08118876069784164, 0.04996779188513756, -0.01250127051025629, 0.09223632514476776, 0.2878144085407257, -0.5594883561134338, -0.03137390688061714, 0.05555637925863266, -0.00629933038726449, 0.2676028907299042, 0.028929809108376503, -0.45687705278396606, 0.4881856441497803, 0.014095381833612919, 0.42337995767593384, -0.3932889997959137, -0.4270716607570648, 0.3189336061477661, 0.07005143165588379, 0.45131802558898926, -0.3106151223182678, -0.48125746846199036, -0.23032569885253906, 0.04391784593462944, 0.2611090838909149, -0.5867639780044556, 0.14532189071178436, -0.09025216847658157, 0.2750104069709778, -0.5480015277862549, 0.4111308157444, -0.037566863000392914, -0.12697772681713104, 0.24408851563930511, 0.06523898988962173, -0.7377665638923645, -0.27255114912986755, 0.8775894045829773, 0.48391786217689514, -0.3726891875267029, 0.04577726498246193, 0.23891416192054749, -0.2786701023578644, -0.3337526321411133, 0.34339639544487, -0.11670999228954315, 0.3655480444431305, 0.4932759404182434, 0.11207893490791321, -0.3894164264202118, 0.577228307723999, 0.17608872056007385, -0.1912831813097, -0.33995071053504944, -0.1798602193593979, 0.15374501049518585, 0.1936657428741455, 0.4245387017726898, 0.4252503216266632, -0.11812102794647217, -0.015802059322595596, -0.039012469351291656, -0.03683149069547653, -0.10887330770492554, -0.3203709125518799, -0.5350595712661743, 0.22084151208400726, -0.36599302291870117, 0.2135014683008194, 0.1580786108970642, -0.008335601538419724, -0.5411317944526672, -0.4464503526687622, 0.3810425102710724, -0.30896562337875366, 0.13010995090007782, -0.1647537648677826, -0.11387205868959427, -0.00461374269798398, 0.09411684423685074, 0.23676984012126923, -0.17933423817157745, 0.4506220817565918, 0.01938890665769577, 0.29748302698135376, -0.3525833487510681, 0.5790115594863892, 0.40744608640670776, -0.04327725991606712, -0.09989314526319504, 0.06463636457920074, 1.068031907081604, 0.18738344311714172, -0.5410699248313904, -0.3439480662345886, -0.06013210862874985, -0.29773762822151184, -0.4146554470062256, -0.007738165091723204, 0.041147179901599884, -0.14927949011325836, -0.12469097226858139, -0.6688464283943176, 0.42309921979904175, 0.37086379528045654, -0.03646925091743469, -0.3405909836292267, -0.24055363237857819, 0.8560124039649963, -0.12204691022634506, 0.02777368202805519, -0.37656688690185547, -0.2525554895401001, 0.029596157371997833, 0.06075366586446762, -0.09737522900104523, -0.4171634018421173, 0.4078347384929657, -0.08597058057785034, 0.4264697730541229, -0.1676015853881836, -0.3375031650066376, 0.35366153717041016, -0.28211602568626404, -0.6107908487319946, -0.01880834624171257, -0.31132423877716064, 0.27716168761253357, -0.28891509771347046, -0.23322004079818726, -0.22736993432044983, 0.3168359696865082, -0.31025660037994385, -0.3101266920566559, -0.13625822961330414, -0.07467054575681686, 0.5246269702911377, 0.017965327948331833, 0.0691419392824173, -0.14918552339076996, -0.2705104351043701, 0.527418851852417, -0.1330052763223648, 0.43592286109924316, -0.215664342045784, 0.022691471502184868, -0.4609241187572479, -0.4595271944999695, -0.37191104888916016, 0.25841158628463745, 0.09687931090593338, -0.1544407159090042, -0.2579718232154846, -0.23384296894073486, 0.37305840849876404, 0.6980346441268921, 0.6034669280052185, -0.18898169696331024, -0.09400421380996704, 0.721014678478241, -0.09682998061180115, -0.2209940254688263, -0.18327227234840393, 0.05778001248836517, 0.20775875449180603, 0.05932401120662689, 0.4168114960193634, 0.5352950096130371, -0.4795621633529663, 0.217526376247406, -0.2500790059566498, 0.5277761816978455, -0.10291904956102371, 0.13076359033584595, -0.01026060339063406, -0.07067686319351196, 0.5516959428787231, -0.4007212221622467, -0.1110796183347702, 0.6753969788551331, -0.11283891648054123, -0.284790962934494, 0.27222776412963867, 1.032014012336731, -0.028340011835098267, 0.31503960490226746, -0.11039257049560547, 0.5881937146186829, 0.09997401386499405, -0.14722178876399994, -0.017246076837182045, -0.5991624593734741, 0.5869542360305786, 0.14337004721164703, 0.3552631437778473, 0.3842134177684784, -0.011419625952839851, 0.20584070682525635, -0.32167744636535645, 0.3953010141849518, 0.09083060920238495, 0.3704170286655426, 0.0755179226398468, 0.30863699316978455, 0.23376868665218353, 0.17419946193695068, -0.008429799228906631, -0.06117188557982445, -0.5471588969230652, -0.24595892429351807, 0.4527250826358795, 0.026418911293148994, -0.13935302197933197, 0.34850379824638367, 0.4849766492843628, 0.49780237674713135, 0.46743857860565186, -0.016753138974308968, -0.08760613948106766, -0.14350266754627228, 0.6030202507972717, 0.1903739869594574, 0.4778768718242645, 0.45406511425971985, -0.1691485047340393, -0.06590186804533005, 0.03130364790558815, 0.051101088523864746, 0.16620314121246338, -0.5984787940979004, 0.2881195545196533, -0.018479153513908386, -0.12020953744649887, 0.7686983346939087, 0.07194187492132187, 0.43330079317092896, -0.5043466687202454, -0.13888002932071686, -0.004440545570105314, 0.0946865975856781, 0.0264167208224535, 0.4196094572544098, -0.07652659714221954, 0.1635468304157257, -0.14992186427116394, -0.24544034898281097, -0.1174967885017395, 0.23614762723445892, -0.22930125892162323, -0.19584660232067108, -0.11255049705505371, 0.3004509508609772, 0.6381346583366394, 0.6857864856719971, 0.09990575164556503, -0.5488976240158081, -0.1900121569633484, 0.06221120432019234, -0.3225950598716736, 0.0444747693836689, -0.3042308986186981, 0.000036353088944451883, -0.18519647419452667, 0.04526028037071228, 0.5218572616577148, 0.3418251574039459, -0.18822230398654938, 0.17484596371650696, -0.03644184395670891, 0.2296595573425293, 0.02577454410493374, 0.1658841222524643, -0.3113473951816559, -0.40037035942077637, -0.10631357133388519, -0.3784085810184479, 0.1194014698266983, 0.2918251156806946, -0.3011573553085327, 0.3562513291835785, -0.5471835732460022, -0.05368855223059654, 0.041722457855939865, 0.1420464813709259, -0.1282670944929123, -0.4907148480415344, 0.1588950902223587, 0.3905639946460724, -0.19785550236701965, 0.09694887697696686, 0.008708298206329346, 0.015798581764101982, -0.031432200223207474, -0.1633135974407196, -0.24235770106315613, -0.3204379379749298, -0.3489324450492859, 0.9005150198936462, -0.26900824904441833, -0.1265520602464676, -0.45063185691833496, -0.11446032673120499, -0.046419527381658554, 0.4126840829849243, -0.11047372967004776, 0.6544532179832458, -0.3919408917427063, 0.13253124058246613, -0.3351649343967438, 0.36477360129356384, -0.05636509507894516, -0.30864113569259644, -0.21230314671993256, -0.36351630091667175 ]
I am writing this post as a follow up on a talk by the same name given at Re-work Deep Learning Summit, Singapore Sonam Srivastava https://towardsdatascience.com/deep-learning-in-finance-9e088cb17c03
Deep Learning in Finance
[ 0.10030931234359741, -0.192716583609581, -0.05057619884610176, 0.09490866959095001, 0.30803894996643066, -0.11754050105810165, -0.4558950662612915, 0.24365901947021484, -0.22196394205093384, 0.2960234582424164, -0.5286749005317688, 0.17834123969078064, 0.42939040064811707, -0.24503128230571747, 0.10761881619691849, 0.2455826997756958, 0.26942500472068787, -0.06592144817113876, 0.06335969269275665, -0.1133953183889389, -0.726905345916748, -0.24937032163143158, 1.060274362564087, 0.3197556734085083, -0.1194879412651062, 0.04004615172743797, 0.40992072224617004, 0.37538641691207886, -0.4605258107185364, -0.14363448321819305, 0.27062520384788513, 0.24900291860103607, 0.2793726921081543, 0.2037893384695053, -0.3321146070957184, -0.1844436377286911, -0.4789730906486511, -0.19286130368709564, -0.2094670534133911, -0.08501781523227692, 0.12674729526042938, 0.2775629460811615, -0.09931298345327377, 0.6768085360527039, -0.10991817712783813, -0.6443644165992737, -1.5766396522521973, 0.22942622005939484, -0.594968318939209, 0.27253979444503784, 0.035109519958496094, 0.45332831144332886, 0.4002743363380432, -0.3125082552433014, 0.1979530155658722, 0.733376145362854, -0.44230806827545166, -0.3389574885368347, -0.05585849657654762, -0.5129001140594482, 0.3346974551677704, 0.40968888998031616, -0.2684968113899231, 0.043439831584692, 0.2880652844905853, 0.048916012048721313, 0.1612236350774765, -0.072163887321949, -0.34819701313972473, -0.05267772823572159, -0.08029025793075562, 0.3934026062488556, -0.4280110001564026, 0.44297483563423157, -0.07942882925271988, -0.29382261633872986, 0.33023878931999207, 0.46884921193122864, 0.29028084874153137, -0.08962642401456833, 0.17542262375354767, -0.22892390191555023, 0.2054031640291214, -0.14781923592090607, 0.11534054577350616, 0.08115725219249725, -0.23395569622516632, -0.5975795388221741, -0.1047338917851448, -0.020338980481028557, -0.19572773575782776, -0.10721660405397415, -0.11137879639863968, 0.2841382920742035, 0.016237199306488037, -0.17587201297283173, 0.20385459065437317, 0.26562803983688354, -0.2071884721517563, 0.4707818627357483, -0.27905312180519104, -0.0025020826142281294, -0.11864367127418518, -0.08819187432527542, -0.2311629354953766, 0.5395046472549438, -0.18442600965499878, -0.233546182513237, -0.44225066900253296, 0.025969579815864563, -0.592055082321167, 0.1615484207868576, 0.09575119614601135, 0.005845710635185242, -0.31358250975608826, 0.3058897852897644, 0.13766059279441833, -0.18397338688373566, -0.7485671043395996, -0.41028717160224915, -0.4869936406612396, 0.7098390460014343, 0.10204940289258957, 0.18801701068878174, 0.3656162917613983, 0.20882758498191833, -0.2102082371711731, 0.4085557162761688, 0.10217170417308807, 0.588940441608429, 0.7083197832107544, 0.07952920347452164, -0.1778387427330017, -0.3273913562297821, -0.2887050211429596, -0.4180276691913605, 0.028194449841976166, -0.4509199261665344, 0.8109416961669922, 0.05281070992350578, -0.2377772480249405, -0.3189016282558441, -0.5510990619659424, -0.29699572920799255, 0.0017938466044142842, -0.2063874900341034, -0.12360525131225586, 0.1559380739927292, -0.49470388889312744, -0.20938558876514435, -0.09174171835184097, 0.10293549299240112, -0.8278927206993103, -0.08783532679080963, 0.1382218599319458, 0.51109778881073, 0.2670799195766449, -0.1660231649875641, 0.29794755578041077, 0.14181628823280334, -0.4262464940547943, 0.11953695863485336, -0.1215631440281868, -0.02436140738427639, 0.5738354325294495, 0.11590143293142319, 0.36033040285110474, -0.0012252602027729154, 0.023604482412338257, 0.4494374692440033, -0.5990269780158997, -0.009177529253065586, 0.4632638394832611, -0.3194534480571747, -0.02054934948682785, -0.21126072108745575, -0.2464296966791153, -0.2060960829257965, 0.05450711399316788, -0.1834203451871872, -0.4823307991027832, -0.05105646327137947, 0.38198405504226685, -0.08674583584070206, 0.14846281707286835, -0.12719659507274628, 0.41191256046295166, 0.1333296298980713, 0.2014312744140625, 0.2943055033683777, -0.5111178159713745, -0.29902970790863037, 0.4541701376438141, -0.5252386331558228, 0.22000552713871002, -0.09136281162500381, 0.1512419581413269, 0.8533089756965637, -0.03784856200218201, -0.02602774277329445, -0.2697145342826843, 0.029338229447603226, 0.17450062930583954, 0.09364134073257446, -0.18452781438827515, 0.04003032296895981, 0.20695602893829346, -0.06197058781981468, 0.37313055992126465, 0.00966352317482233, 0.48622557520866394, -0.11981654912233353, -0.02607041969895363, -0.6275648474693298, -0.1408328413963318, -0.09528479725122452, 0.08406481891870499, 0.362000435590744, 0.08336000144481659, 0.5467618703842163, 1.067210078239441, -0.14272889494895935, 0.15085938572883606, 0.41365331411361694, 0.15584810078144073, 0.5799740552902222, -0.3598879873752594, 0.11078103631734848, 0.44235506653785706, 0.17591582238674164, 0.03645185008645058, -0.5904713869094849, 0.2769124507904053, -0.5581576824188232, -0.018179085105657578, 0.13420544564723969, -0.6600014567375183, 0.2827700674533844, 0.3018017113208771, -0.0993100181221962, -0.10146030783653259, 0.16169410943984985, -0.6728355288505554, 0.44456401467323303, 0.17855802178382874, 0.05570404604077339, -0.6187002062797546, -0.3215217888355255, -0.26236778497695923, 0.061335403472185135, 0.4867906868457794, 0.1729520559310913, -0.1396702229976654, -0.054307591170072556, -0.33630096912384033, -0.06142624095082283, -0.48148301243782043, -0.3719654083251953, 0.3821702003479004, -0.21013019979000092, -0.39164185523986816, -0.0030376682989299297, -0.14876510202884674, 0.3377942442893982, 0.344199001789093, -0.2746274769306183, 0.11866473406553268, -0.5749024152755737, 0.6248644590377808, 0.05316291004419327, 0.31698232889175415, -0.0640302374958992, -0.3782580494880676, 0.18053081631660461, 0.004831681493669748, -0.7898648977279663, 0.0822967141866684, 0.1261511594057083, -0.41961076855659485, -0.17022791504859924, 0.3028795123100281, 0.30547043681144714, -0.0388798713684082, -0.1641564965248108, -0.20526987314224243, 0.028940321877598763, -0.39474669098854065, 0.1181807816028595, 0.018472585827112198, -0.10810510069131851, 0.1005946546792984, -0.06452792882919312, -0.07737241685390472, -0.12225741893053055, 0.24163679778575897, -0.0030870968475937843, -0.11724608391523361, -0.09230569750070572, -0.0014964437577873468, -0.1747036725282669, -0.3092291057109833, 0.43166816234588623, -0.13905440270900726, -0.15562836825847626, 0.147944375872612, -0.2796061336994171, -0.22771723568439484, 0.03477516025304794, -6.288025379180908, -0.04472266137599945, -0.7046209573745728, -0.2635420262813568, 0.059404388070106506, 0.06592869013547897, 0.03194542974233627, 0.03431104123592377, -0.07716324925422668, -0.39526045322418213, -0.4326750636100769, -0.38706323504447937, 0.22072501480579376, 0.023702524602413177, -0.12171242386102676, 0.9319629669189453, 0.30977460741996765, 0.26217028498649597, 0.37083134055137634, 0.7892050743103027, -0.29839542508125305, -0.11624354124069214, -0.29270753264427185, 0.3632698953151703, 0.6576095819473267, -0.10536373406648636, -0.7572175860404968, 0.57063889503479, -0.2261429727077484, -0.17972518503665924, 0.32624053955078125, -0.15620291233062744, -0.29784607887268066, -0.001465270179323852, -0.03337879478931427, 0.21623273193836212, -0.16854692995548248, 0.4015008807182312, 0.35049766302108765, -0.08290579915046692, -0.2518666088581085, 0.0817507952451706, -0.07173004746437073, -0.47846898436546326, 0.73171067237854, -0.3732554316520691, -0.07156394422054291, 0.11792736500501633, 0.010579302906990051, 0.33330705761909485, 0.05588369444012642, -0.18193404376506805, -0.007732577621936798, -0.14157438278198242, -0.047675494104623795, -0.6299753189086914, -0.09144838154315948, 0.17203369736671448, 0.08616488426923752, 0.3373638093471527, 0.11827380955219269, -0.1651567816734314, 0.019121918827295303, -0.8710846900939941, -0.35820019245147705, -0.08239839226007462, -0.25856801867485046, -0.6987944841384888, -0.15549081563949585, -0.10236652195453644, -0.7193364500999451, 0.46190395951271057, -0.15049085021018982, -0.6532678008079529, 0.13101419806480408, -0.7203291654586792, -0.4052116572856903, -0.05003386735916138, 0.24939167499542236, 0.2428945004940033, -0.2333214282989502, 0.09579881280660629, -0.19113191962242126, 0.3046697676181793, 0.25037622451782227, -0.44815659523010254, 0.020489796996116638, -0.47755372524261475, -0.18294858932495117, 0.30420252680778503, -0.05353638529777527, -0.22915156185626984, 0.16051527857780457, 0.20303072035312653, 0.3952264189720154, -0.25719135999679565, -0.307552307844162, 0.3952636420726776, 0.21901853382587433, -0.6108008027076721, 0.4841468334197998, -0.27967652678489685, -0.6821895241737366, -0.43238744139671326, -0.0771515890955925, 0.0035127780865877867, 0.42584729194641113, -0.06250647455453873, 0.5335424542427063, -0.21656911075115204, 0.5388633012771606, 0.26298001408576965, -0.7311660647392273, 0.11804850399494171, 0.43349671363830566, -0.06544477492570877, -0.4996008276939392, -0.45873257517814636, 0.4534722864627838, -0.21989475190639496, -0.41583743691444397, -0.45997756719589233, 0.39740899205207825, 0.5020170211791992, 0.4916154444217682, 0.03899063542485237, 0.014445479027926922, 0.020940957590937614, -0.0841417908668518, 0.13491925597190857, 0.709997296333313, 0.21651026606559753, 0.06950157880783081, 0.054745376110076904, 0.18183425068855286, -0.042639028280973434, 0.3371180295944214, 0.018649833276867867, 0.03099188394844532, -0.5460725426673889, 0.24981987476348877, 0.26377519965171814, 0.4172764718532562, -0.05776621028780937, 0.5713307857513428, -0.12777723371982574, -0.31975921988487244, 0.4426642060279846, 0.2051200270652771, 0.38265278935432434, 0.14283394813537598, -0.30149367451667786, 0.1276976466178894, -0.07954657822847366, 0.034693650901317596, 0.04072055220603943, 0.02868424542248249, 0.06615589559078217, 0.11098479479551315, -0.30408892035484314, 0.2249368578195572, -0.5800173878669739, -0.42336612939834595, 0.474547803401947, 0.042466726154088974, 0.2697453200817108, -0.4163884222507477, -0.09095532447099686, -0.13978825509548187, -0.04121328890323639, 0.55010986328125, -0.21102407574653625, -0.6281804442405701, -0.3864242732524872, -0.009439246729016304, -0.567534863948822, 0.27973976731300354, 0.07624583691358566, 0.089317187666893, 0.3903527855873108, -0.0887475311756134, -0.5086298584938049, -0.12722346186637878, 0.5376484394073486, 0.7967097759246826, 0.2797359824180603, -0.023972317576408386, -0.162367582321167, -0.06382633000612259, 0.04377209022641182, 0.41629692912101746, 0.09092658013105392, 0.3868844211101532, 0.49058303236961365, 0.59207683801651, -0.5250774025917053, 0.4649692475795746, 0.26057636737823486, -0.3400211036205292, 0.15353485941886902, -0.20435631275177002, 0.15534231066703796, 0.05934219807386398, 0.2538474500179291, 0.4075350761413574, 0.024871937930583954, 0.19537466764450073, 0.19907207787036896, 0.08162058144807816, 0.062151819467544556, -0.3873891532421112, -0.15664947032928467, 0.41016367077827454, -0.004709741100668907, 0.0327543206512928, 0.15117913484573364, -0.14956946671009064, -0.42447808384895325, -0.3294793665409088, 0.08856767416000366, 0.14691108465194702, 0.11396782100200653, -0.15224489569664001, -0.21811731159687042, -0.1518164724111557, 0.42530152201652527, 0.1310274600982666, 0.05816606059670448, 0.03442317247390747, 0.20890063047409058, -0.3386717140674591, -0.3748657703399658, 0.8668864965438843, 0.1601584106683731, 0.19042432308197021, 0.36593809723854065, 0.0996895432472229, 0.7543116807937622, -0.05135419964790344, -0.6932260394096375, -0.8450953364372253, -0.09547557681798935, -0.10773138701915741, -0.34426984190940857, -0.3298390209674835, 0.061824869364500046, -0.00652145454660058, 0.19736772775650024, -0.6820325255393982, -0.02340792678296566, 0.27728208899497986, -0.2768940031528473, -0.43279874324798584, -0.1968715935945511, 0.5355570316314697, -0.40985241532325745, -0.11606569588184357, -0.0345999114215374, -0.32707202434539795, -0.06787986308336258, 0.18608632683753967, -0.20094838738441467, -0.3281971216201782, 0.257529079914093, 0.030536659061908722, -0.05651314556598663, -0.38980916142463684, -0.6794009208679199, -0.15687920153141022, -0.18461649119853973, -0.7988815903663635, -0.39105626940727234, -0.18628595769405365, 0.06737703830003738, 0.11506868898868561, 0.18563900887966156, 0.010393945500254631, -0.45202282071113586, -0.5284273624420166, -0.24504804611206055, -0.274381548166275, 0.06548254936933517, 0.2861779034137726, -0.1598859578371048, -0.1479421705007553, -0.4207199215888977, -0.24807582795619965, 0.7571900486946106, -0.19646857678890228, 0.3723784387111664, -0.23689642548561096, 0.16891884803771973, -0.3653046488761902, 0.006199693772941828, -0.48942452669143677, 0.4210880696773529, 0.3298479914665222, -0.248396635055542, -0.27927258610725403, -0.31824129819869995, 0.20893992483615875, 0.5322899222373962, 0.8685049414634705, -0.21286100149154663, 0.19644062221050262, 0.47473767399787903, -0.42243728041648865, 0.33695879578590393, 0.2603754699230194, -0.16804155707359314, 0.2566305100917816, 0.21925367414951324, 0.11641955375671387, 0.48773831129074097, -0.26768192648887634, -0.26833367347717285, -0.1791452020406723, -0.012630408629775047, -0.29084864258766174, 0.3455156087875366, -0.19516193866729736, -0.33992061018943787, 0.48747289180755615, -0.46446093916893005, 0.20006242394447327, 0.3899620473384857, -0.11214123666286469, -0.0806654766201973, 0.2571622133255005, 0.7527544498443604, -0.29290643334388733, 0.23608237504959106, -0.2377970963716507, 0.513684868812561, 0.25512218475341797, -0.04290636628866196, 0.11057882010936737, -0.6085727214813232, 0.12533876299858093, 0.14233717322349548, 0.40901851654052734, 0.2571180462837219, 0.26892027258872986, 0.08177534490823746, -0.14037753641605377, 0.8751667737960815, 0.07668158411979675, 0.6735827326774597, -0.00021264651149976999, 0.19569380581378937, 0.21372710168361664, 0.17325153946876526, 0.13899360597133636, -0.9056513905525208, -0.3412134647369385, -0.12138937413692474, 0.05786024406552315, -0.07452491670846939, 0.15877315402030945, 0.2813560366630554, 0.7451750636100769, 0.2623721659183502, 0.747395932674408, 0.11673343181610107, 0.2842997610569, -0.01772603578865528, 0.3851749897003174, -0.06180689483880997, 0.48617762327194214, 0.5913956165313721, -0.10065431892871857, 0.09334836155176163, -0.4436376988887787, -0.1757034957408905, -0.044480741024017334, -0.3382481038570404, 0.012625920586287975, 0.01850132644176483, -0.17063450813293457, 0.7143474817276001, -0.451897531747818, -0.012567328289151192, -0.5698306560516357, -0.058852143585681915, -0.07722429186105728, 0.17725498974323273, 0.019573746249079704, 0.6311129331588745, -0.4917222261428833, 0.21400214731693268, 0.025689316913485527, -0.4637436270713806, 0.09824249893426895, 0.4680713713169098, -0.1592983603477478, -0.4524070918560028, 0.4764825105667114, 0.2318888008594513, 0.5823375582695007, 0.11904839426279068, 0.0474020317196846, -0.2570171356201172, 0.31317073106765747, 0.10859189927577972, -0.10501793771982193, -0.13660751283168793, -0.013136463239789009, 0.16695579886436462, -0.283848375082016, -0.13850700855255127, 0.07228058576583862, 0.3301822245121002, -0.05394715443253517, 0.4341527223587036, -0.07385911792516708, 0.6338717937469482, 0.17566202580928802, 0.25124913454055786, -0.47426503896713257, -0.24354872107505798, -0.3179642856121063, 0.019425511360168457, -0.14301897585391998, 0.30551785230636597, 0.14407354593276978, 0.32284095883369446, -0.51740562915802, 0.4385736584663391, -0.6045920848846436, 0.030809197574853897, -0.0539139024913311, -0.630717933177948, -0.2894291281700134, 0.48478659987449646, -0.3478577733039856, -0.1856050193309784, 0.4259585738182068, -0.08535812050104141, -0.44942477345466614, -0.33364224433898926, -0.5710849761962891, -0.04804620146751404, 0.034745629876852036, 0.41907021403312683, 0.009260390885174274, -0.03355613350868225, -0.2593691647052765, 0.0042532701045274734, -0.7170457243919373, 0.6152146458625793, -0.025019535794854164, -0.20987874269485474, 0.33133387565612793, -0.2317199409008026, 0.23588015139102936, 0.23855680227279663, 0.015314177609980106, -0.2401019036769867, 0.010188091546297073, -0.25744324922561646 ]
Use your webcam and Tensorflow.js to detect objects in real time. Mike Shi https://towardsdatascience.com/deep-learning-in-your-browser-a-brisk-guide-ca06c2198846
Deep learning in your browser: A brisk guide
[ -0.352913498878479, -0.11488602310419083, 0.3769737482070923, -0.10440164059400558, 0.02970324270427227, -0.47039756178855896, 0.090298593044281, -0.09133381396532059, -0.20291267335414886, -0.24125435948371887, -0.525958240032196, -0.1559523344039917, 0.27314749360084534, -0.41558676958084106, 0.030398858711123466, 0.6218571066856384, -0.08494427800178528, 0.2341446727514267, -0.3126506805419922, -0.2664739787578583, -0.13693498075008392, -0.5489090085029602, 0.442806214094162, 0.21175211668014526, 0.2135050743818283, 0.26527267694473267, 0.828791081905365, 0.1851455122232437, -0.5002498030662537, -0.11632616072893143, 0.011223193258047104, -0.0035161194391548634, 0.15736046433448792, -0.12575189769268036, 0.03470957651734352, 0.08759072422981262, -0.06954705715179443, -0.18712466955184937, -0.1829177439212799, -0.4269289970397949, -0.2878905236721039, 0.3958559036254883, 0.13613101840019226, 0.6414921879768372, 0.08496199548244476, -0.368853360414505, -1.6773673295974731, 0.05781906098127365, -0.011167622171342373, -0.3628328740596771, -0.6488995552062988, 0.4823857843875885, 0.4785609841346741, 0.14479514956474304, -0.43820253014564514, 0.1847568303346634, 0.05965267866849899, -0.23090432584285736, 0.16736847162246704, -0.17877261340618134, 0.03002195805311203, 0.4378312826156616, -0.28162145614624023, 0.19418174028396606, 0.34113016724586487, 0.3529776334762573, 0.09916376322507858, 0.22913837432861328, -0.3013937175273895, 0.13438758254051208, 0.2508980929851532, 0.41011789441108704, -0.3860436975955963, 0.32133498787879944, -0.12553322315216064, 0.3115836977958679, 0.35186541080474854, 0.2826021611690521, 0.13029178977012634, 0.04355766251683235, -0.2590906322002411, 0.07197456806898117, 0.3750525712966919, -0.03596578538417816, 0.09885643422603607, 0.07467010617256165, -0.07598964124917984, 0.18004614114761353, -0.3869420289993286, 0.13660110533237457, -0.05085087940096855, -0.7404821515083313, 0.56364905834198, 0.0791720598936081, 0.3667590320110321, 0.1646377593278885, 0.09544208645820618, -0.14647574722766876, 0.015257845632731915, 0.33811238408088684, -0.7156403064727783, -0.08433680236339569, 0.01031415443867445, 0.015099681913852692, -0.11386984586715698, 0.18532061576843262, -0.5104421377182007, -0.3591425120830536, -0.35916346311569214, 0.6975563764572144, -0.5612146258354187, 0.18494445085525513, -0.0320298969745636, -0.150198832154274, -0.11708785593509674, 0.30816423892974854, 0.19426585733890533, 0.11108899861574173, -0.3941381573677063, -0.11364720016717911, -0.08783666044473648, 0.9655267000198364, 0.2551817297935486, 0.04328940808773041, 0.4291704297065735, 0.13855749368667603, 0.08454278856515884, 0.46046292781829834, 0.061628248542547226, 0.618851363658905, 0.4931396245956421, -0.007990807294845581, 0.48097553849220276, 0.07489433884620667, -0.1918027549982071, -0.6183082461357117, 0.03622002527117729, -0.01418944913893938, -0.024473082274198532, 0.14299947023391724, 0.20856750011444092, -0.001204558415338397, -0.2552984356880188, -0.2987500727176666, 0.11399282515048981, -0.18213942646980286, -0.17247039079666138, 0.20403899252414703, -0.4445679187774658, 0.04950755089521408, -0.35314154624938965, 0.4824100434780121, -0.755876362323761, -0.35943078994750977, -0.515944242477417, -0.04742918163537979, 0.07462918758392334, -0.4652418792247772, 0.2816176116466522, 0.10267797857522964, -0.18158695101737976, 0.051325179636478424, -0.36790600419044495, -0.29274243116378784, 0.5898264646530151, 0.4475441575050354, 0.2859618365764618, 0.2538418769836426, 0.2255132645368576, 0.2716444730758667, -0.17928510904312134, 0.28615736961364746, 0.428555428981781, -0.2952817380428314, 0.17931371927261353, 0.04353523999452591, -0.18555821478366852, -0.11549191921949387, 0.1384407877922058, -0.030959581956267357, -0.47052833437919617, -0.2389921396970749, 0.23520755767822266, -0.07961530983448029, -0.07175490260124207, -0.04167221859097481, 0.5455536246299744, 0.3892519176006317, 0.043179675936698914, 0.035384006798267365, 0.015382103621959686, -0.29575619101524353, 0.4653891921043396, -0.674136757850647, 0.8485354781150818, 0.16124488413333893, -0.29003334045410156, 0.8892463445663452, 0.14906300604343414, 0.1054081842303276, 0.049506790935993195, -0.014355296269059181, 0.39626142382621765, 0.4212043285369873, 0.24013929069042206, 0.01829122193157673, 0.018743516877293587, 0.1961844265460968, -0.07186475396156311, 0.10880468785762787, -0.12918217480182648, -0.35303184390068054, 0.34688958525657654, -0.06361540406942368, 0.00235869362950325, 0.28897228837013245, 0.2924511730670929, 0.3167969882488251, 0.1327727735042572, 0.3745384216308594, 0.7845510244369507, -0.393317848443985, -0.546162486076355, 0.0696747824549675, 0.29492250084877014, 0.4567553997039795, 0.6191354393959045, 0.44340452551841736, 0.5796937346458435, 0.11399088054895401, -0.4521074593067169, -0.6089929938316345, 0.2603013515472412, -0.4288314878940582, -0.5364915728569031, -0.31239116191864014, -0.13595663011074066, -0.2872922420501709, 0.43854448199272156, -0.27370473742485046, -0.17907224595546722, 0.1525350958108902, -0.09764572232961655, 0.33774489164352417, 0.2563890218734741, -0.045360639691352844, -0.24758119881153107, 0.14849154651165009, 0.1368366777896881, -0.08823110908269882, 0.16404420137405396, 0.37093669176101685, -0.13282550871372223, -0.36542874574661255, 0.1747140884399414, 0.07732604444026947, -0.21328438818454742, -0.4337274432182312, 0.2519989311695099, 0.47430744767189026, 0.23621192574501038, 0.22604504227638245, 0.030468923971056938, 0.12415152043104172, 0.026703903451561928, -0.3567917048931122, 0.0978570505976677, -0.6662811636924744, 0.5639421939849854, 0.36414775252342224, 0.39686694741249084, 0.07228054106235504, -0.12286162376403809, 0.16759692132472992, 0.25339803099632263, -0.4665326476097107, 0.6695342659950256, 0.3079492151737213, -0.2963780462741852, -0.2854112684726715, -0.13276661932468414, 0.08552809059619904, 0.0491393581032753, 0.18046988546848297, -0.39550694823265076, -0.6602267622947693, 0.2716563045978546, -0.07776671648025513, -0.8479605913162231, 0.049959857016801834, -0.11634820699691772, 0.2524840831756592, -0.14306727051734924, -0.23244470357894897, -0.2731449007987976, 0.4933490753173828, -0.08868584781885147, -0.06931064277887344, -0.010347209870815277, -0.5047085881233215, -0.42921316623687744, 0.3178226947784424, 0.29679152369499207, -0.2017994374036789, 0.03504002094268799, -0.20886938273906708, -0.5811998248100281, -0.34700581431388855, -6.211706638336182, 0.43771669268608093, -0.6424207091331482, -0.19873277842998505, -0.2895762622356415, 0.05969757214188576, 0.14842018485069275, -0.16591134667396545, 0.28730976581573486, 0.02798054739832878, -0.5684829354286194, -0.42104753851890564, -0.13413962721824646, 0.15121357142925262, -0.29223620891571045, 0.4441698491573334, 0.34110212326049805, 0.03103085421025753, -0.0564095601439476, 0.286080002784729, -0.30713149905204773, 0.10395912081003189, -0.08662033826112747, 0.35392889380455017, 0.6259198784828186, -0.013021035119891167, -0.65766841173172, 0.33276188373565674, -0.1195472851395607, -0.1267794519662857, 0.659255862236023, -0.08069215714931488, -1.0167862176895142, 0.4302346408367157, 0.03953365609049797, 0.2395123392343521, 0.22198694944381714, 0.050163768231868744, 0.42408478260040283, -0.4486936628818512, 0.19127993285655975, 0.5963339805603027, -0.2522504925727844, -0.29442933201789856, 0.614853024482727, -0.3557513356208801, -0.3149697482585907, 0.004092728719115257, -0.1417136788368225, -0.18547095358371735, -0.3027991056442261, 0.19655394554138184, -0.11436178535223007, 0.21986356377601624, -0.2969571650028229, -0.6022352576255798, 0.0836964100599289, 0.3286561369895935, 0.02689516730606556, 0.24315199255943298, 0.032885342836380005, -0.11956464499235153, -0.5267714262008667, -0.7315537929534912, -0.2951756715774536, -0.132430762052536, -0.3432621657848358, -0.7865790128707886, -0.10110118985176086, 0.06394824385643005, -1.2596336603164673, 0.2280677855014801, 0.10799144208431244, -0.7636053562164307, 0.934707760810852, -0.3004375696182251, -0.6801940202713013, -0.17543207108974457, 0.23526190221309662, 0.05498606711626053, -0.40818849205970764, -0.5721461772918701, -0.23719999194145203, 0.5511464476585388, -0.011904094368219376, -0.40761321783065796, 0.36959168314933777, 0.06582799553871155, 0.16882461309432983, 0.28033366799354553, 0.8190246820449829, 0.06969667971134186, 0.22374355792999268, -0.049700912088155746, 0.29657241702079773, -0.16054914891719818, -0.00029117896337993443, -0.26768073439598083, 0.4519270956516266, -0.4087340533733368, 0.7985473275184631, -0.27652114629745483, -0.5784121751785278, -0.3156883418560028, 0.04606315866112709, 0.5836328864097595, 0.16941030323505402, -0.30026060342788696, 0.933716356754303, -0.03290332853794098, -0.5442333221435547, -0.05231913551688194, -0.8325058221817017, 0.4131845235824585, 0.3678785562515259, -0.27837860584259033, -0.2017728090286255, -0.08390211313962936, 0.13559243083000183, 0.35400012135505676, -0.3245992064476013, -0.2616833448410034, -0.12364037334918976, 0.13678838312625885, 0.16383352875709534, -0.16194869577884674, 0.024916891008615494, 0.0062468708492815495, 0.1796668916940689, 0.00896414089947939, 0.6022654175758362, 0.16386564075946808, -0.1706317514181137, 0.31902018189430237, 0.46786466240882874, 0.19017240405082703, 0.4357145428657532, 0.033293284475803375, 0.21012523770332336, -0.655224084854126, 0.15373796224594116, -0.05655759200453758, 0.09384781122207642, 0.013763177208602428, 0.4222337603569031, 0.2213224172592163, 0.19407029449939728, 0.30542197823524475, -0.479199081659317, 0.13572989404201508, 0.03357430547475815, -0.3659326732158661, -0.2421507090330124, -0.04689909517765045, 0.3040408194065094, 0.20383164286613464, 0.4824598431587219, 0.17625528573989868, 0.3954511880874634, -0.37311139702796936, 0.17200887203216553, -0.2668918967247009, -0.7717018723487854, 0.24426265060901642, -0.03733549639582634, -0.14713864028453827, -0.7134886980056763, 0.004817180335521698, 0.3165415823459625, -0.005499681923538446, 0.16835105419158936, -0.37217387557029724, -0.38932156562805176, -0.008133156225085258, -0.22795340418815613, -0.3487141728401184, -0.2645227313041687, 0.11932907998561859, -0.451926589012146, 0.2458934634923935, -0.024032872170209885, -0.4592023193836212, -0.033898092806339264, 0.6834453344345093, 0.44586849212646484, -0.28506773710250854, 0.20461063086986542, 0.053602319210767746, 0.1307908445596695, -0.6080306768417358, 0.7043184638023376, 0.4049883484840393, 0.05850311368703842, 0.15519115328788757, 0.2960216701030731, -0.5164750218391418, 0.519530713558197, 0.1286287158727646, -0.27451950311660767, -0.3333759903907776, -0.07728072255849838, -0.08865131437778473, -0.30934572219848633, 0.7352321147918701, -0.2740323841571808, -0.009579088538885117, 0.3479522466659546, 0.1981472223997116, -0.18525126576423645, -0.17288373410701752, -0.7369104623794556, -0.8418557047843933, 0.3364235460758209, 0.035252735018730164, 0.1411239206790924, 0.4071066677570343, -0.4296168088912964, -0.3180180788040161, -0.17082121968269348, 0.4230584502220154, -0.31103935837745667, -0.28648003935813904, -0.0016816387651488185, -0.14270253479480743, 0.03866088017821312, 0.2780304551124573, 0.4895153343677521, -0.1522257775068283, -0.10368084162473679, -0.09970039129257202, 0.16035255789756775, -0.21893590688705444, 0.5042840242385864, 0.2429315745830536, -0.5190433263778687, 0.3945593237876892, -0.6989827752113342, 0.3634582757949829, 0.3469519317150116, -0.17965301871299744, -0.4513712525367737, 0.0602196641266346, -0.3954417109489441, -0.18675120174884796, 0.4152999520301819, 0.6153241991996765, -0.4670686423778534, -0.02242652140557766, -0.6646999716758728, 0.015995025634765625, 0.36089426279067993, -0.272858202457428, -0.09596187621355057, -0.5458443760871887, 0.6472839117050171, 0.10323475301265717, 0.02050809934735298, 0.3830932378768921, -0.39922335743904114, 0.1219412311911583, -0.02718578837811947, 0.05482405051589012, -0.2664949595928192, 0.5712888836860657, -0.7444707751274109, -0.049545593559741974, -0.1746882051229477, -0.8278517723083496, 0.13711442053318024, -0.09781550616025925, -0.5134071707725525, -0.14679054915905, 0.028592266142368317, 0.2799353301525116, -0.23660461604595184, -0.006186084356158972, -0.2725011706352234, 0.20195916295051575, -0.6465514898300171, 0.006957542151212692, -0.49517279863357544, -0.24106615781784058, -0.2216472327709198, -0.40021103620529175, -0.37928876280784607, -0.020667918026447296, -0.02070152387022972, 0.500863790512085, -0.28408634662628174, 0.48177266120910645, -0.5534823536872864, 0.4256971478462219, -0.3167688846588135, -0.09804563224315643, -0.2837137281894684, 0.19113841652870178, 0.2327990084886551, 0.06082999333739281, -0.32611918449401855, -0.07405675202608109, 0.09865445643663406, 0.6676747798919678, 0.7725761532783508, -0.28366324305534363, 0.1943509429693222, 0.37025946378707886, 0.026970434933900833, -0.23361168801784515, 0.26912111043930054, -0.2538048326969147, -0.29199543595314026, 0.11762944608926773, 0.3998594582080841, 0.9125266671180725, -0.08911660313606262, 0.25164851546287537, 0.04204520955681801, 0.46349573135375977, -0.051064420491456985, 0.529658317565918, 0.16510961949825287, -0.4621005952358246, 0.49957475066185, -0.42071545124053955, -0.45115789771080017, 0.297995388507843, -0.04189673811197281, 0.08855924010276794, -0.18015365302562714, 0.6946024298667908, -0.17988696694374084, 0.22857016324996948, -0.001490362803451717, 0.08663259446620941, 0.20358175039291382, 0.02427247166633606, 0.43326789140701294, 0.14884324371814728, -0.07513347268104553, -0.16992022097110748, 0.1417594701051712, 0.37951624393463135, -0.2109908014535904, -0.22354687750339508, -0.20522581040859222, 0.048673711717128754, 0.19130639731884003, 0.5878167152404785, 0.015667973086237907, 0.2878355383872986, 0.09747815132141113, 0.38237443566322327, -0.07396996021270752, -0.18471330404281616, -0.407486230134964, -0.38160306215286255, 0.6051511168479919, -0.10102436691522598, -0.4557005763053894, 0.5713643431663513, 0.38586634397506714, 0.3675420582294464, 0.4685748815536499, -0.042619407176971436, -0.20045506954193115, -0.01180303655564785, 0.3128458857536316, 0.007768244948238134, 0.3947208523750305, 0.5687153339385986, -0.39791977405548096, 0.25271815061569214, -0.12468837201595306, -0.04674890637397766, -0.025019727647304535, 0.09910767525434494, -0.2817358076572418, 0.13489899039268494, -0.21932323276996613, 0.9253965020179749, 0.058683644980192184, 0.5630435943603516, -0.6611537337303162, -0.22970423102378845, -0.049087006598711014, 0.25160083174705505, 0.023189136758446693, 0.25489625334739685, -0.1555912345647812, -0.11105927079916, -0.2534250319004059, -0.4532995820045471, 0.10136045515537262, 0.19995619356632233, 0.01162455603480339, -0.28325700759887695, 0.08119955658912659, 0.39340776205062866, 0.6143574714660645, 0.13626590371131897, -0.12595754861831665, -0.33536186814308167, -0.05295714735984802, 0.005534993018954992, -0.3379422128200531, -0.1523844599723816, -0.41868487000465393, 0.1368006467819214, -0.16892759501934052, -0.1694909930229187, -0.034379854798316956, 0.29082661867141724, -0.21739867329597473, -0.17262262105941772, 0.01612219400703907, 0.5036035180091858, 0.26706141233444214, -0.14300459623336792, -0.3524632155895233, -0.11491954326629639, -0.01071976963430643, -0.3699266314506531, 0.10106920450925827, 0.3616655170917511, 0.08228009939193726, -0.05316150560975075, -0.2846142649650574, -0.11794587224721909, -0.44982966780662537, -0.08290325850248337, -0.2252330183982849, -0.7058134078979492, -0.363953560590744, 0.4409780502319336, -0.41807425022125244, -0.2886626720428467, -0.19667260348796844, 0.005668425466865301, 0.34590205550193787, -0.3689875602722168, -0.07047891616821289, -0.5780568718910217, -0.36285901069641113, 0.51695317029953, -0.053919900208711624, -0.08587703108787537, -0.2891938388347626, 0.15478911995887756, -0.2503940761089325, 0.4659017324447632, -0.10621261596679688, -0.20339679718017578, 0.18205472826957703, -0.060501255095005035, 0.24894283711910248, 0.33712008595466614, -0.09463468194007874, -0.4543047547340393, -0.13957637548446655, -0.31296005845069885 ]
Before telling you the answer to this question let me start with a short introduction about Deep Learning. Rajat https://towardsdatascience.com/deep-learning-made-easy-with-deep-learning-studio-complete-guide-a5c5ae58a771
Deep Learning made easy with Deep Learning StudioComplete Guide
[ 0.3021911382675171, -0.0974874198436737, -0.15764178335666656, -0.020254943519830704, 0.10478414595127106, -0.30090874433517456, 0.03697174787521362, -0.012037067674100399, -0.03229961544275284, 0.21216903626918793, -0.4997878670692444, 0.41683927178382874, 0.27207323908805847, -0.3247179090976715, -0.17953774333000183, 0.31201550364494324, 0.43138062953948975, -0.27211901545524597, -0.40330633521080017, -0.24797971546649933, -0.14434292912483215, -0.43332603573799133, 0.5478025078773499, -0.07529515773057938, -0.08060946315526962, 0.09040182828903198, 0.6389628648757935, -0.26679351925849915, -0.6596601605415344, -0.22770249843597412, 0.02970900945365429, -0.0775773748755455, 0.346129447221756, -0.2674793601036072, -0.5114426016807556, -0.12187198549509048, -0.14034993946552277, -0.372329443693161, -0.362830251455307, -0.5038148164749146, -0.08567722886800766, -0.02070680260658264, -0.08128326386213303, 0.36141350865364075, -0.05913197621703148, -0.15126341581344604, -1.3322722911834717, 0.07561961561441422, -0.5128647685050964, -0.010174541734158993, 0.07228557765483856, 0.42524829506874084, 0.3661162257194519, 0.21876417100429535, -0.20170210301876068, 0.2315218150615692, 0.17412564158439636, -0.30204489827156067, -0.024776587262749672, -0.10107062011957169, 0.11567563563585281, 0.6885421872138977, -0.20333489775657654, -0.0642511174082756, 0.23902150988578796, 0.30880844593048096, 0.10278574377298355, 0.18475180864334106, -0.1764080822467804, 0.39844369888305664, -0.16165763139724731, 0.04874272644519806, -0.3641173839569092, 0.38093075156211853, -0.2113465666770935, -0.21246874332427979, 0.5415940284729004, 0.19289055466651917, 0.1617928445339203, -0.35591500997543335, -0.2541711628437042, -0.03775530681014061, 0.1533903032541275, -0.06049957871437073, 0.05967026948928833, 0.12536212801933289, 0.15716546773910522, -0.3713546693325043, -0.44407546520233154, -0.12738646566867828, -0.5468292236328125, -0.4914497137069702, -0.13077084720134735, -0.10665842145681381, 0.6179471611976624, 0.2207595258951187, 0.3993653953075409, -0.1453530490398407, -0.09334965795278549, 0.49172836542129517, -0.44825279712677, 0.2557961344718933, 0.25258558988571167, -0.07532509416341782, -0.3184288442134857, 0.32587340474128723, -0.10861954838037491, -0.2959287464618683, -0.6294207572937012, 0.8721811771392822, -0.22319187223911285, 0.4139132499694824, -0.08265441656112671, -0.038739800453186035, -0.34158855676651, 0.3519012928009033, -0.10172224044799805, 0.4106330871582031, -0.3993792235851288, 0.09033168107271194, -0.6393830180168152, 0.9180790185928345, 0.20651428401470184, 0.2511156499385834, 0.2701016962528229, 0.36429116129875183, -0.08226126432418823, 0.4525497555732727, 0.029875608161091805, 0.4846404492855072, 0.46186137199401855, 0.11002684384584427, 0.05215923488140106, -0.04090674966573715, -0.26345378160476685, -0.11786467581987381, 0.2941540479660034, -0.24523863196372986, 0.0681537464261055, -0.14452554285526276, -0.29511716961860657, 0.14164717495441437, -0.16769768297672272, 0.04095244035124779, -0.08285938203334808, 0.1528909057378769, 0.03942319378256798, 0.5754022002220154, -0.6599327325820923, -0.09543542563915253, -0.09818083792924881, 0.1034310832619667, -0.41200926899909973, -0.5884746313095093, -0.04381492733955383, 0.8670278191566467, -0.7045155167579651, -0.21424290537834167, 0.02752009965479374, 0.11824706196784973, -0.10907136648893356, -0.06355860084295273, 0.17070429027080536, -0.20208069682121277, 0.5084632039070129, -0.027714451774954796, 0.293471097946167, 0.1191706508398056, 0.15842986106872559, 0.057442910969257355, -0.11169544607400894, -0.2160334587097168, 0.23241059482097626, -0.6530141234397888, -0.29016855359077454, -0.015823794528841972, 0.003998229745775461, 0.3231810927391052, 0.032643094658851624, -0.03618551790714264, -0.7505804896354675, -0.12206171452999115, 0.011815112084150314, -0.1604805588722229, 0.06715766340494156, -0.34562772512435913, 0.6305713057518005, 0.1258212924003601, 0.09646959602832794, 0.21854554116725922, -0.15733495354652405, 0.21139074862003326, 0.3459201455116272, -0.6588718891143799, 0.8256747722625732, 0.23602892458438873, -0.26533421874046326, 0.9766431450843811, 0.4945533275604248, 0.4094125032424927, -0.12906469404697418, 0.0992128849029541, 0.32612210512161255, -0.3908301591873169, 0.38632357120513916, 0.22814910113811493, -0.11694452166557312, 0.07383706420660019, 0.5495501160621643, 0.17773737013339996, 0.13775713741779327, 0.1447291374206543, 0.6202062368392944, -0.23045124113559723, -0.3575992286205292, 0.2589549720287323, 0.05391477048397064, 0.13446803390979767, 0.5987341403961182, 0.3657640516757965, 0.49796566367149353, -0.22766272723674774, 0.001907623023726046, 0.4587567150592804, -0.059007272124290466, 0.7702838778495789, 0.19350314140319824, 0.12488088011741638, 0.6636759638786316, 0.09902414679527283, -0.40618136525154114, -0.3557729721069336, 0.16094335913658142, -0.13911953568458557, -0.13170883059501648, 0.06657429039478302, -0.24367760121822357, -0.10681268572807312, 0.1699041873216629, -0.006079281680285931, -0.04019233584403992, 0.0788540318608284, 0.03136052191257477, 0.2827707827091217, -0.016477525234222412, 0.09813890606164932, -0.6419626474380493, 0.031095096841454506, 0.09311658143997192, 0.1796981394290924, 0.4637434780597687, 0.10688536614179611, 0.07846833765506744, -0.5991293787956238, -0.48618391156196594, 0.4306349456310272, -0.7445617318153381, -0.6370317935943604, 0.056412793695926666, 0.49217110872268677, -0.4360562562942505, 0.42821088433265686, -0.1503322273492813, 0.38808515667915344, 0.11365929245948792, -0.7566439509391785, -0.1310674399137497, -0.16681264340877533, 0.18460431694984436, 0.4182197153568268, -0.19436940550804138, -0.1278877705335617, -0.15097194910049438, 0.20915299654006958, 0.4146343767642975, -0.2897367477416992, 0.1602640450000763, 0.18033289909362793, -0.23697270452976227, -0.40106192231178284, 0.2858220934867859, 0.3325144350528717, 0.01589834690093994, -0.27421942353248596, -0.17321090400218964, -0.16317887604236603, -0.3849444091320038, -0.19728271663188934, -0.32552817463874817, -0.008588509634137154, 0.059894345700740814, 0.39800480008125305, -0.26090800762176514, -0.6190914511680603, 0.1472238004207611, -0.2229020744562149, -0.19673983752727509, -0.15606646239757538, -0.28433892130851746, -0.09097371250391006, -0.4907992482185364, 0.590299129486084, -0.12441520392894745, -0.127350851893425, 0.0700758844614029, -0.15005818009376526, -0.22944766283035278, -0.19900216162204742, -6.318009853363037, -0.13195033371448517, -0.4245756268501282, -0.06819804012775421, -0.0938013568520546, -0.21150711178779602, -0.11410396546125412, -0.09189914911985397, 0.035684797912836075, 0.2159222513437271, -0.4589223861694336, -0.1258603185415268, -0.01801636815071106, 0.5144150853157043, -0.14272990822792053, 0.315697580575943, 0.6143972873687744, 0.35690802335739136, 0.0059013692662119865, 0.7224593758583069, 0.02633076161146164, 0.3374130427837372, -0.13437913358211517, 0.1750086396932602, 0.27058130502700806, -0.0737617164850235, -0.20441193878650665, 0.7888420820236206, -0.3002529740333557, -0.2389684021472931, 0.5432789921760559, -0.13085559010505676, -0.6982280015945435, 0.32066404819488525, -0.40244463086128235, 0.604171633720398, 0.2718302309513092, 0.23607152700424194, 0.2912200093269348, -0.36241304874420166, 0.032160643488168716, -0.05716444551944733, 0.1544930636882782, -0.8217747807502747, 0.41700300574302673, -0.1420644372701645, -0.3168931007385254, -0.05093918368220329, -0.06346770375967026, 0.03861508518457413, -0.07324425876140594, -0.024410592392086983, 0.5514264702796936, 0.499671071767807, 0.1510443389415741, -0.7953791618347168, 0.39283841848373413, 0.1373741775751114, 0.10806915163993835, 0.47042062878608704, 0.1730061024427414, -0.0604546032845974, -0.5973586440086365, -1.369507074356079, 0.12466265261173248, -0.1104218065738678, -0.16368308663368225, -0.6782923340797424, -0.022873489186167717, 0.20050543546676636, -0.9859379529953003, 0.10181398689746857, 0.0017356276512145996, -0.39144691824913025, 0.2736514210700989, -0.33170199394226074, -0.31329646706581116, -0.31961143016815186, 0.22873419523239136, 0.32674407958984375, -0.1195131167769432, -0.4231787323951721, -0.14763809740543365, 0.27179089188575745, 0.022888686507940292, -0.129024937748909, 0.025417352095246315, -0.0030632102862000465, -0.11007039248943329, 0.2773159444332123, 0.6570467948913574, -0.06732326000928879, -0.12093682587146759, 0.23685529828071594, 0.5085574388504028, -0.07085654884576797, -0.051012057811021805, 0.09899343550205231, 0.3064876198768616, -0.645340621471405, 0.564193069934845, -0.4987790584564209, -0.4536772072315216, -0.11861513555049896, -0.24128304421901703, -0.22448775172233582, -0.2641562521457672, -0.5065882802009583, 0.5855898261070251, -0.20735718309879303, 0.10332963615655899, -0.11776380985975266, -0.7428023219108582, 0.4408249855041504, 0.46200889348983765, 0.07922077178955078, -0.12366722524166107, 0.051627788692712784, 0.30205443501472473, 0.1837874799966812, -0.24319487810134888, -0.17626799643039703, -0.006101284176111221, 0.07012856751680374, -0.03275066241621971, -0.02128351293504238, 0.17194655537605286, 0.037719327956438065, 0.20409469306468964, 0.18013140559196472, 0.4236971139907837, -0.22989696264266968, 0.2143489271402359, 0.4599419832229614, 0.09142445772886276, -0.1203635036945343, 0.17399397492408752, 0.23445424437522888, 0.06292105466127396, -0.6288984417915344, 0.052636533975601196, -0.2091161012649536, 0.1996164321899414, -0.07661182433366776, 0.7195662260055542, -0.0322849303483963, 0.1118014007806778, 0.010461347177624702, -0.09464855492115021, 0.014582420699298382, 0.31324073672294617, -0.31195369362831116, 0.22156184911727905, 0.10563893616199493, 0.11216653138399124, -0.2446012943983078, 0.010789421387016773, 0.021143298596143723, 0.3431037962436676, -0.3063294291496277, 0.07906268537044525, -0.562991201877594, -0.4022095799446106, 0.5135966539382935, 0.22059248387813568, 0.24008415639400482, -0.5424933433532715, -0.2870623767375946, 0.3226638734340668, 0.05421234294772148, 0.37016814947128296, -0.16290493309497833, -0.4436633586883545, -0.2862178385257721, 0.37660327553749084, -0.3107324540615082, 0.30399253964424133, 0.05073562264442444, -0.10031940042972565, 0.20236645638942719, -0.06416428834199905, -0.7936941385269165, 0.23219479620456696, 0.4933423101902008, 0.4574688673019409, -0.26110029220581055, -0.1223396435379982, 0.30934205651283264, 0.14047816395759583, -0.2886146605014801, 0.4537884593009949, 0.2937457859516144, 0.4557128846645355, -0.059525758028030396, 0.14076979458332062, -0.6897969841957092, 0.6402905583381653, 0.45043817162513733, 0.022120214998722076, -0.3372191786766052, 0.08682087808847427, -0.14884352684020996, 0.05976948142051697, 0.12570346891880035, 0.6915159821510315, -0.4053848683834076, 0.3804527223110199, 0.3363793194293976, -0.4392273724079132, 0.22109825909137726, -0.5473753809928894, -0.7005524039268494, 0.2573912739753723, -0.3627508282661438, 0.25091683864593506, 0.07130449265241623, -0.0917450562119484, -0.44082877039909363, -0.16507062315940857, 0.24122118949890137, -0.1859854906797409, -0.1763879954814911, -0.2972877323627472, -0.14860549569129944, -0.057663097977638245, -0.15475325286388397, 0.42207643389701843, -0.33192867040634155, -0.07333613187074661, 0.00023312641133088619, 0.12505032122135162, -0.0990314707159996, 0.3578822612762451, 0.048275019973516464, -0.19337953627109528, -0.003373065497726202, 0.08212192356586456, 0.8777716755867004, -0.2319643646478653, -0.9199331402778625, -0.10276264697313309, -0.05880023539066315, 0.21564526855945587, -0.028723007068037987, -0.10810178518295288, 0.19265101850032806, -0.4162362217903137, 0.02182399109005928, -0.683103084564209, 0.34123846888542175, 0.27467676997184753, 0.046310268342494965, -0.515840470790863, -0.099680595099926, 1.0618783235549927, -0.46868494153022766, 0.12084835022687912, -0.04140351340174675, -0.06479494273662567, 0.46006688475608826, 0.1060187891125679, 0.09366908669471741, 0.0035792191047221422, 0.35383495688438416, -0.24837292730808258, -0.14460375905036926, -0.09332183748483658, -0.6963338851928711, 0.30452531576156616, -0.4997730851173401, -0.4055975675582886, -0.3967011272907257, -0.35441526770591736, 0.5689399838447571, -0.09116390347480774, -0.15530246496200562, 0.05299590155482292, -0.08048107475042343, -0.32982826232910156, -0.6234492659568787, -0.12684230506420135, 0.3655976951122284, -0.06507944315671921, -0.2624158263206482, -0.31873369216918945, -0.09023953229188919, -0.3239329159259796, 0.01805640012025833, -0.25235480070114136, 0.14885900914669037, -0.3646504282951355, 0.18690600991249084, -0.3643926978111267, 0.09484587609767914, -0.2943548560142517, 0.11469906568527222, -0.019854210317134857, 0.11179432272911072, 0.08381375670433044, -0.15672382712364197, 0.5683472156524658, 0.20490677654743195, 0.496306836605072, 0.0201918575912714, 0.08528704941272736, 0.8535146713256836, 0.11277193576097488, 0.07266851514577866, 0.10847543925046921, -0.059000588953495026, 0.4816100001335144, 0.03776281699538231, 0.2582826018333435, 0.7823676466941833, -0.29675576090812683, -0.4555027484893799, 0.24504190683364868, 0.11401860415935516, 0.15982069075107574, 0.266084223985672, 0.254227876663208, -0.49815720319747925, 0.642322301864624, -0.2090442180633545, -0.0002055356599157676, 0.5166138410568237, -0.2812769114971161, -0.543367862701416, 0.32549381256103516, 0.2758849263191223, 0.45477384328842163, 0.18834349513053894, -0.33174678683280945, 0.13939182460308075, 0.14371512830257416, -0.21861664950847626, 0.11611883342266083, 0.23834359645843506, 0.4687631130218506, -0.37760207056999207, 0.0019990168511867523, -0.013437053188681602, -0.14507579803466797, 0.20848283171653748, -0.23660708963871002, 0.38913658261299133, 0.20810021460056305, 0.256063312292099, -0.5364007949829102, 0.3226672410964966, -0.12387996166944504, 0.2166692465543747, 0.35969918966293335, -0.044965870678424835, -0.2104933261871338, -0.31102466583251953, 0.543793261051178, 0.1224110797047615, -0.10539132356643677, 0.36525192856788635, 0.7229524254798889, 0.14439837634563446, 0.18122699856758118, -0.08857657015323639, 0.2641337215900421, -0.30806857347488403, 0.08655744791030884, 0.017933012917637825, 0.209443137049675, 0.5235369205474854, -0.2346448004245758, -0.10128442943096161, -0.4155063033103943, -0.5678525567054749, -0.19243411719799042, -0.3833111822605133, 0.011683369055390358, -0.02341492474079132, 0.15000508725643158, 0.6867341995239258, 0.05256611108779907, 0.07281889021396637, -0.386431485414505, 0.05425574257969856, -0.15522922575473785, -0.011053640395402908, -0.28114601969718933, 0.728948175907135, -0.1635022908449173, -0.036304596811532974, -0.39338043332099915, -0.5983466506004333, -0.27491843700408936, 0.4961886405944824, -0.3909015357494354, -0.1054893359541893, 0.028759388253092766, -0.12036508321762085, 0.4186442494392395, 0.0223508570343256, 0.050546858459711075, -0.12467578053474426, -0.1100490391254425, -0.11303429305553436, 0.14591597020626068, 0.17950469255447388, -0.8342128396034241, 0.11177613586187363, -0.028683118522167206, -0.021940724924206734, -0.3486038148403168, 0.2555970251560211, -0.4136013984680176, -0.023243365809321404, -0.18734697997570038, 0.3486277163028717, 0.23130924999713898, -0.09386912733316422, 0.06998076289892197, -0.22304025292396545, 0.44035810232162476, 0.2412528544664383, -0.027918359264731407, 0.39818882942199707, 0.07458484172821045, -0.03744808956980705, -0.37211114168167114, -0.009166087955236435, -0.426188588142395, 0.14056433737277985, -0.009430287405848503, -0.9089691638946533, -0.11494002491235733, 0.45905908942222595, -0.6500347852706909, -0.40657252073287964, 0.09533488750457764, -0.024553433060646057, 0.024281490594148636, -0.3108986020088196, -0.5087361335754395, -0.3475019037723541, 0.06592963635921478, 0.819664716720581, -0.7945114970207214, 0.12921029329299927, -0.16803312301635742, 0.32290539145469666, -0.2776854336261749, 0.472619891166687, 0.11902385950088501, 0.12090777605772018, -0.1637323647737503, 0.03772660344839096, -0.1754179298877716, 0.30952587723731995, -0.2903388440608978, -0.4282434284687042, -0.33977046608924866, -0.0020500514656305313 ]
Corporate intelligence is hard, and NAICS codes are terrible. Some companies buy lists of Daniel Shapiro, PhD https://towardsdatascience.com/deep-learning-magic-small-business-type-8ac484d8c3bf
Deep Learning Magic: Small Business Type
[ 0.01070539839565754, -0.013389457017183304, -0.04343109950423241, 0.11601132154464722, 0.24062490463256836, -0.0985683724284172, -0.09080103784799576, 0.01590096391737461, -0.019714409485459328, 0.3272942304611206, -0.40385380387306213, 0.10237674415111542, -0.07308554649353027, 0.005950943101197481, -0.12111613154411316, 0.2671521008014679, 0.35424843430519104, -0.08719047158956528, 0.09341014176607132, -0.3278979957103729, -0.45445516705513, -0.40044689178466797, 0.7536596059799194, 0.18898242712020874, 0.13758963346481323, 0.15527062118053436, 0.05011928826570511, -0.05663113296031952, -0.5943546295166016, 0.19413718581199646, -0.13206085562705994, 0.4098226726055145, 0.3047946095466614, 0.17677122354507446, -0.21296706795692444, -0.018603570759296417, -0.26191243529319763, -0.21235252916812897, -0.1918276995420456, -0.30287042260169983, 0.011331100948154926, 0.1189202070236206, -0.08700518310070038, 0.2700279951095581, -0.5051009058952332, -0.5949575304985046, -1.4714430570602417, 0.3112698793411255, -0.41950276494026184, -0.16885414719581604, -0.37493908405303955, 0.5322969555854797, 0.4146402180194855, 0.04089268296957016, -0.5187622904777527, 0.25593268871307373, 0.23664920032024384, 0.03226033225655556, 0.019610602408647537, -0.586434543132782, 0.20080934464931488, 0.2601405680179596, -0.04881148412823677, 0.15209679305553436, 0.5007022023200989, 0.08053219318389893, 0.1607961505651474, 0.16447965800762177, -0.8292968273162842, 0.15364082157611847, 0.05411309376358986, 0.10180855542421341, -0.23364926874637604, 0.007803141139447689, -0.5303333401679993, -0.2675376534461975, 0.38914376497268677, 0.34650176763534546, 0.11939331889152527, 0.10394387692213058, -0.05527741461992264, -0.014493071474134922, 0.29655367136001587, 0.19794633984565735, 0.15064266324043274, -0.15007859468460083, -0.3308146297931671, 0.05967475846409798, -0.5327498316764832, -0.18776406347751617, -0.2461150884628296, -0.34063318371772766, 0.44731375575065613, -0.11514338105916977, -0.1718916893005371, 0.23582950234413147, 0.26611608266830444, 0.08791975677013397, -0.21977639198303223, 0.3105261027812958, -0.6187466382980347, -0.08601358532905579, -0.06836261600255966, -0.11610382050275803, -0.42326340079307556, 0.4809134304523468, -0.16433237493038177, -0.1450306922197342, -0.24194848537445068, 0.4969789683818817, -0.927327036857605, 0.2644990086555481, -0.1672525703907013, 0.037941042333841324, -0.19691771268844604, 0.6172196865081787, -0.022886253893375397, 0.1662168800830841, -0.06558581441640854, 0.07238256931304932, 0.07031388580799103, 0.9021589159965515, -0.23107001185417175, 0.23594067990779877, 0.2459568828344345, 0.21402817964553833, -0.1981273889541626, 0.4671448767185211, 0.39571937918663025, 0.19250927865505219, 0.8683950304985046, 0.5336273312568665, 0.12955860793590546, -0.04499579593539238, -0.18236099183559418, -0.29798784852027893, -0.02335561253130436, 0.05241025611758232, 0.047016628086566925, -0.0827205553650856, -0.37586212158203125, -0.264478862285614, -0.3750118315219879, 0.12135980278253555, 0.057689085602760315, 0.013505931943655014, 0.05012259632349014, 0.3626156151294708, -0.17839352786540985, 0.02313605137169361, -0.42421939969062805, 0.30122074484825134, -0.856029748916626, -0.07293997704982758, 0.2682991325855255, 0.286793977022171, 0.028586726635694504, -0.4276178777217865, 0.43928879499435425, 0.11796752363443375, -0.22873333096504211, 0.22084717452526093, -0.31709468364715576, 0.012229634448885918, 0.5668935179710388, 0.07589444518089294, 0.46449342370033264, -0.0068817902356386185, -0.37331995368003845, 0.3745558559894562, -0.16547530889511108, 0.09262540936470032, 0.3694378137588501, -0.33724525570869446, -0.03517066314816475, -0.23656994104385376, 0.15382735431194305, -0.29958266019821167, 0.5459633469581604, -0.01934026926755905, -0.604062557220459, 0.01681063137948513, 0.31603577733039856, -0.07354804873466492, 0.029807373881340027, -0.11943405866622925, 0.023721041157841682, 0.11812432110309601, 0.5091224312782288, 0.032579489052295685, -0.12199157476425171, 0.3094678521156311, 0.3905196487903595, -0.7601465582847595, 0.538693368434906, 0.19703412055969238, 0.12100651860237122, 1.1001101732254028, 0.038221631199121475, -0.04569694399833679, 0.0170169435441494, -0.11915474385023117, 0.07701382786035538, -0.10381133109331131, 0.2980620563030243, 0.009433959610760212, 0.20611202716827393, 0.08610173314809799, -0.10128419101238251, -0.11389051377773285, 0.4759484529495239, -0.07941991835832596, 0.14774449169635773, -0.7226243019104004, 0.1360638290643692, -0.1096838191151619, 0.05862775072455406, 0.5717819333076477, 0.37266212701797485, 0.8966267704963684, 1.0493106842041016, -0.7099880576133728, 0.14344727993011475, 0.18873761594295502, 0.18250326812267303, 0.8191400170326233, 0.698130190372467, -0.11386179178953171, 0.5017918944358826, 0.12774164974689484, -0.19383707642555237, -0.46428433060646057, 0.4725112020969391, -0.4040035009384155, -0.1373983919620514, 0.05178484693169594, -0.6703421473503113, -0.16752399504184723, 0.293896347284317, -0.15881188213825226, -0.023383159190416336, 0.188510000705719, -0.4199901819229126, 0.5351765155792236, 0.21465039253234863, 0.12690874934196472, -0.3518431484699249, -0.10072630643844604, -0.08222225308418274, 0.1476721167564392, -0.1506088525056839, 0.47265690565109253, -0.15573599934577942, -0.42277097702026367, -0.2561839520931244, 0.36592715978622437, -0.2903999090194702, -0.12043152004480362, 0.18532484769821167, 0.14610663056373596, -0.3526780903339386, 0.30834275484085083, -0.25351980328559875, 0.09713957458734512, 0.30925214290618896, -0.10694672912359238, -0.18506327271461487, -0.5804586410522461, 0.3539069890975952, 0.1361301839351654, 0.20449712872505188, -0.04178117215633392, 0.06804962456226349, 0.1284945160150528, -0.03002939000725746, -0.7246821522712708, 0.2061852514743805, -0.006857600994408131, -0.4553368389606476, -0.22356130182743073, 0.23002313077449799, 0.463942289352417, -0.05917028710246086, -0.31324779987335205, -0.33818793296813965, -0.06909486651420593, -0.16359606385231018, 0.13991416990756989, -0.0596562996506691, -0.6527510285377502, -0.47984999418258667, 0.0912712812423706, -0.16522128880023956, -0.17125484347343445, 0.013767054304480553, 0.41545185446739197, -0.10092546045780182, 0.1798221617937088, -0.351975679397583, -0.0957234725356102, -0.5781028866767883, 0.5628055930137634, 0.07161161303520203, -0.1338885873556137, 0.025434058159589767, -0.3390256464481354, 0.01337337400764227, 0.33137816190719604, -6.2432780265808105, 0.1598081737756729, -0.47618821263313293, -0.027350904420018196, -0.11438959091901779, -0.26150059700012207, -0.04508752003312111, 0.4289558529853821, -0.1276799440383911, -0.45383521914482117, -0.48018234968185425, -0.34893110394477844, -0.1890208125114441, 0.6805795431137085, 0.32956260442733765, 1.0246769189834595, 0.4582177996635437, 0.22644072771072388, 0.21668437123298645, 0.3948439061641693, -0.24764209985733032, 0.22226408123970032, -0.632857084274292, 0.2849724292755127, 0.5304950475692749, 0.0010644316207617521, -0.5920653343200684, 0.3857206404209137, -0.9234116673469543, -0.1500426083803177, -0.021569201722741127, -0.3640943765640259, -0.9070389866828918, -0.023178229108452797, -0.07170560956001282, -0.12269467115402222, 0.22937925159931183, 0.2005332112312317, 0.5198514461517334, -0.0886286199092865, -0.11397920548915863, 0.15785829722881317, -0.47677379846572876, -0.19519487023353577, 0.3680219352245331, -0.5383414626121521, -0.4188464283943176, -0.005364012438803911, -0.061550647020339966, -0.23242706060409546, -0.3495043218135834, -0.1647879034280777, 0.14677724242210388, 0.08455964177846909, -0.003224550746381283, -0.6657876372337341, -0.11341314762830734, 0.48738572001457214, -0.07431557029485703, 0.4915464222431183, 0.11222310364246368, 0.11856783181428909, -0.23364312946796417, -0.8884620666503906, -0.5126150846481323, -0.14958646893501282, -0.2237595021724701, -0.8642458915710449, 0.17934812605381012, 0.2559719979763031, -0.43326127529144287, 0.33189427852630615, -0.11285534501075745, -0.5287773013114929, 0.5041468143463135, -0.40236538648605347, -0.01569242775440216, 0.2112928181886673, 0.47079700231552124, 0.04042801633477211, -0.3156181871891022, -0.5361558794975281, -0.012674055062234402, 0.20673678815364838, -0.03883689269423485, -0.37775909900665283, 0.22064493596553802, -0.010877378284931183, -0.3029884099960327, 0.711323618888855, 0.755768895149231, 0.3429946303367615, 0.6921776533126831, 0.23534058034420013, 0.31796061992645264, -0.10919803380966187, 0.026235824450850487, -0.023667510598897934, -0.072980597615242, 0.003963463008403778, 0.44684234261512756, -0.42694953083992004, -0.8670847415924072, -0.6678914427757263, -0.07427794486284256, 0.29053157567977905, -0.1589713990688324, 0.03006332740187645, 0.6303157210350037, 0.07013304531574249, 0.002957274904474616, 0.34512290358543396, -0.38653555512428284, 0.31199946999549866, 0.35992905497550964, -0.16624504327774048, -0.18781770765781403, 0.24173429608345032, 0.07989411801099777, 0.14548259973526, -0.35332220792770386, 0.026762239634990692, 0.25803259015083313, 0.16602179408073425, 0.2890549302101135, -0.2055901437997818, 0.1464471071958542, 0.4367620646953583, 0.17515181005001068, -0.0631454735994339, 0.1460748314857483, 0.3093867003917694, -0.34433960914611816, -0.003532310016453266, 0.07824308425188065, 0.16952666640281677, 0.1205701008439064, -0.07193712890148163, 0.3209356367588043, -0.5263078212738037, 0.45331043004989624, 0.198748379945755, 0.2659165859222412, 0.04158288612961769, 0.26426032185554504, 0.175031840801239, 0.24161289632320404, 0.4097183048725128, 0.07848294824361801, 0.4962056577205658, 0.09521953761577606, -0.4251883029937744, 0.19706156849861145, 0.3006535470485687, -0.1445162445306778, 0.0332743301987648, 0.3779081404209137, 0.01119643822312355, 0.33144259452819824, -0.14018556475639343, 0.061436597257852554, -0.4792352020740509, -0.7201643586158752, 0.33744028210639954, 0.5111407041549683, -0.23452907800674438, -0.6898901462554932, 0.06472314894199371, -0.06517639011144638, 0.3351891338825226, 0.37217840552330017, -0.10726632177829742, -0.2749607563018799, -0.2802966833114624, 0.11065130680799484, -0.28073370456695557, -0.10572697967290878, -0.14202897250652313, -0.334073930978775, 0.4498249888420105, 0.4494589865207672, -0.6093236207962036, -0.3045542240142822, 0.5727648735046387, 0.5654129981994629, 0.03255303576588631, 0.010723692364990711, 0.21413859724998474, -0.05560937151312828, -0.26489752531051636, 0.27378129959106445, -0.3171117305755615, 0.6329904198646545, 0.45615845918655396, 0.35105302929878235, -0.4442893862724304, 0.5351913571357727, 0.4939190745353699, -0.5444409251213074, -0.053549785166978836, 0.006551718804985285, 0.056627802550792694, -0.2968139350414276, 0.10098171979188919, 0.2387797236442566, -0.25332656502723694, 0.29383760690689087, -0.28274789452552795, 0.4887898564338684, 0.003523715306073427, -0.6455909609794617, -0.5797522068023682, -0.04696737602353096, -0.4017675817012787, -0.19996531307697296, -0.12225008755922318, -0.22522996366024017, -0.38596129417419434, -0.5900850296020508, 0.19784431159496307, -0.04853402078151703, -0.04732789471745491, 0.12837830185890198, -0.33170217275619507, 0.10450226813554764, 0.1061619445681572, 0.13714416325092316, -0.11262638121843338, -0.000898623198736459, -0.19144073128700256, 0.040117427706718445, -0.3511269688606262, 0.305646687746048, 0.15028619766235352, -0.2614365220069885, 0.23453547060489655, 0.04110999032855034, 0.827436625957489, -0.09992389380931854, -1.0074480772018433, -0.6740373373031616, 0.053877025842666626, -0.2360590398311615, -0.24258248507976532, 0.08069684356451035, 0.033971965312957764, -0.2215581089258194, 0.17757177352905273, -0.6311396956443787, -0.2287822812795639, 0.575529158115387, -0.18921643495559692, -0.28003978729248047, -0.07338246703147888, 1.0095388889312744, -0.04212130978703499, -0.0027057502884417772, -0.30272674560546875, -0.25030314922332764, 0.31418365240097046, 0.10087889432907104, -0.19671154022216797, -0.6034490466117859, 0.15677893161773682, -0.2560550272464752, 0.1845483034849167, -0.48582711815834045, -0.6763557195663452, 0.24144268035888672, -0.6431987881660461, -0.37348267436027527, 0.13618242740631104, -0.2753899097442627, 0.39230555295944214, -0.002619962440803647, -0.06869492679834366, -0.1451563686132431, -0.165401890873909, -0.7995836734771729, -0.1686909943819046, -0.557000458240509, 0.056928280740976334, 0.48764631152153015, -0.253509521484375, -0.16442438960075378, -0.29808342456817627, -0.18721255660057068, 0.5202323198318481, -0.1362634152173996, 0.4754369854927063, -0.4708252251148224, 0.28276029229164124, -0.47537341713905334, -0.21543769538402557, -0.5556334257125854, -0.39228367805480957, 0.23303519189357758, -0.2868689298629761, 0.11749587208032608, -0.10989508777856827, 0.08339341729879379, 0.5496935248374939, 0.9632543921470642, -0.13302858173847198, 0.46514904499053955, 0.5574660897254944, 0.0070005604065954685, -0.10150644928216934, 0.17629589140415192, -0.4074777662754059, -0.07703574001789093, -0.044443171471357346, 0.2668308913707733, 0.5988311171531677, -0.485269695520401, 0.01840646006166935, 0.10746894031763077, 0.2830575108528137, -0.008868418633937836, 0.09720467776060104, 0.08074462413787842, -0.3032078146934509, 0.5770410299301147, -0.27602073550224304, 0.14017528295516968, 0.540057897567749, -0.08089017122983932, -0.01307471189647913, 0.21730846166610718, 0.3169713318347931, 0.2973850667476654, 0.20126989483833313, -0.22223182022571564, 0.358406126499176, 0.09071829915046692, 0.1929931491613388, 0.19720840454101562, -0.5693855285644531, 0.27282917499542236, 0.004407326690852642, 0.5614176988601685, -0.1821836233139038, 0.19071675837039948, 0.15180326998233795, -0.4615130126476288, 0.42484691739082336, 0.2652375102043152, 0.3410484492778778, -0.2918725311756134, 0.14454320073127747, 0.07068978995084763, -0.044375330209732056, -0.08881615102291107, -0.6685110330581665, -0.5596585273742676, -0.29597315192222595, 0.49789440631866455, -0.02251388691365719, 0.34619370102882385, 0.36591261625289917, 0.5009762048721313, 0.13859519362449646, 0.6733959913253784, 0.07141917198896408, -0.24676501750946045, 0.10412709414958954, 0.3711690902709961, -0.685279369354248, 0.2470109760761261, 0.41957566142082214, -0.5671098232269287, -0.21152551472187042, -0.0768880695104599, 0.3080641031265259, -0.16204099357128143, -0.2593327462673187, 0.0780642107129097, 0.32540571689605713, -0.13827678561210632, 0.44614681601524353, 0.010223399847745895, 0.1794164925813675, -0.7977083325386047, 0.1698024570941925, -0.13300250470638275, -0.1030547022819519, -0.06976843625307083, 0.03285603225231171, -0.35620832443237305, 0.09681320190429688, -0.2891010642051697, -0.20930305123329163, 0.23924106359481812, 0.5435870289802551, 0.050875455141067505, -0.017835870385169983, -0.09935344755649567, 0.17666444182395935, 0.44959455728530884, 0.5079076886177063, 0.19725556671619415, -0.3976380228996277, 0.2563908100128174, 0.3398478925228119, -0.4558832049369812, -0.2200058102607727, -0.5759739279747009, -0.03888127580285072, -0.16370850801467896, -0.04987100511789322, -0.0208393894135952, 0.503173828125, -0.3211405873298645, 0.3267955780029297, 0.19505858421325684, 0.4249744117259979, 0.5229131579399109, 0.2213723063468933, -0.3104129433631897, -0.36644479632377625, -0.15690292418003082, -0.510647177696228, 0.13795611262321472, 0.015774250030517578, -0.01012345775961876, 0.16479207575321198, -0.4653129577636719, -0.09445390850305557, -0.14475053548812866, 0.14377185702323914, -0.2572850286960602, -0.6945774555206299, -0.060741670429706573, 0.6955451369285583, -0.6280288696289062, -0.021269381046295166, 0.2996101379394531, 0.08761005848646164, -0.2491593062877655, -0.35189229249954224, -0.6004458069801331, -0.10570594668388367, -0.16736632585525513, 0.5470943450927734, -0.08173909783363342, 0.4560033082962036, -0.46416133642196655, -0.18825072050094604, -0.23219764232635498, 0.44983047246932983, -0.2715541422367096, -0.012440547347068787, 0.07635574787855148, -0.00029165667365305126, -0.1938677579164505, 0.5274643898010254, 0.025582507252693176, -0.6026316285133362, -0.23882578313350677, -0.11383356153964996 ]
A growing list of areas where machine learning is being applied for diagnosis based on medical imaging. Neal Lathia https://towardsdatascience.com/deep-learning-medical-diagnosis-c04d35fc2830
Deep Learning & Medical Diagnosis
[ -0.1745748221874237, 0.03540688008069992, 0.18425314128398895, 0.019722357392311096, 0.5021658539772034, 0.07279478013515472, 0.023041794076561928, -0.24850426614284515, -0.11755884438753128, -0.27397891879081726, -0.14120368659496307, 0.14092755317687988, 0.23254233598709106, 0.11507248878479004, -0.024916354566812515, 0.796293318271637, 0.356594979763031, -0.36311179399490356, -0.15115945041179657, -0.1915665864944458, -0.4285244941711426, -0.6556207537651062, 0.6016510128974915, 0.38427820801734924, -0.17908193171024323, 0.02066911943256855, 0.1497974842786789, 0.10071954876184464, -0.19406262040138245, 0.2553923726081848, 0.2700709402561188, 0.3785865604877472, 0.4048486351966858, -0.20584851503372192, -0.13100312650203705, 0.03299346938729286, -0.4000009298324585, -0.057719361037015915, -0.21196357905864716, -0.23587840795516968, -0.32334041595458984, 0.20846259593963623, -0.5138481259346008, 0.26146745681762695, -0.09446191787719727, -0.45302265882492065, -1.7414653301239014, -0.012342000380158424, -0.39914238452911377, 0.02788245864212513, -0.06334909051656723, 0.14489062130451202, 0.22616897523403168, 0.06166021153330803, -0.3460831344127655, 0.2583034038543701, -0.27323800325393677, 0.12992756068706512, 0.034002240747213364, -0.1314665973186493, 0.06525854766368866, 0.45162487030029297, -0.14813508093357086, 0.1458609253168106, 0.09074871987104416, 0.0801011472940445, 0.09222736209630966, 0.41826751828193665, -0.5262041091918945, -0.03716772422194481, 0.018877781927585602, 0.18765221536159515, 0.15440157055854797, 0.17935806512832642, 0.024755652993917465, 0.09154698252677917, 0.4544927477836609, -0.15564760565757751, 0.42348313331604004, 0.024796081706881523, -0.21353206038475037, -0.21421490609645844, 0.3734018802642822, 0.3762575685977936, 0.15356434881687164, 0.1509375125169754, -0.3932325839996338, 0.17237453162670135, -0.28579163551330566, -0.007084351032972336, -0.23027965426445007, -0.31448474526405334, 0.07294867932796478, -0.19582393765449524, 0.28856924176216125, 0.5353000164031982, 0.4649791121482849, 0.08938327431678772, -0.30469557642936707, 0.14654535055160522, -0.28951749205589294, 0.10239993035793304, -0.23201477527618408, -0.12583303451538086, -0.14871147274971008, 0.25349360704421997, -0.23417185246944427, -0.08448928594589233, -0.8057734370231628, 0.2830366790294647, -0.8083327412605286, 0.27665069699287415, -0.010313008911907673, -0.07129034399986267, -0.3273329436779022, 0.5878198146820068, 0.29969778656959534, -0.133540078997612, -0.6336964964866638, -0.16866609454154968, -0.3027273118495941, 0.4776290953159332, -0.033335279673337936, 0.42462024092674255, 0.08105523884296417, 0.5157225131988525, -0.07562854886054993, 0.3334190547466278, 0.05964326858520508, 0.5770846605300903, 0.7370520234107971, 0.06121382117271423, 0.16079291701316833, -0.17552761733531952, 0.19374963641166687, -0.3198956251144409, -0.18592524528503418, 0.07666581869125366, 0.2584827244281769, 0.016569433733820915, -0.18215234577655792, -0.5469976663589478, -0.5700313448905945, -0.041011132299900055, -0.16349905729293823, 0.08519754558801651, 0.23061826825141907, 0.7478612065315247, -0.4739614725112915, -0.1509646773338318, -0.31916794180870056, 0.39708372950553894, -0.708463728427887, -0.6101338863372803, 0.03968329355120659, 0.7288100123405457, -0.13826707005500793, -0.13673289120197296, 0.40501996874809265, 0.11774154007434845, -0.09157563000917435, 0.08387810736894608, -0.1270999014377594, -0.11119995266199112, 0.378436416387558, 0.05075180158019066, 0.40074560046195984, -0.06743674725294113, 0.13475951552391052, 0.4417930841445923, -0.320438414812088, -0.34427911043167114, 0.14143989980220795, -0.27757391333580017, 0.13238628208637238, -0.10758238285779953, 0.20656608045101166, -0.05496177822351456, 0.1356709599494934, 0.01922166906297207, -0.50897616147995, -0.09315451234579086, -0.005815661977976561, 0.06912476569414139, -0.01527369674295187, -0.1773548275232315, 0.3590124845504761, -0.13847753405570984, 0.3982711434364319, -0.07058002054691315, -0.05179059877991676, 0.10709761828184128, 0.520974338054657, -0.35409873723983765, 0.5944689512252808, 0.33626416325569153, 0.2273833304643631, 0.8763336539268494, -0.10059918463230133, -0.22313353419303894, 0.29735681414604187, -0.1828649491071701, 0.07307141274213791, 0.2387678027153015, -0.35427653789520264, 0.032189808785915375, -0.19848045706748962, -0.18471600115299225, -0.32408371567726135, 0.15689027309417725, 0.5364168286323547, -0.43495693802833557, 0.06559078395366669, -0.38783180713653564, 0.21653234958648682, -0.035063885152339935, 0.20040655136108398, -0.07375946640968323, 0.45844611525535583, 0.4213186800479889, 0.3171605169773102, -0.7255921959877014, 0.17967188358306885, 0.14284175634384155, 0.4679076075553894, 0.9776170253753662, -0.07705696672201157, 0.10545308887958527, 0.5231408476829529, 0.04148298129439354, -0.44446030259132385, -0.15239286422729492, 0.3022629916667938, -0.3080747723579407, -0.06981157511472702, -0.07923957705497742, -0.36581680178642273, -0.21295176446437836, 0.10249203443527222, -0.03661379590630531, -0.004934840369969606, -0.18506720662117004, -0.3284321427345276, 0.1940995156764984, 0.2750812768936157, -0.06671931594610214, -0.7177518010139465, -0.25984248518943787, 0.186336487531662, 0.11495210975408554, 0.3557513654232025, 0.44958630204200745, -0.16518546640872955, 0.15546086430549622, -0.06034962087869644, -0.03613731265068054, -0.19402599334716797, -0.3044462502002716, -0.08165206760168076, 0.020963924005627632, -0.3640894591808319, 0.2540178596973419, -0.08576799929141998, -0.09958147257566452, -0.08213338255882263, -0.745185375213623, -0.021208832040429115, -0.29220789670944214, 0.17006713151931763, 0.30024948716163635, 0.14010517299175262, 0.09403391182422638, -0.01843300275504589, -0.25140380859375, -0.4235362708568573, -0.7016907930374146, 0.41853293776512146, 0.36332157254219055, -0.443717360496521, -0.25426027178764343, 0.2793194055557251, 0.39442434906959534, 0.15545129776000977, 0.10995650291442871, -0.31385090947151184, -0.2544376254081726, -0.1994483321905136, 0.02053864672780037, -0.2599879503250122, -0.14241869747638702, -0.2520086169242859, 0.5113930106163025, 0.0077781761065125465, -0.23503242433071136, 0.051983542740345, 0.035728130489587784, -0.006504935212433338, -0.18300645053386688, -0.17162653803825378, -0.21162983775138855, -0.7836911082267761, 0.48657578229904175, 0.3557526171207428, -0.21351513266563416, 0.0194002166390419, -0.24892662465572357, -0.23063495755195618, 0.1895381212234497, -6.395357608795166, 0.03993181511759758, -0.5373513102531433, -0.012516616843640804, 0.0481107197701931, 0.21512320637702942, 0.08259078115224838, 0.23209252953529358, 0.21756307780742645, -0.22304973006248474, -0.2849949896335602, -0.08418627083301544, -0.22325317561626434, 0.3393501937389374, 0.23185813426971436, 0.6474361419677734, 0.041559312492609024, 0.1500398814678192, 0.26615110039711, 0.2992212176322937, 0.10691637545824051, 0.18594889342784882, -0.5561644434928894, 0.5349408388137817, 0.39901232719421387, 0.24870319664478302, -0.615878164768219, 0.44268736243247986, -0.5599117279052734, -0.11703355610370636, 0.5626564025878906, -0.1876748502254486, -0.7704697847366333, 0.08457168936729431, -0.21839302778244019, 0.16448722779750824, -0.05848107486963272, 0.13986000418663025, 0.2578299045562744, -0.37992632389068604, -0.11976774781942368, 0.059801969677209854, -0.4050449728965759, -0.6493706703186035, 0.22133155167102814, -0.40815532207489014, -0.2600589394569397, 0.17015263438224792, 0.14379703998565674, -0.13678446412086487, -0.048411477357149124, -0.05628262832760811, -0.1514928787946701, 0.2762550115585327, 0.16731081902980804, -0.6162649989128113, 0.18707780539989471, 0.443879634141922, -0.1829671859741211, 0.17692218720912933, 0.013945015147328377, -0.13510307669639587, -0.43321874737739563, -0.9645543098449707, -0.4118533432483673, 0.08059076964855194, -0.19846339523792267, -0.8459956049919128, 0.08721747994422913, -0.015428130514919758, -0.6385482549667358, 0.3139154016971588, -0.11854993551969528, -0.45768630504608154, 0.03836902230978012, -0.31412792205810547, -0.5500670075416565, -0.19476769864559174, 0.14666858315467834, -0.32022595405578613, -0.4383533000946045, -0.46380382776260376, -0.21750563383102417, 0.3097725808620453, 0.0849844440817833, 0.007815091870725155, -0.24794839322566986, -0.27117419242858887, -0.057792164385318756, 0.6681737899780273, 0.09008973091840744, 0.07164981961250305, 0.37997451424598694, 0.2460010051727295, 0.17025718092918396, -0.18433061242103577, 0.29073992371559143, 0.6293373703956604, 0.2694218158721924, -0.25380662083625793, 0.5931560397148132, -0.275301069021225, -0.5982854962348938, -0.42341217398643494, -0.22922520339488983, 0.24449878931045532, -0.13429571688175201, -0.5754593014717102, 0.8029572367668152, -0.42985859513282776, 0.0424332469701767, 0.043124329298734665, -0.4541912376880646, 0.14041616022586823, 0.3484864830970764, -0.38878491520881653, -0.13843576610088348, 0.2528955638408661, 0.5927938222885132, 0.02157786674797535, -0.28393062949180603, -0.23764289915561676, 0.2461511194705963, 0.02896796353161335, 0.8266544938087463, 0.21450315415859222, 0.24158814549446106, 0.4463382661342621, 0.42990219593048096, 0.2932034730911255, 0.22418664395809174, 0.15295615792274475, -0.015122097916901112, 0.2492467612028122, 0.06738859415054321, -0.09298945963382721, 0.2726218104362488, 0.12892507016658783, 0.1562984585762024, -0.2873283624649048, 0.526364266872406, -0.12262765318155289, 0.41314831376075745, 0.0005714254220947623, 0.4184514284133911, -0.22251459956169128, 0.0044314065016806126, 0.3383249044418335, -0.10785918682813644, 0.405258446931839, 0.3378013074398041, -0.18061195313930511, 0.06270308047533035, 0.0728490799665451, 0.13221803307533264, 0.4974626302719116, 0.23723962903022766, -0.13843217492103577, 0.14388209581375122, -0.44693005084991455, -0.23156625032424927, -0.31839457154273987, -0.5831198692321777, 0.1755038946866989, -0.020578324794769287, 0.24877551198005676, -0.5199171304702759, -0.04164174944162369, -0.2177635133266449, -0.01688479073345661, 0.5258039236068726, -0.5696204304695129, -0.6376112103462219, -0.008049102500081062, 0.24310073256492615, -0.37483203411102295, -0.2157139927148819, 0.3535292446613312, -0.3217753469944, 0.5727347731590271, 0.091318778693676, -0.8605762720108032, -0.17087016999721527, 0.38766351342201233, 0.6114106774330139, 0.05034400522708893, 0.3230094313621521, -0.2596744894981384, -0.12489049136638641, -0.2407868206501007, 0.30615106225013733, 0.028492731973528862, -0.027009598910808563, 0.44526395201683044, 0.4867918789386749, -0.2822650372982025, 0.28707772493362427, -0.11282668262720108, 0.026269884780049324, -0.3237364888191223, -0.011377371847629547, 0.27232423424720764, 0.14893849194049835, 0.36647000908851624, 0.3302465081214905, -0.35482218861579895, 0.2398691475391388, -0.06423266232013702, -0.26672911643981934, 0.16370028257369995, -0.3536249101161957, -0.12983424961566925, 0.6120710968971252, 0.009292236529290676, -0.04258713498711586, -0.029998470097780228, -0.10042145848274231, -0.39239397644996643, -0.26047980785369873, 0.1985756754875183, -0.20170806348323822, 0.05768539384007454, -0.0054754395969212055, -0.36228853464126587, -0.0887085422873497, 0.13467943668365479, 0.45370104908943176, -0.3107001781463623, 0.006181448698043823, 0.16240108013153076, -0.1317223459482193, -0.431380957365036, 0.3423965871334076, 0.3567231595516205, -0.09482954442501068, 0.18562056124210358, 0.03152919188141823, 0.8610082864761353, 0.2071516364812851, -0.8349338173866272, -0.23661348223686218, 0.07948984205722809, -0.7069775462150574, -0.49592652916908264, 0.09957113116979599, 0.4689912497997284, 0.18095284700393677, -0.3022332787513733, -0.4764959216117859, 0.2622198462486267, 0.4042224586009979, -0.11088992655277252, -0.28426307439804077, -0.31043770909309387, 0.8847665190696716, -0.14397667348384857, 0.04238725081086159, -0.20757798850536346, -0.27987638115882874, 0.02387545257806778, -0.009006320498883724, -0.31109070777893066, -0.3027269244194031, 0.020019512623548508, -0.059088096022605896, -0.10942202061414719, -0.43458616733551025, -0.4714786410331726, 0.26115867495536804, -0.3885442316532135, -0.6690278649330139, -0.07984934002161026, -0.16234545409679413, 0.36677685379981995, -0.3414159417152405, 0.05567733570933342, 0.06534913182258606, -0.031297825276851654, -0.581946074962616, -0.3788031041622162, -0.32161349058151245, -0.08466795086860657, 0.40503430366516113, -0.14652250707149506, -0.08445826172828674, -0.09224426001310349, 0.0138543751090765, 0.28785833716392517, 0.011931006796658039, 0.03017590381205082, -0.09863494336605072, 0.25434938073158264, -0.4945445656776428, -0.23151825368404388, 0.018942350521683693, -0.02283686026930809, 0.18158194422721863, 0.2412414401769638, -0.06658502668142319, -0.37536609172821045, -0.0064576128497719765, 0.8270496726036072, 0.6131160259246826, -0.1371660679578781, 0.39537322521209717, 0.4336514472961426, 0.06254173815250397, 0.03299108147621155, 0.23984295129776, -0.18476182222366333, 0.32405245304107666, 0.05627461522817612, 0.34428954124450684, 0.769428551197052, -0.2485674023628235, -0.005778010934591293, -0.2815850079059601, 0.4639291763305664, 0.03150840103626251, 0.07585958391427994, -0.1123344749212265, 0.37372344732284546, 0.868391215801239, -0.46977460384368896, 0.07156191766262054, 0.5333697199821472, 0.04544180631637573, -0.05342679098248482, 0.19570724666118622, 0.7885181903839111, 0.12683622539043427, -0.14624102413654327, -0.047272734344005585, 0.7495708465576172, 0.1402454376220703, 0.03408633917570114, -0.29967033863067627, -0.15630435943603516, 0.28364941477775574, 0.16734012961387634, 0.45586809515953064, -0.07645370811223984, 0.09469588845968246, 0.15612062811851501, -0.2912105917930603, 0.6173095703125, 0.21239006519317627, 0.5024727582931519, -0.03678155690431595, -0.1339581161737442, 0.1399589478969574, 0.07240147143602371, 0.07070227712392807, -0.3709103763103485, -0.521514892578125, -0.19260941445827484, 0.6032314300537109, -0.3850168287754059, -0.29894039034843445, 0.40945273637771606, 0.19513776898384094, -0.22528865933418274, 0.4006454646587372, 0.35935187339782715, 0.20792156457901, 0.011580843478441238, 0.6102121472358704, -0.35395869612693787, 0.3882947266101837, 0.7005061507225037, -0.1473306566476822, -0.10263502597808838, -0.1953035444021225, 0.5053703784942627, -0.07059966772794724, -0.4888215661048889, 0.09700962901115417, -0.2209690511226654, -0.027497554197907448, 0.3991709053516388, 0.06877034157514572, -0.27859604358673096, -0.37528276443481445, -0.035759322345256805, -0.03908239305019379, -0.16882359981536865, 0.020900679752230644, 0.435687392950058, -0.0716254785656929, 0.21339836716651917, -0.004045116249471903, -0.07372473180294037, 0.4070301651954651, 0.14839491248130798, -0.08549635857343674, 0.12096165865659714, 0.29892852902412415, 0.12991058826446533, 0.07741918414831161, 0.43074914813041687, -0.08417919278144836, -0.4439265727996826, 0.3180851638317108, -0.053442347794771194, -0.6162290573120117, 0.020142918452620506, -0.2587137818336487, 0.19877533614635468, -0.1319325566291809, -0.11426438391208649, -0.1751580834388733, 0.47646668553352356, -0.27444300055503845, -0.12006719410419464, -0.179259791970253, 0.23590701818466187, 0.021481765434145927, -0.013150817714631557, -0.3610185980796814, -0.37136077880859375, -0.07989118248224258, 0.04040176048874855, -0.012419733218848705, 0.08287931978702545, -0.12035723775625229, -0.04526357725262642, -0.3665744960308075, 0.21459831297397614, 0.05791117623448372, 0.136654332280159, -0.20663487911224365, -0.31939202547073364, -0.294989675283432, 0.13899005949497223, -0.2803248167037964, -0.27003395557403564, 0.040757302194833755, -0.0793738067150116, -0.5952028036117554, -0.5658960938453674, -0.35521200299263, -0.46640709042549133, -0.12829934060573578, 0.7548215985298157, 0.004001831170171499, -0.05246955528855324, -0.3045888841152191, -0.1656479686498642, -0.2725561857223511, 0.46232911944389343, -0.1541634500026703, 0.18771693110466003, 0.21077555418014526, -0.227907195687294, -0.1717369705438614, 0.5343961119651794, -0.2667703628540039, -0.4904240667819977, -0.3148699998855591, -0.08953725546598434 ]
Theory behind Restricted Boltzmann Artem Oppermann https://towardsdatascience.com/deep-learning-meets-physics-restricted-boltzmann-machines-part-i-6df5c4918c15
Deep Learning meets Physics: Restricted Boltzmann Machines Part I
[ -0.0710141509771347, 0.10614757239818573, 0.27835941314697266, 0.056303057819604874, 0.032806456089019775, -0.28512659668922424, -0.15028657019138336, -0.24386073648929596, -0.2938842177391052, 0.1617831587791443, -0.7773008942604065, -0.0937718078494072, -0.04520459100604057, 0.0013497716281563044, 0.807702362537384, -0.09429724514484406, 0.06590474396944046, -0.5176557898521423, -0.7064799666404724, 0.09046532213687897, 0.16673517227172852, -0.30331340432167053, 0.41262128949165344, 0.28688451647758484, -0.07582372426986694, -0.18830177187919617, 0.6205102801322937, -0.29866263270378113, -0.024089982733130455, 0.28779080510139465, -0.2698536515235901, 0.2437223643064499, 0.3121412992477417, -0.16344428062438965, 0.10398422926664352, -0.05660715699195862, -0.2661685347557068, -0.1539658010005951, -0.1867382824420929, -0.22958268225193024, 0.14612925052642822, 0.12278881669044495, -0.09810740500688553, 0.0754057765007019, -0.23559464514255524, -0.20729608833789825, -1.0330792665481567, -0.13641192018985748, -0.6295738816261292, -0.5645475387573242, -0.029415586963295937, 0.09564472734928131, -0.12466660141944885, 0.7008233070373535, -0.0865151509642601, -0.16858763992786407, -0.11400694400072098, -0.36640653014183044, 0.11384323239326477, -0.1686750054359436, -0.020299900323152542, 0.43222394585609436, -0.29020726680755615, 0.4910399615764618, 0.28558745980262756, 0.46249067783355713, 0.16397902369499207, 0.0863076001405716, -0.29438671469688416, -0.14142437279224396, 0.04477440565824509, -0.10887369513511658, -0.14842776954174042, 0.1830001175403595, 0.025173338130116463, -0.10265399515628815, 0.8921622633934021, 0.08205847442150116, 0.16632384061813354, 0.10076545178890228, -0.0170153696089983, -0.025743357837200165, 0.20317405462265015, 0.5679296255111694, 0.31811198592185974, -0.2859427332878113, -0.19374898076057434, 0.17713211476802826, -0.4780753254890442, 0.27076154947280884, -0.21876616775989532, -0.6497393250465393, 0.2781912684440613, -0.09608761966228485, 0.573409378528595, 0.4934157729148865, 0.7042660117149353, -0.07073408365249634, -0.32714521884918213, 0.1278071254491806, -0.31516924500465393, 0.3922654092311859, -0.4887197017669678, -0.7146924138069153, -0.21453526616096497, -0.07778432965278625, -0.6427090167999268, -0.360186904668808, -0.29029008746147156, 0.4998149275779724, -1.0165703296661377, 0.2625613212585449, -0.09068186581134796, 0.056941524147987366, -0.3953097462654114, 0.18094074726104736, 0.054746028035879135, -0.45378243923187256, 0.3544926941394806, 0.24036000669002533, -0.13689492642879486, 0.8725685477256775, 0.16992126405239105, 0.4711678922176361, 0.2599933445453644, -0.11563104391098022, 0.15543247759342194, 0.29265034198760986, -0.38860008120536804, 0.4828709661960602, 0.47551989555358887, 0.5761622190475464, 0.4933745861053467, -0.2507641017436981, 0.13869403302669525, -0.06915149092674255, 0.10101309418678284, 0.38435524702072144, -0.5234311819076538, 0.23961825668811798, 0.030060352757573128, -0.19890020787715912, -0.1772005259990692, 0.2648860514163971, -0.2969847619533539, 0.0329059436917305, 0.19540460407733917, 0.33559688925743103, -0.13364703953266144, -0.29349878430366516, -0.42582669854164124, 0.09907740354537964, -0.18539959192276, -0.23669284582138062, -0.34283798933029175, 0.4307153522968292, 0.40171948075294495, -0.021170269697904587, 0.31111377477645874, 0.3017151653766632, 0.0010674542281776667, -0.11543692648410797, -0.4108649492263794, -0.01832675188779831, 0.7190660238265991, -0.03668386861681938, 0.09226885437965393, 0.14272579550743103, -0.14483407139778137, 0.010452548041939735, 0.031808555126190186, -0.150979146361351, 0.5018278360366821, -0.6871418952941895, 0.13877052068710327, -0.3693659007549286, 0.49654582142829895, 0.29301244020462036, 0.22230324149131775, -0.015887537971138954, -0.41739556193351746, -0.39502403140068054, -0.10130332410335541, 0.21839539706707, 0.16153351962566376, -0.048634059727191925, 0.25520843267440796, 0.0284845270216465, 0.06842973083257675, 0.23955705761909485, -0.28684231638908386, 0.30525046586990356, 0.23637250065803528, -0.7194976806640625, 0.8339694738388062, 0.2920643985271454, -0.04809824749827385, 0.4901300072669983, -0.0387294739484787, 0.40521880984306335, -0.027592549100518227, -0.3640064597129822, 0.030690990388393402, 0.0892411544919014, 0.024915846064686775, -0.14776544272899628, -0.09626861661672592, 0.04425719380378723, -0.1193101778626442, 0.33265116810798645, 0.3524605929851532, -0.05776521563529968, 0.0975438728928566, -0.3460719585418701, -0.20337019860744476, 0.1155037060379982, -0.011503518559038639, -0.03649424761533737, 0.4521934986114502, 0.6599578261375427, 0.44910767674446106, -0.14283694326877594, 0.33050912618637085, 0.1617249995470047, 0.32729896903038025, 0.7611782550811768, 0.7245840430259705, 0.30817702412605286, 0.511660099029541, -0.08483262360095978, -0.09333797544240952, -0.3558492362499237, 0.24726293981075287, 0.09528762102127075, 0.2933174669742584, -0.27791309356689453, -0.09671396017074585, -0.5522538423538208, 0.37716108560562134, -0.4883304238319397, -0.3679448068141937, 0.13620105385780334, -0.09665761142969131, 0.3780553340911865, -0.23999518156051636, -0.04655715078115463, 0.04245515167713165, 0.09633907675743103, -0.19249460101127625, 0.044551994651556015, 0.05459930747747421, 0.7505096793174744, -0.4855213463306427, -0.4480331242084503, -0.4353979527950287, 0.09316768497228622, -0.2922211289405823, -0.07951650023460388, 0.22988858819007874, 0.4044375419616699, -0.27622291445732117, 0.2462230920791626, 0.1762978434562683, 0.1760479211807251, 0.0425780713558197, -0.8843461871147156, 0.202553853392601, -0.37432655692100525, 0.10838483273983002, 0.045667603611946106, 0.3097417950630188, -0.10749610513448715, -0.1188516765832901, -0.14065052568912506, -0.17030000686645508, -0.661695659160614, -0.09856202453374863, 0.19340988993644714, -0.4991876482963562, -0.6162511110305786, 0.1538732349872589, 0.28224045038223267, -0.34905150532722473, 0.202427476644516, -0.6267195343971252, 0.12825800478458405, -0.1588854193687439, 0.05218376964330673, -0.08758385479450226, -0.11780814081430435, -0.18768543004989624, 0.32824015617370605, -0.4317314624786377, -0.11216534674167633, 0.08144740015268326, 0.7288745045661926, -0.13286343216896057, -0.10070069134235382, 0.2203892320394516, -0.35101860761642456, -0.7606937289237976, 0.5572903156280518, -0.20900356769561768, 0.06431334465742111, 0.04606475681066513, -0.21508237719535828, -0.5592280030250549, 0.08328880369663239, -6.270805835723877, 0.2159792184829712, -0.6027684807777405, 0.04733629897236824, -0.03375839814543724, 0.41390740871429443, 0.1408388316631317, 0.06592850387096405, -0.8528867959976196, -0.4345226287841797, -0.6199873685836792, -0.35576334595680237, -0.4055979251861572, 0.7387048006057739, 0.07736927270889282, 0.5076154470443726, 0.24598096311092377, 0.15446078777313232, 0.1724192053079605, 0.17642417550086975, -0.4373146891593933, -0.12775574624538422, -0.20201921463012695, 0.03347988799214363, 0.22637279331684113, -0.15336807072162628, -0.4041330814361572, 0.10359933972358704, -0.6719180345535278, 0.09744599461555481, 0.22872287034988403, -0.3542002737522125, -0.9718531370162964, 0.07431528717279434, 0.08664393424987793, 0.18421371281147003, -0.14179888367652893, 0.21169953048229218, 0.30259010195732117, -0.011119702830910683, 0.2005407214164734, 0.09860570728778839, -0.14857129752635956, -0.14644187688827515, 0.20218737423419952, -0.28407809138298035, -0.22509610652923584, 0.24187393486499786, -0.19081652164459229, -0.08176548033952713, 0.12152042984962463, -0.014494011178612709, 0.09556467086076736, 0.09078873693943024, 0.00019087307737208903, -0.359004944562912, 0.06208305433392525, 0.5034369230270386, 0.11656836420297623, 0.17532256245613098, -0.24218370020389557, -0.00011871018796227872, -0.18780985474586487, -0.5544970631599426, -0.6827566623687744, 0.12127768248319626, -0.6640982627868652, -1.073544979095459, 0.26370474696159363, 0.3525713086128235, -0.9917593002319336, 0.46122920513153076, -0.17684485018253326, -0.8611894249916077, 0.24260061979293823, -0.10489547252655029, -0.7196625471115112, -0.05816413089632988, 0.3124523162841797, 0.0887708067893982, -0.021657412871718407, -0.3351926803588867, -0.1762738972902298, 0.14472265541553497, 0.28673055768013, -0.1368502378463745, 0.12223494797945023, -0.22608835995197296, 0.23827172815799713, 0.26905399560928345, 0.10971449315547943, 0.17731395363807678, 0.20506615936756134, -0.3068760931491852, 0.26957371830940247, -0.3221501410007477, -0.40082383155822754, 0.6973168253898621, 0.1695273220539093, 0.43770238757133484, 0.029381055384874344, -0.6948115825653076, -0.7369936108589172, -0.6985988020896912, -0.15384534001350403, 0.3069365620613098, 0.002943552564829588, -0.0735851302742958, 0.5797428488731384, -0.14391985535621643, -0.041463788598775864, -0.0014910491881892085, -0.4627624452114105, -0.3640977740287781, 0.25346341729164124, -0.18667487800121307, -0.3476981818675995, 0.3214517831802368, -0.1303444653749466, -0.05572431907057762, -0.4187563955783844, 0.017030254006385803, -0.3409936726093292, -0.22080667316913605, 0.6005170941352844, 0.25109967589378357, -0.09028425812721252, 0.20903007686138153, 0.3729085922241211, 0.11725743114948273, -0.31373339891433716, 0.19084104895591736, -0.050801124423742294, 0.10496865212917328, 0.3212474286556244, 0.32967621088027954, -0.12145036458969116, 0.13790380954742432, 0.550748348236084, -0.2794937193393707, 0.38761553168296814, 0.08771784603595734, 0.6990702152252197, -0.10506460070610046, 0.5985398292541504, 0.0543697327375412, 0.5222185850143433, 0.44262421131134033, -0.1159411072731018, 0.000059180463722441345, 0.44347816705703735, -0.6700525283813477, 0.5358251929283142, 0.20885369181632996, -0.4371906816959381, 0.13574978709220886, 0.06152484193444252, 0.18769696354866028, 0.5356995463371277, -0.03761959448456764, 0.10843714326620102, -0.7211986184120178, -0.9284792542457581, 0.12224574387073517, 0.31430599093437195, 0.31769394874572754, -0.30536288022994995, -0.1683330535888672, -0.12288623303174973, -0.015502202324569225, 0.1274847686290741, -0.5342064499855042, -0.27709972858428955, -0.10646910965442657, 0.1143103614449501, -0.05061317980289459, -0.016748612746596336, 0.1249953880906105, 0.20713429152965546, 0.18827787041664124, 0.09498724341392517, -0.13183321058750153, -0.3757467567920685, 0.3866882026195526, 0.18981902301311493, -0.2053256332874298, 0.08559111505746841, 0.12812721729278564, -0.03053956665098667, -0.6046265363693237, 0.47339507937431335, 0.31899091601371765, 0.3900894522666931, 0.23303692042827606, 0.05577211454510689, -0.38156095147132874, 0.35788530111312866, 0.0047203958965837955, -0.3372440040111542, -0.16335386037826538, 0.14994750916957855, 0.08545701950788498, 0.13200020790100098, 0.15526831150054932, 0.5243955850601196, -0.11351799219846725, 0.053761743009090424, 0.011873499490320683, 0.5691540837287903, 0.07521086186170578, -0.5265241265296936, -0.5240185856819153, 0.07724557816982269, 0.41602838039398193, -0.16223092377185822, 0.36475899815559387, 0.20770305395126343, -0.1422390639781952, -0.46701571345329285, 0.5380086302757263, -0.37141942977905273, 0.23492346704006195, -0.21360312402248383, -0.08328031748533249, -0.13214412331581116, 0.136253222823143, 0.6507689952850342, -0.2710180878639221, -0.03391558304429054, -0.2764321565628052, -0.05923844501376152, -0.3848072588443756, 0.281434029340744, 0.08254364877939224, -0.04262170568108559, 0.25758567452430725, 0.30212774872779846, 0.6048046350479126, -0.11742670834064484, -0.4835605323314667, -0.25284343957901, 0.06410446017980576, 0.17279300093650818, -0.3078208267688751, 0.06902119517326355, 0.26839107275009155, 0.38742414116859436, -0.026030205190181732, -0.7289812564849854, -0.49240434169769287, 0.18062067031860352, -0.06730906665325165, -0.3945183753967285, -0.27811282873153687, 1.000024437904358, -0.04538485035300255, -0.142983078956604, -0.4179249703884125, -0.037730373442173004, 0.15894131362438202, 0.1207350343465805, 0.07590567320585251, -0.47108194231987, -0.014263022691011429, -0.3044308125972748, 0.11569209396839142, -0.14720168709754944, -0.6986913084983826, -0.19851762056350708, -0.5916728973388672, -0.7474184036254883, -0.1169416680932045, -0.017817864194512367, 0.14308924973011017, -0.18421027064323425, 0.1275731772184372, -0.22033752501010895, -0.05572554096579552, -0.47594133019447327, -0.691673994064331, -0.39170023798942566, 0.10190173983573914, 0.13012656569480896, -0.4610876441001892, 0.08239585161209106, -0.05640660971403122, -0.17514726519584656, 0.07989814132452011, -0.22041767835617065, 0.5941931009292603, -0.44142767786979675, 0.3823989927768707, -0.2210548371076584, -0.40524229407310486, -0.1269681602716446, -0.0833800882101059, -0.03584303334355354, -0.398815393447876, -0.22817611694335938, -0.05429862067103386, 0.12981070578098297, 0.5550983548164368, 0.6127963662147522, -0.29650840163230896, 0.33600670099258423, 0.5078250765800476, 0.08612696081399918, -0.18681634962558746, 0.18827742338180542, -0.11004118621349335, 0.359424352645874, -0.03169097751379013, -0.19051654636859894, 0.4941847026348114, -0.44339707493782043, -0.0302053801715374, 0.46139320731163025, 0.37037017941474915, 0.22873049974441528, 0.39185935258865356, 0.5235024690628052, 0.180175319314003, 0.7335281372070312, -0.2674965560436249, -0.6313629150390625, 0.29896125197410583, -0.19735205173492432, -0.17418591678142548, -0.1186162531375885, 0.5752987265586853, 0.34023135900497437, -0.08246348798274994, -0.0883660614490509, 0.585813581943512, 0.1768312156200409, 0.06463678181171417, -0.3243264853954315, -0.23231880366802216, -0.08710504323244095, -0.17581816017627716, 0.09748954325914383, 0.5595995187759399, -0.13912959396839142, 0.20230217278003693, -0.27700701355934143, 0.3281702995300293, 0.025362884625792503, 0.6474537253379822, 0.07598927617073059, 0.41327759623527527, 0.4130902588367462, 0.10877897590398788, 0.15195341408252716, -0.53016197681427, -0.6954634785652161, -0.18705685436725616, 0.7449707388877869, -0.24880047142505646, -0.2559291422367096, 0.01707843877375126, 0.5523568391799927, 0.19936826825141907, 0.3079017698764801, 0.18097488582134247, 0.18161581456661224, 0.28630566596984863, 0.28842952847480774, -0.29077377915382385, 0.41556549072265625, 0.013838591054081917, -0.2410401552915573, -0.05939887464046478, 0.02713734284043312, 0.2283906787633896, -0.3089011311531067, -0.5745285153388977, 0.13619117438793182, -0.02686106041073799, -0.12401652336120605, 0.19116392731666565, 0.0042989482171833515, -0.06203727051615715, -0.27515026926994324, 0.24894461035728455, 0.44483697414398193, -0.07728838920593262, 0.19326944649219513, 0.154000923037529, -0.02823132835328579, 0.017359446734189987, -0.2415098398923874, -0.3108283281326294, 0.012333790771663189, 0.5463370680809021, -0.16219662129878998, -0.2235506772994995, -0.04028035327792168, -0.042897675186395645, 0.6187893748283386, 0.1759105622768402, 0.09122773259878159, -0.4587649405002594, -0.056846536695957184, 0.45483261346817017, -0.5109789967536926, -0.017474152147769928, -0.2879399061203003, 0.1149037703871727, -0.21305368840694427, 0.5440456867218018, 0.030067263171076775, 0.2732708752155304, -0.19991588592529297, 0.26825153827667236, -0.007857167162001133, -0.04511323943734169, 0.061520569026470184, -0.08972164243459702, -0.12296038866043091, -0.5381829738616943, 0.24132627248764038, -0.7494043111801147, 0.2425708919763565, 0.20015689730644226, 0.009183544665575027, 0.18391232192516327, -0.2666313946247101, -0.16738666594028473, 0.2899527847766876, 0.1589854508638382, -0.17284166812896729, -0.24878130853176117, -0.3290294408798218, 0.6727048754692078, -0.21906693279743195, 0.1360325664281845, 0.2635868191719055, 0.26383480429649353, -0.39664822816848755, -0.5522328019142151, -0.2798594534397125, -0.08132685720920563, -0.047854915261268616, 0.4081006348133087, 0.4805022180080414, 0.008792325854301453, -0.3041114807128906, -0.06146729737520218, -0.4277803897857666, 0.9438472986221313, 0.10042857378721237, 0.46200239658355713, -0.12699145078659058, -0.3334827423095703, -0.3402496874332428, 0.46871694922447205, 0.10076984018087387, -0.15438371896743774, -0.21993888914585114, -0.043707989156246185 ]
Build your own Restricted Artem Oppermann https://towardsdatascience.com/deep-learning-meets-physics-restricted-boltzmann-machines-part-ii-4b159dce1ffb
Deep Learning meets Physics: Restricted Boltzmann Machines Part II
[ -0.1529300957918167, 0.11773897707462311, 0.28834179043769836, 0.19610437750816345, 0.08153949677944183, -0.36700761318206787, 0.030662233009934425, -0.3273252546787262, -0.3013838231563568, 0.08492578566074371, -0.7668555974960327, -0.17136986553668976, -0.01623050682246685, 0.018753862008452415, 0.7485558986663818, -0.017711102962493896, -0.024269457906484604, -0.599169909954071, -0.7762320637702942, -0.04945750907063484, 0.16176937520503998, -0.5549004077911377, 0.44796380400657654, 0.17926663160324097, -0.1837463229894638, -0.035648271441459656, 0.6788404583930969, -0.21519090235233307, -0.18304979801177979, 0.2749229073524475, -0.5111412405967712, 0.10161125659942627, 0.3614223301410675, -0.1100551038980484, 0.14462313055992126, 0.029889261350035667, -0.2901006042957306, -0.026230111718177795, -0.08588007837533951, -0.27527010440826416, 0.11733045428991318, 0.3870825469493866, -0.008577918633818626, 0.02689092978835106, -0.16485604643821716, -0.08987130224704742, -0.8107255697250366, -0.20079335570335388, -0.5987788438796997, -0.38681551814079285, 0.11369162797927856, 0.26994505524635315, 0.02646857500076294, 0.6765961050987244, -0.10281476378440857, -0.1477685421705246, -0.07205645740032196, -0.45258352160453796, -0.005602828226983547, -0.10808441042900085, 0.19280220568180084, 0.5884100794792175, -0.36029189825057983, 0.5229683518409729, 0.1785631775856018, 0.5084166526794434, 0.10688913613557816, 0.22053153812885284, -0.4002671241760254, -0.06194900721311569, 0.06735509634017944, -0.10518653690814972, -0.08536430448293686, 0.3251118063926697, 0.15677684545516968, -0.20889697968959808, 0.8107888102531433, -0.012959785759449005, 0.08212797343730927, 0.1482614427804947, -0.04272393882274628, -0.13363470137119293, 0.3040715754032135, 0.47907769680023193, 0.3762654960155487, -0.425231009721756, -0.27403098344802856, 0.10185155272483826, -0.3635590970516205, 0.1397581845521927, -0.22423994541168213, -0.5375736951828003, 0.18447504937648773, -0.3886614143848419, 0.6193705797195435, 0.521481990814209, 0.7061253786087036, 0.04469357430934906, -0.17122232913970947, 0.33792996406555176, -0.49937885999679565, 0.2075735628604889, -0.6936390399932861, -0.6181550025939941, -0.3244471848011017, -0.10163465142250061, -0.613832414150238, -0.2907852530479431, -0.3341068625450134, 0.6090216040611267, -0.8375647068023682, 0.13803927600383759, -0.08099187910556793, -0.10678853839635849, -0.4564071297645569, 0.4587351977825165, 0.08056503534317017, -0.631939172744751, 0.16520927846431732, 0.006795120891183615, -0.17384245991706848, 0.7586264610290527, 0.16084812581539154, 0.37604445219039917, 0.18773253262043, -0.11503930389881134, 0.1778990924358368, 0.4987604022026062, -0.24116942286491394, 0.4311336278915405, 0.5676608681678772, 0.5910434126853943, 0.6974707841873169, -0.17165227234363556, 0.21548418700695038, -0.27634087204933167, 0.3609110116958618, 0.3486632704734802, -0.4654757082462311, 0.2952195405960083, 0.1412830501794815, -0.12790969014167786, -0.2950074076652527, 0.4844038486480713, -0.4884880483150482, 0.022659428417682648, 0.1868850439786911, 0.37396004796028137, -0.3809926509857178, -0.30423349142074585, -0.39547574520111084, 0.32490435242652893, -0.2391752302646637, -0.307492733001709, -0.21433719992637634, 0.6456255316734314, 0.46849825978279114, -0.12474402040243149, 0.38156336545944214, 0.12206504493951797, -0.15106342732906342, -0.19395197927951813, -0.3613090217113495, 0.1610993593931198, 0.7487707138061523, 0.15042473375797272, 0.1350712925195694, 0.00272928923368454, -0.17101214826107025, 0.04470641538500786, 0.0357414074242115, -0.19717684388160706, 0.4379451274871826, -0.5083563327789307, 0.16165301203727722, -0.30079954862594604, 0.6141833662986755, 0.350078821182251, 0.30177032947540283, -0.1487889140844345, -0.5669142603874207, -0.561613917350769, -0.128522127866745, 0.2875806391239166, 0.34430429339408875, -0.3214681148529053, 0.4050835072994232, 0.0037563208024948835, -0.04926994815468788, 0.3425109386444092, -0.4754674434661865, 0.33292800188064575, 0.4799399673938751, -0.615837037563324, 0.7451817989349365, 0.31055888533592224, -0.06796325743198395, 0.664659857749939, -0.11657999455928802, 0.3061065673828125, -0.0981307178735733, -0.22951215505599976, 0.1022949144244194, -0.05954771861433983, -0.018386531621217728, -0.23855072259902954, -0.11823346465826035, 0.11300674080848694, 0.057307541370391846, 0.2718472182750702, 0.17346954345703125, 0.02456364966928959, 0.08628220111131668, -0.2813909947872162, -0.4439757466316223, 0.21752101182937622, -0.011547476053237915, -0.14228250086307526, 0.5160025954246521, 0.4126341938972473, 0.5231922268867493, -0.29670172929763794, 0.34516963362693787, 0.02801600471138954, 0.16318941116333008, 0.78172367811203, 0.5419870018959045, 0.24885375797748566, 0.47528544068336487, -0.10939320176839828, -0.5092589855194092, -0.28126686811447144, 0.510521650314331, -0.07421023398637772, 0.4364863336086273, -0.07145878672599792, -0.14219659566879272, -0.6658100485801697, 0.3679051399230957, -0.3890678882598877, -0.21796530485153198, 0.12030256539583206, 0.03193017095327377, 0.29197895526885986, -0.0652705729007721, 0.1442173421382904, 0.10538129508495331, 0.3632780909538269, -0.14287638664245605, 0.10207950323820114, 0.26469117403030396, 0.5894404649734497, -0.4678964912891388, -0.5048495531082153, -0.20854556560516357, 0.09259849786758423, -0.47635895013809204, -0.16880406439304352, -0.07135693728923798, 0.40789681673049927, -0.48250725865364075, 0.10083877295255661, 0.09599293768405914, 0.36082515120506287, -0.1267096847295761, -0.7250403761863708, 0.3161626160144806, -0.34091484546661377, 0.19429491460323334, 0.30613434314727783, 0.222359761595726, -0.06088388338685036, -0.3304084539413452, -0.2916879653930664, -0.24896906316280365, -0.4318046569824219, -0.1310189962387085, 0.1771998405456543, -0.11143668740987778, -0.5105838179588318, 0.3221125900745392, 0.1272725909948349, -0.33991947770118713, 0.1352352648973465, -0.497525155544281, 0.21114052832126617, 0.026826856657862663, -0.22355863451957703, -0.242293581366539, -0.14283788204193115, -0.07821056991815567, 0.5362066030502319, -0.6286525726318359, -0.1851675659418106, 0.10419652611017227, 0.5553534030914307, -0.5144231915473938, -0.23482763767242432, 0.29018187522888184, -0.35154199600219727, -0.8685122728347778, 0.4192974269390106, -0.054406553506851196, 0.012546030804514885, 0.11695262789726257, -0.2943824231624603, -0.42251139879226685, -0.2507227063179016, -6.188884735107422, 0.0922798439860344, -0.6257630586624146, 0.10323882102966309, -0.1715313196182251, 0.33297812938690186, 0.2357063591480255, 0.062363214790821075, -0.7791962623596191, -0.21117818355560303, -0.5232950448989868, -0.3938784599304199, -0.10391508042812347, 0.8127656579017639, -0.023878632113337517, 0.8301305770874023, 0.25877079367637634, 0.1273478865623474, 0.1339472532272339, 0.10968176275491714, -0.17453840374946594, -0.18082329630851746, -0.18470968306064606, -0.25074297189712524, 0.3987646996974945, -0.132466122508049, -0.5868843793869019, 0.19760902225971222, -0.7053834199905396, -0.1408763825893402, 0.2119835466146469, -0.21151044964790344, -0.9471593499183655, 0.32872578501701355, 0.10176070034503937, 0.22721929848194122, -0.12204501032829285, 0.28728872537612915, 0.38565295934677124, -0.0372748002409935, 0.1765330731868744, -0.0052959914319217205, -0.16813907027244568, -0.08224692195653915, 0.2749202847480774, -0.5251330137252808, -0.1952197551727295, 0.18063025176525116, -0.13616041839122772, -0.04977128654718399, 0.19237449765205383, -0.035343900322914124, 0.057165756821632385, 0.2498626857995987, -0.07285164296627045, -0.3321978449821472, -0.0004484087403398007, 0.5254366993904114, -0.03261280059814453, 0.3106237053871155, -0.361364483833313, -0.36134177446365356, -0.33742964267730713, -0.5552868843078613, -0.6158848404884338, -0.024284137412905693, -0.7536098957061768, -1.059211015701294, 0.09656725078821182, 0.4435877203941345, -0.8874996900558472, 0.41466060280799866, -0.13338162004947662, -0.8568406105041504, 0.15227967500686646, -0.07025357335805893, -0.722416877746582, -0.2694132626056671, 0.269440621137619, 0.1309596598148346, -0.06217833235859871, -0.2952241003513336, -0.3259297311306, 0.20221683382987976, 0.259022057056427, -0.21936842799186707, 0.12906481325626373, 0.026952343061566353, 0.38075095415115356, 0.1446152627468109, 0.01893557980656624, 0.18694186210632324, 0.18713493645191193, -0.31386804580688477, 0.317307710647583, -0.390565425157547, -0.3547428846359253, 0.2701264023780823, 0.10869581997394562, 0.3915359675884247, -0.12353841215372086, -0.540427029132843, -0.7600859999656677, -0.6657031178474426, -0.12322892248630524, 0.39212700724601746, -0.038234904408454895, -0.1595287173986435, 0.4788456857204437, 0.10846291482448578, -0.18725334107875824, 0.07849133014678955, -0.47645625472068787, -0.37240904569625854, 0.22259335219860077, -0.2662287652492523, -0.4685603976249695, 0.26407331228256226, -0.13905715942382812, -0.007259239908307791, -0.44076457619667053, 0.22336460649967194, -0.13905183970928192, -0.19597090780735016, 0.46337467432022095, 0.2588205337524414, 0.15371568500995636, 0.24556291103363037, 0.4593890607357025, 0.3192442059516907, -0.42437419295310974, 0.3341023921966553, 0.005338761955499649, 0.027731455862522125, 0.20735196769237518, 0.42540282011032104, -0.21018099784851074, 0.13264140486717224, 0.6018513441085815, -0.3602181673049927, 0.31279271841049194, 0.0021184436045587063, 0.7866153120994568, -0.10864276438951492, 0.5665745139122009, 0.08532310277223587, 0.6676591634750366, 0.42976686358451843, 0.04639387130737305, -0.1592869758605957, 0.41494348645210266, -0.750399112701416, 0.45247456431388855, 0.271651029586792, -0.38623762130737305, -0.02315918169915676, -0.031294871121644974, 0.2798175513744354, 0.6075543165206909, 0.0452120415866375, 0.21278400719165802, -0.7292441129684448, -0.8579978346824646, 0.07458440959453583, 0.3370412588119507, 0.29269134998321533, -0.29946112632751465, -0.23824536800384521, -0.2982899248600006, -0.04876085743308067, 0.26568466424942017, -0.5240642428398132, -0.07045195251703262, 0.18618203699588776, 0.18816271424293518, -0.25271570682525635, 0.04572436958551407, 0.04178597033023834, 0.14587333798408508, 0.24839051067829132, 0.13274307548999786, -0.3879391551017761, -0.4567325711250305, 0.5387508273124695, 0.11240696907043457, -0.36253246665000916, 0.12738530337810516, 0.2414996474981308, 0.04162156954407692, -0.649436891078949, 0.3433859646320343, 0.10963387042284012, 0.3989158868789673, 0.3458949625492096, 0.22195449471473694, -0.5528939962387085, 0.4217061698436737, 0.2635438144207001, -0.17356185615062714, -0.23967717587947845, -0.18291665613651276, 0.14136849343776703, -0.0116610461845994, 0.029614994302392006, 0.49054571986198425, -0.11497291177511215, -0.020746873691678047, -0.16729405522346497, 0.49661123752593994, -0.0362643301486969, -0.6374472975730896, -0.5313217639923096, 0.20246928930282593, 0.31724652647972107, -0.35238516330718994, 0.4313183128833771, 0.21545274555683136, 0.009269027970731258, -0.42011216282844543, 0.5023079514503479, -0.2689193785190582, 0.324078768491745, -0.2237069010734558, 0.05231865495443344, -0.1215425357222557, 0.4046469032764435, 0.4029305875301361, -0.22630636394023895, 0.05671997368335724, -0.436350554227829, 0.16904830932617188, -0.2507801949977875, 0.2033959925174713, -0.16262798011302948, 0.006535849533975124, 0.09554867446422577, 0.48735296726226807, 0.7712776064872742, -0.2835257351398468, -0.3995743989944458, -0.08786420524120331, 0.04261677712202072, 0.125228613615036, -0.2264096736907959, -0.08755670487880707, 0.10647470504045486, 0.06695473194122314, -0.21368056535720825, -0.8794301152229309, -0.36019742488861084, 0.1558901071548462, 0.03805553540587425, -0.437228262424469, -0.4938346743583679, 1.271577000617981, 0.009172403253614902, -0.12914083898067474, -0.3246269226074219, 0.012913997285068035, 0.25996559858322144, 0.10414555668830872, 0.22011107206344604, -0.4500179886817932, 0.0920698419213295, -0.30377325415611267, 0.1320975124835968, 0.1116730272769928, -0.6560989022254944, -0.22991564869880676, -0.6475900411605835, -0.6501436829566956, -0.036139216274023056, -0.1403605341911316, -0.05462619289755821, -0.12287633121013641, 0.26489394903182983, -0.2681891918182373, -0.1042085513472557, -0.3930240273475647, -0.6312907934188843, -0.2792205810546875, -0.034604959189891815, 0.3604584336280823, -0.4989915192127228, -0.12298720329999924, -0.00011900895333383232, -0.09324159473180771, 0.08400540053844452, -0.3632497787475586, 0.6733976006507874, -0.2732890546321869, 0.040040917694568634, -0.12142632156610489, -0.32740581035614014, -0.13118700683116913, 0.02062380127608776, -0.07552278786897659, -0.5371283292770386, -0.24217668175697327, -0.026884347200393677, 0.19384822249412537, 0.6389608979225159, 0.7457543015480042, -0.3470548987388611, 0.3017289638519287, 0.5819329023361206, 0.09814798831939697, -0.3086683452129364, 0.06384266167879105, -0.05717930197715759, 0.051848459988832474, -0.06468315422534943, -0.17280632257461548, 0.43998563289642334, -0.5702916383743286, -0.024133935570716858, 0.45741748809814453, 0.48385360836982727, 0.13418437540531158, 0.11025787889957428, 0.45421066880226135, -0.15881475806236267, 0.7792602777481079, -0.25357773900032043, -0.5118495225906372, 0.27942898869514465, -0.0849408283829689, -0.26353728771209717, -0.06831511110067368, 0.36870357394218445, 0.48412981629371643, -0.1252465397119522, 0.04034557566046715, 0.4856838881969452, 0.03199579194188118, 0.157381072640419, -0.4201088547706604, -0.06391018629074097, -0.27640360593795776, -0.24341444671154022, 0.002359050326049328, 0.6707538366317749, -0.2006710320711136, 0.2210591584444046, -0.2251032590866089, 0.33738818764686584, -0.06952998042106628, 0.5565454363822937, 0.23530536890029907, 0.4041784703731537, 0.49372953176498413, -0.044068530201911926, -0.15501569211483002, -0.258478045463562, -0.6534829139709473, 0.016079099848866463, 0.8354289531707764, -0.41459891200065613, -0.1186908408999443, 0.18081529438495636, 0.5827609896659851, 0.3537605404853821, 0.2800750732421875, 0.49862557649612427, 0.03647572919726372, 0.15206262469291687, 0.01486289408057928, -0.1998521238565445, 0.46331164240837097, 0.04099518060684204, -0.11729146540164948, -0.05666471645236015, -0.11711081862449646, -0.013031424023211002, -0.1046842709183693, -0.5910553932189941, 0.15420067310333252, -0.06339691579341888, 0.033012863248586655, 0.16676905751228333, -0.007215173449367285, -0.1671469509601593, -0.2834503650665283, 0.07234558463096619, 0.5969412326812744, 0.009328470565378666, 0.3283945322036743, 0.056064706295728683, 0.12014489620923996, 0.15400904417037964, -0.23216958343982697, -0.3566165864467621, -0.03648149594664574, 0.35039058327674866, -0.34907200932502747, -0.22258517146110535, 0.037488359957933426, -0.2078407257795334, 0.5932859778404236, 0.2692524790763855, 0.2964986264705658, -0.5476502180099487, -0.08927718549966812, 0.23428267240524292, -0.2604251205921173, 0.1508263796567917, -0.3884772062301636, -0.08265121281147003, -0.18344591557979584, 0.5835228562355042, 0.0575544573366642, 0.2206004559993744, -0.26995131373405457, 0.36450496315956116, -0.06395234167575836, 0.22251833975315094, 0.003045519581064582, -0.0691213458776474, -0.009778227657079697, -0.3309198319911957, 0.38877391815185547, -0.7760018706321716, 0.228262796998024, 0.26601049304008484, 0.07638449966907501, 0.15416614711284637, -0.2398076057434082, -0.21783111989498138, 0.4874524176120758, 0.08120371401309967, -0.0325099341571331, -0.1860925406217575, -0.11979654431343079, 0.7377899289131165, -0.30824410915374756, 0.13457277417182922, 0.2511463165283203, -0.025962883606553078, -0.5252284407615662, -0.38024649024009705, -0.18659962713718414, -0.04593817889690399, -0.11721684038639069, 0.46115168929100037, 0.5938991904258728, -0.04784331098198891, -0.4188169538974762, -0.12699835002422333, -0.3625108301639557, 0.7629914283752441, 0.176819309592247, 0.7329140305519104, -0.14986902475357056, -0.30208343267440796, -0.3778189420700073, 0.5296033620834351, -0.030657967552542686, -0.19431684911251068, -0.12393058836460114, -0.13891743123531342 ]
Code for this project can be found on: Github.This article can also be found on my website here. Moataz Elmasry https://towardsdatascience.com/deep-learning-on-car-simulator-ff5d105744aa
Deep Learning on Car Simulator
[ -0.12968569993972778, 0.1257224977016449, 0.1761460155248642, 0.08695900440216064, 0.3390308618545532, -0.34982621669769287, -0.012596004642546177, -0.19589228928089142, 0.20221856236457825, -0.04050479084253311, -0.2991068661212921, 0.16682957112789154, 0.41427552700042725, 0.08360957354307175, 0.1714210957288742, 0.2637697458267212, 0.10229702293872833, -0.09160355478525162, -0.05446115881204605, 0.165765181183815, -0.45100316405296326, -0.7150404453277588, 0.8502780795097351, 0.22643260657787323, -0.2735494077205658, -0.10698973387479782, 0.9204058647155762, 0.17869678139686584, -0.12422959506511688, 0.18757064640522003, 0.0776083692908287, 0.4140126705169678, 0.3733087480068207, -0.33237239718437195, -0.21055498719215393, -0.3111943304538727, -0.3191385567188263, -0.07129134237766266, 0.025183387100696564, -0.4174768626689911, -0.3565061092376709, 0.16019690036773682, -0.35992854833602905, 0.38604938983917236, -0.18855002522468567, -0.2671361267566681, -1.0344717502593994, -0.04469841346144676, -0.28952133655548096, -0.2436743527650833, -0.17634756863117218, 0.1469152271747589, 0.14407417178153992, 0.13138820230960846, 0.015353490598499775, 0.15066084265708923, -0.33769935369491577, -0.6415677666664124, 0.1798885464668274, -0.17053765058517456, 0.5532678365707397, 0.7689766883850098, -0.034414783120155334, 0.42131784558296204, 0.3092864155769348, 0.05465669184923172, -0.0569261834025383, 0.3022516369819641, -0.4680047929286957, 0.07013607025146484, -0.029784975573420525, 0.3520825505256653, -0.39075860381126404, -0.04001505300402641, 0.16190007328987122, 0.020217418670654297, 0.6113608479499817, 0.2726651728153229, 0.40984266996383667, 0.13589473068714142, -0.007979918271303177, -0.09058761596679688, 0.47478771209716797, 0.20958764851093292, 0.10693947970867157, 0.17044402658939362, -0.10255195945501328, -0.13707943260669708, -0.5948562026023865, 0.08638929575681686, -0.2838406264781952, 0.10854598879814148, -0.04065098240971565, -0.17235341668128967, 0.37678465247154236, 0.32251670956611633, 0.39828893542289734, 0.09589965641498566, 0.05169050395488739, 0.5368980765342712, -0.21712611615657806, 0.14587756991386414, -0.6833344101905823, -0.3856864273548126, -0.330101877450943, 0.5403802990913391, -0.5282902717590332, -0.38773176074028015, -0.5734279751777649, 0.4383367598056793, -0.6114702820777893, 0.5328623652458191, 0.2288144826889038, -0.1837940514087677, -0.6343352198600769, 0.2182072550058365, -0.21658767759799957, -0.07060720026493073, -0.1408633291721344, 0.19042012095451355, -0.40497082471847534, 0.6223756670951843, 0.17556552588939667, 0.1324891448020935, 0.2518414258956909, 0.5359863638877869, -0.013954301364719868, 0.6509448885917664, -0.13813622295856476, 0.7682071924209595, 1.0261473655700684, -0.03517600893974304, 0.24358269572257996, -0.025347772985696793, 0.13026055693626404, -0.5468137264251709, 0.029050270095467567, -0.2790447175502777, 0.461947500705719, 0.16995301842689514, -0.36724257469177246, -0.48691263794898987, -0.4147634208202362, -0.24013100564479828, -0.27019017934799194, 0.10281369835138321, 0.14944906532764435, 0.7138382196426392, -0.4449842870235443, -0.23992975056171417, -0.17559975385665894, 0.33722183108329773, -0.9798440933227539, -0.42127084732055664, 0.24967609345912933, 0.5634146928787231, -0.205313578248024, -0.12117087095975876, 0.01506343949586153, 0.22545020282268524, -0.3600922226905823, -0.1618017703294754, -0.2693019211292267, 0.07826844602823257, 0.4856939911842346, 0.2677827477455139, 0.08812005072832108, 0.06755606085062027, 0.004783894866704941, -0.08456355333328247, -0.19895897805690765, -0.33023467659950256, 0.43874481320381165, -0.5810691714286804, 0.16034485399723053, -0.2136390060186386, 0.4746984541416168, -0.42324236035346985, 0.29466626048088074, 0.315384179353714, -0.5127626061439514, -0.1304955929517746, 0.2568194568157196, 0.20214077830314636, -0.033965736627578735, -0.047337859869003296, 0.29512444138526917, -0.25185900926589966, -0.05924566835165024, -0.16448915004730225, -0.3384367525577545, 0.012377334758639336, 0.3691088855266571, -0.6206853985786438, 0.8470856547355652, 0.3249875009059906, 0.033899951726198196, 0.536381721496582, 0.08960111439228058, 0.5384936928749084, 0.13437163829803467, -0.1767539083957672, 0.37326598167419434, -0.06522747129201889, -0.2766883969306946, -0.24360640347003937, -0.0483853854238987, -0.08676455169916153, 0.053294066339731216, 0.2830958366394043, 0.39733999967575073, -0.15192851424217224, 0.2775512635707855, -0.25282350182533264, -0.03211396187543869, 0.049654681235551834, -0.14900146424770355, 0.1886415034532547, 0.3607899248600006, 0.4415908455848694, 0.33636075258255005, -0.4717775285243988, -0.1856749951839447, 0.18029314279556274, -0.12243620306253433, 0.5281710028648376, 0.17900681495666504, 0.15080952644348145, 0.6000304222106934, -0.10658112168312073, -0.161362886428833, -0.05786996707320213, 0.3080003261566162, -0.46892186999320984, -0.28342732787132263, 0.36815863847732544, -0.3974660336971283, -0.01212841086089611, 0.13302713632583618, -0.10970045626163483, -0.2460014522075653, 0.37103399634361267, -0.2679879069328308, 0.17331473529338837, 0.1730930507183075, -0.2937004566192627, -0.07055696099996567, 0.05429811775684357, 0.014982343651354313, -0.2025657743215561, 0.340899258852005, 0.4717264175415039, 0.09631645679473877, -0.06963963061571121, -0.18341179192066193, 0.23553428053855896, -0.15426772832870483, -0.1316099464893341, -0.34603843092918396, 0.7038658857345581, -0.5094782710075378, 0.6193235516548157, -0.505704402923584, 0.5603417158126831, 0.0374075286090374, -0.822225034236908, 0.231784850358963, -0.2314513623714447, -0.11430707573890686, 0.6921001076698303, 0.2648792564868927, -0.2867332398891449, 0.015534961596131325, 0.05146835744380951, -0.1298731118440628, -0.5382688641548157, 0.25567129254341125, 0.026688428595662117, -0.19072887301445007, -0.34504833817481995, 0.11962807178497314, 0.3152720630168915, 0.13043329119682312, -0.04353394731879234, -0.04262765496969223, -0.1252463310956955, -0.11555776000022888, 0.16942432522773743, -0.11507371813058853, -0.07320519536733627, -0.11622106283903122, 0.12878093123435974, 0.07503484189510345, 0.18896622955799103, 0.10081189125776291, 0.1892862170934677, -0.207697331905365, -0.23546209931373596, -0.026590149849653244, -0.07489053159952164, -0.9243581295013428, 0.5162275433540344, 0.15252280235290527, -0.18122851848602295, 0.22394369542598724, 0.047866836190223694, -0.5719960927963257, -0.13963353633880615, -6.2891764640808105, 0.005699514411389828, -0.9008244276046753, -0.02139514498412609, 0.2626264691352844, 0.1100943461060524, -0.22319722175598145, -0.18300999701023102, -0.22724218666553497, -0.11281982064247131, -0.3017711937427521, -0.11461585760116577, 0.07175573706626892, 0.35635673999786377, -0.14823158085346222, 0.32675403356552124, 0.3757714331150055, 0.07221191376447678, 0.28060272336006165, 0.30427879095077515, -0.3943927586078644, 0.07548311352729797, -0.38779574632644653, 0.5631935000419617, 0.5516246557235718, -0.10072165727615356, -0.4492647051811218, 0.39296236634254456, -0.6042472124099731, 0.0923546776175499, 0.3831499218940735, -0.16623005270957947, -0.6915583610534668, 0.10044240206480026, -0.39101454615592957, 0.2783312201499939, -0.34081557393074036, 0.13945727050304413, 0.31708118319511414, -0.3578091561794281, 0.06716383248567581, -0.1482054740190506, 0.3007756769657135, -0.17634081840515137, 0.39648425579071045, -0.45832425355911255, -0.3487025499343872, 0.36894166469573975, 0.0791974887251854, 0.0677671879529953, -0.0874156653881073, -0.08793781697750092, 0.3580675721168518, 0.14290447533130646, -0.23529301583766937, -0.8779158592224121, 0.3830728232860565, 0.28192853927612305, 0.016585232689976692, 0.5331488251686096, -0.07777842879295349, -0.4612240493297577, -0.38664883375167847, -0.8159128427505493, -0.44477057456970215, -0.24189938604831696, -0.1243620216846466, -0.9587960243225098, -0.25902605056762695, 0.2827862799167633, -0.9361916780471802, 0.03373680263757706, -0.035813987255096436, -0.8305401802062988, 0.5116000771522522, -0.22748905420303345, -0.5204143524169922, -0.3370264768600464, 0.15825486183166504, 0.14447370171546936, -0.020098736509680748, -0.5647146701812744, -0.04748525843024254, 0.1403196007013321, 0.048395875841379166, -0.08883125334978104, 0.0022392249666154385, -0.057808686047792435, 0.2753118872642517, 0.3886886239051819, 0.5354833006858826, -0.2761571407318115, 0.6143394708633423, -0.31497594714164734, 0.06734347343444824, -0.13350661098957062, -0.17610692977905273, 0.6373736262321472, 0.18788506090641022, -0.4664922058582306, 0.46494290232658386, -0.3150409460067749, -0.15877258777618408, -0.2156156599521637, -0.11812769621610641, 0.017169106751680374, 0.16177871823310852, -0.3359197974205017, 0.8507118225097656, 0.0990341529250145, -0.13364478945732117, -0.12413029372692108, -0.5744904279708862, -0.09309419989585876, 0.2686796188354492, -0.0295033510774374, -0.37832775712013245, 0.42162397503852844, 0.20283007621765137, 0.04270158335566521, -0.4091949164867401, -0.3684835135936737, -0.1580863893032074, -0.01842440292239189, 0.6627653241157532, 0.28827381134033203, 0.21962882578372955, -0.13543455302715302, 0.381190687417984, -0.2174280285835266, -0.029512180015444756, 0.08166439086198807, -0.1429319530725479, 0.32080817222595215, -0.09188208729028702, -0.05852537602186203, 0.3072074055671692, 0.006619033869355917, 0.21026845276355743, -0.6183621287345886, 0.4397093951702118, -0.07024890184402466, 0.3969167470932007, -0.06890165060758591, 0.4544394612312317, -0.042346324771642685, 0.31102192401885986, 0.2503975033760071, -0.006815474014729261, 0.0018078078282997012, 0.035933718085289, -0.4746580719947815, -0.11637908965349197, 0.07598543912172318, -0.3516315817832947, 0.21982577443122864, 0.39168861508369446, 0.1370341032743454, 0.09634505957365036, -0.4951778054237366, 0.2996729016304016, -0.6699844002723694, -0.5843719840049744, 0.21713300049304962, 0.21437139809131622, 0.9650328159332275, -0.06864012777805328, -0.3055957555770874, -0.28718051314353943, 0.044145531952381134, 0.1915406584739685, -0.42301905155181885, -0.6005563139915466, -0.23073388636112213, 0.3696116507053375, -0.45495110750198364, 0.11660264432430267, -0.0500275194644928, -0.03594475984573364, 0.31419655680656433, -0.19567839801311493, -0.5989969968795776, -0.16105131804943085, 0.41021034121513367, 0.4331459403038025, -0.07163938134908676, 0.04647105187177658, 0.22158841788768768, 0.1444133073091507, -0.5051761865615845, 0.2491358071565628, 0.061540838330984116, 0.045407772064208984, 0.22724448144435883, 0.32507938146591187, -0.5637646317481995, 0.26209062337875366, 0.2413415163755417, -0.034936558455228806, -0.41386300325393677, 0.2088233083486557, 0.07146929204463959, 0.2591000497341156, 0.7508143186569214, 0.22802463173866272, -0.09507147967815399, 0.46977874636650085, 0.0030335201881825924, 0.12093506753444672, 0.4236108064651489, -0.316959023475647, -0.5351243615150452, 0.2737741470336914, 0.10429085046052933, -0.0595528744161129, 0.007043632213026285, 0.007145376410335302, -0.1449735313653946, -0.4720474183559418, 0.4619419276714325, -0.5120987892150879, -0.035126201808452606, 0.12585769593715668, -0.3813987076282501, -0.4991925358772278, 0.1669190376996994, 0.4295941889286041, -0.4491063058376312, -0.01145232655107975, 0.15250460803508759, 0.20783136785030365, -0.1556493043899536, 0.9422653317451477, 0.23920419812202454, 0.013238885439932346, -0.4397197663784027, 0.2340744137763977, 0.906532883644104, -0.08355852961540222, -0.9165418744087219, -0.5756147503852844, -0.13288938999176025, -0.2451753169298172, -0.3844330906867981, -0.08818086981773376, 0.2869996428489685, -0.17058522999286652, -0.039450351148843765, -0.7237241268157959, 0.1184670478105545, 0.15096308290958405, -0.05583442002534866, -0.541309118270874, -0.053332775831222534, 1.0470695495605469, -0.21650835871696472, 0.007826686836779118, 0.009408111684024334, 0.061932336539030075, 0.15642422437667847, -0.11841731518507004, 0.19043749570846558, -0.2518475353717804, 0.4053786098957062, -0.3337234854698181, -0.27962517738342285, -0.07015310972929001, -0.5368009209632874, 0.16250959038734436, -0.3704162836074829, -0.677196204662323, -0.0218796469271183, 0.1934812068939209, 0.5277824401855469, -0.11769801378250122, 0.009417002089321613, -0.27229341864585876, -0.11062052845954895, -0.17481400072574615, 0.0016935588791966438, -0.45022061467170715, -0.15566372871398926, 0.1019611656665802, -0.2746109068393707, -0.21831057965755463, 0.13637937605381012, 0.004910118877887726, 0.5125361084938049, 0.180375337600708, 0.25256451964378357, -0.3221442699432373, 0.17025873064994812, -0.21150106191635132, 0.1376684606075287, -0.3644659221172333, 0.23242643475532532, -0.002910176757723093, -0.011689453385770321, -0.12914887070655823, -0.36984285712242126, 0.2205643355846405, 0.7816341519355774, 0.6516066789627075, -0.14995898306369781, 0.18766646087169647, 0.5999614596366882, 0.1353623867034912, 0.0806281715631485, 0.08114692568778992, -0.04497969150543213, 0.15750154852867126, 0.2735954523086548, 0.22405466437339783, 0.7418256402015686, -0.029345398768782616, 0.2610487639904022, -0.02533697336912155, 0.2965131103992462, -0.02482493966817856, 0.263033926486969, 0.18252015113830566, -0.10539177805185318, 0.49214062094688416, -0.600601851940155, -0.0585048645734787, 0.3849300444126129, -0.07910378277301788, -0.6061804294586182, 0.26655450463294983, 0.6994644403457642, 0.009482752531766891, -0.19892072677612305, -0.25931277871131897, 0.6991093158721924, 0.012848722748458385, 0.050436969846487045, -0.37743237614631653, -0.15106992423534393, 0.07697150856256485, -0.1732412725687027, 0.20224128663539886, 0.24419371783733368, -0.053160279989242554, -0.036443185061216354, -0.20715276896953583, 0.6629183888435364, -0.015143494121730328, 0.5245211720466614, -0.23581352829933167, 0.1194058284163475, -0.010419322177767754, -0.036411840468645096, 0.3521483540534973, -0.5593903064727783, -0.5140019655227661, -0.18288365006446838, 0.4864632487297058, -0.26891767978668213, -0.17294853925704956, 0.46562570333480835, 0.585196316242218, 0.09930090606212616, 0.835289478302002, 0.17146724462509155, 0.4153517186641693, 0.22884686291217804, 0.18292488157749176, 0.04441939294338226, 0.15157870948314667, 0.3652924597263336, -0.31103837490081787, -0.20105977356433868, -0.06479968130588531, -0.009626556187868118, -0.11082706600427628, -0.18210972845554352, -0.11574814468622208, -0.05315732583403587, -0.13819265365600586, 0.10428157448768616, -0.26297521591186523, -0.20275771617889404, -0.3540836274623871, -0.017133411020040512, 0.14289352297782898, -0.5156576633453369, -0.09941433370113373, 0.25597554445266724, -0.4591887891292572, -0.19233053922653198, -0.07607041299343109, -0.1533282995223999, -0.250183641910553, 0.18101969361305237, -0.35577496886253357, -0.2762613296508789, 0.3841012418270111, -0.015278792008757591, 0.5561442971229553, 0.233392596244812, 0.02710292488336563, -0.23536697030067444, -0.23899014294147491, 0.12031708657741547, -0.38135117292404175, -0.29516950249671936, -0.2244071513414383, 0.12412470579147339, -0.2203526645898819, 0.27353498339653015, -0.11788059771060944, 0.3061922490596771, -0.09733638912439346, 0.10016656666994095, -0.2608531415462494, 0.09080889075994492, 0.21837179362773895, -0.03327181190252304, -0.21363398432731628, -0.29014119505882263, 0.4481610953807831, -0.22495460510253906, 0.004825785290449858, 0.10508350282907486, 0.005658462177962065, 0.29110774397850037, -0.5032733678817749, 0.2604975402355194, -0.3501686453819275, -0.026085594668984413, -0.09377231448888779, -0.6729527711868286, -0.2737677991390228, 0.559302031993866, -0.39613211154937744, -0.06535620987415314, 0.4691436290740967, -0.2331521213054657, -0.3426014482975006, -0.1996546983718872, -0.25836098194122314, -0.1615513116121292, 0.367046982049942, 0.48227018117904663, -0.24922727048397064, -0.10658159852027893, -0.4510131776332855, -0.02505115047097206, -0.31299129128456116, 0.5381062626838684, 0.0601804256439209, 0.35994791984558105, -0.07381093502044678, -0.2652411162853241, -0.09498012065887451, 0.29466745257377625, -0.15820547938346863, -0.6497942209243774, -0.44698870182037354, -0.14097681641578674 ]
So you want a cheaper solution for running your deep learning code. AWS is reaming you with about 1K/month in bills, but your business logic really needs that deep learning magic. Worse yet, you cant just call an API to make it all go Daniel Shapiro, PhD https://towardsdatascience.com/deep-learning-on-the-digitalocean-stack-not-quite-yet-5c408e7d1a41
Deep Learning on the DigitalOcean Stack? Not Quite Yet
[ -0.012878340668976307, -0.06981784105300903, -0.10876357555389404, 0.3472267687320709, 0.20569336414337158, -0.19345742464065552, -0.36391156911849976, 0.1686030775308609, -0.167276069521904, 0.20188094675540924, -0.24824301898479462, 0.12054937332868576, 0.3393087089061737, 0.03612494096159935, 0.048443447798490524, 0.051474060863256454, 0.3887677788734436, -0.2897891402244568, -0.21570022404193878, -0.044685330241918564, -0.5228928923606873, -0.41024717688560486, 0.6730605959892273, -0.2540338635444641, -0.07870781421661377, -0.12673455476760864, 0.23377332091331482, 0.016916511580348015, -0.42783981561660767, 0.22548173367977142, -0.5004338026046753, 0.2925414443016052, 0.189485564827919, 0.039334215223789215, -0.3146480917930603, -0.03300207108259201, -0.4473390579223633, -0.10611623525619507, 0.17551551759243011, -0.42465493083000183, -0.16077537834644318, 0.23688912391662598, -0.28664088249206543, 0.12719878554344177, -0.015241919085383415, -0.39764684438705444, -1.3260128498077393, -0.045623574405908585, -0.6113336086273193, -0.13800263404846191, -0.25943464040756226, 0.1827286034822464, 0.21920740604400635, -0.09356379508972168, -0.430266797542572, -0.12420015037059784, -0.21409237384796143, -0.3369307518005371, -0.10372143238782883, -0.26023319363594055, 0.07436729222536087, 0.2485310137271881, -0.40793508291244507, 0.03757452964782715, 0.4061892628669739, -0.0974464863538742, 0.21008791029453278, 0.29508134722709656, -0.6497214436531067, 0.0028089990373700857, 0.1918717920780182, 0.22903530299663544, -0.10224062204360962, 0.10031219571828842, 0.00351695716381073, -0.32944440841674805, 0.5107421278953552, 0.46725597977638245, 0.13673092424869537, -0.0798005610704422, -0.37012431025505066, 0.18823784589767456, 0.37569501996040344, 0.11974278837442398, 0.3260093033313751, -0.036113571375608444, -0.32454779744148254, 0.20950976014137268, -0.5094469785690308, -0.10603761672973633, -0.3793655037879944, -0.3697340488433838, 0.3502585291862488, -0.19308018684387207, 0.10295416414737701, 0.19130514562129974, 0.13438010215759277, 0.5161821842193604, -0.29800981283187866, 0.4066914916038513, -0.5687420964241028, -0.2102610021829605, 0.26008450984954834, -0.48320457339286804, -0.28249138593673706, 0.2361154705286026, -0.08671236783266068, -0.23030278086662292, -0.2220880091190338, 0.3326775133609772, -0.3198646306991577, 0.30540141463279724, 0.09857483208179474, 0.1632654219865799, -0.08208539336919785, 0.8321012854576111, 0.29673460125923157, -0.1110127791762352, -0.2895098924636841, -0.3448023200035095, -0.2853386700153351, 0.8825472593307495, 0.06981376558542252, -0.08302667737007141, 0.4784797430038452, 0.16359677910804749, -0.1701429933309555, 0.32431119680404663, 0.005332457832992077, 0.23707473278045654, 0.46158429980278015, 0.40447860956192017, 0.1794598549604416, -0.05393655225634575, -0.12939706444740295, -0.15045757591724396, -0.04557402804493904, -0.002380083315074444, 0.3914833068847656, -0.14667266607284546, -0.3508121967315674, -0.1642036736011505, -0.279585063457489, 0.021675458177924156, 0.17220166325569153, 0.14697900414466858, 0.0526101291179657, 0.6143219470977783, -0.5107241272926331, 0.13831481337547302, -0.3765583336353302, 0.05205151438713074, -0.7748801112174988, -0.1114548072218895, 0.1162402406334877, 0.3131808936595917, -0.217434361577034, -0.1799282729625702, 0.22422534227371216, 0.37670111656188965, -0.020586855709552765, 0.009245114400982857, 0.00944478902965784, -0.06657494604587555, 0.5224330425262451, -0.1590735912322998, 0.3733462989330292, 0.0773770660161972, -0.08035056293010712, -0.026786888018250465, 0.03157815337181091, -0.31159862875938416, 0.22348730266094208, -0.31774386763572693, 0.10682167857885361, -0.27075210213661194, 0.6157839298248291, 0.03231959417462349, 0.2648824155330658, 0.11392912268638611, -0.6220676302909851, -0.0559610016644001, 0.300310879945755, 0.2789194583892822, 0.07841364294290543, -0.3990526497364044, 0.04541473835706711, 0.16579283773899078, 0.2063138335943222, 0.20747582614421844, -0.4155275821685791, -0.037362489849328995, 0.45281195640563965, -0.5245744585990906, 0.4931902587413788, 0.217344269156456, 0.2082304209470749, 1.2810571193695068, -0.006033928599208593, 0.21627865731716156, 0.034920576959848404, -0.06287924945354462, 0.05827132984995842, -0.076755091547966, 0.2169983834028244, 0.05581119284033775, 0.17147865891456604, -0.0627492219209671, 0.1653517782688141, 0.08065613359212875, 0.27179205417633057, -0.04028451070189476, 0.21597963571548462, -0.41811710596084595, -0.09377477318048477, -0.016379650682210922, 0.4081747531890869, 0.32796043157577515, 0.40449798107147217, 0.388658344745636, 1.081693172454834, -0.36180591583251953, 0.5170420408248901, -0.24385961890220642, 0.1917077749967575, 0.8097143769264221, 0.53367680311203, 0.10891667008399963, 0.2664008140563965, 0.23196013271808624, -0.3548448085784912, -0.41293835639953613, 0.3468843698501587, -0.40347984433174133, 0.02618403360247612, 0.2000512331724167, -0.611587643623352, -0.08729259669780731, 0.14943791925907135, -0.10525816679000854, -0.1585533320903778, 0.2355888932943344, -0.1254623681306839, 0.4883900284767151, 0.24769045412540436, 0.16536514461040497, 0.02313034050166607, -0.010004798881709576, -0.046681202948093414, -0.07293099164962769, -0.12196838110685349, 0.36220070719718933, -0.41786831617355347, -0.6038065552711487, -0.4800669848918915, 0.4017820358276367, -0.10197462141513824, -0.4058205187320709, 0.0269244983792305, 0.19455842673778534, -0.3157460391521454, 0.4101669490337372, -0.3977372348308563, -0.07223381847143173, 0.056654032319784164, -0.2967105805873871, -0.29508334398269653, -0.7221783995628357, 0.2590959072113037, 0.08864791691303253, 0.6829273700714111, -0.059355851262807846, -0.1065901592373848, 0.03686973452568054, -0.3447917103767395, -0.5359818935394287, 0.5090630054473877, -0.31719133257865906, -0.38667452335357666, -0.5643122792243958, 0.3827681839466095, 0.5530364513397217, -0.44310811161994934, -0.04609369486570358, -0.40809425711631775, -0.34456685185432434, 0.08762107789516449, 0.12979941070079803, -0.1695958375930786, -0.6110187768936157, -0.11031342297792435, 0.1884663701057434, -0.12396395951509476, -0.1174226850271225, 0.2225421667098999, 0.1476632058620453, -0.09399856626987457, -0.24325385689735413, -0.12286952883005142, 0.13346506655216217, -0.923008382320404, 0.4454660713672638, 0.32856830954551697, -0.12843544781208038, -0.08362588286399841, -0.3850787878036499, -0.19583724439144135, 0.07734239101409912, -6.324563026428223, -0.04083923622965813, -0.7084635496139526, -0.10804549604654312, 0.02019740827381611, -0.38349515199661255, -0.4206612706184387, 0.2805532217025757, 0.12310904264450073, -0.38880103826522827, -0.4314543902873993, -0.23693276941776276, -0.13184131681919098, 0.44862204790115356, 0.25833046436309814, 0.6174177527427673, 0.7204182744026184, 0.19346290826797485, 0.18580976128578186, 0.5582641363143921, -0.2572726309299469, -0.040439706295728683, -0.34471842646598816, 0.2357005774974823, 0.27712512016296387, -0.10436145961284637, -0.5285613536834717, 0.5537956953048706, -0.7820644378662109, -0.12299516797065735, 0.47581419348716736, -0.18975289165973663, -0.5100160241127014, 0.3620142936706543, -0.27889421582221985, 0.032375458627939224, 0.17329472303390503, 0.1243625283241272, 0.31196531653404236, -0.10049968957901001, 0.23170986771583557, -0.11059215664863586, -0.08041787892580032, -0.4906437397003174, 0.24152004718780518, -0.2586974501609802, -0.27922865748405457, -0.08209117501974106, 0.1125136986374855, 0.1588537096977234, -0.03275080770254135, -0.11776866763830185, 0.12276758253574371, -0.0622369684278965, -0.14276354014873505, -0.6063757538795471, 0.25723934173583984, 0.6264877319335938, -0.10169891268014908, 0.47259169816970825, 0.003465658286586404, -0.3146109879016876, 0.028204411268234253, -0.9488347172737122, -0.5348591804504395, -0.19993099570274353, -0.33378487825393677, -0.2928343117237091, -0.03948478028178215, 0.3172392249107361, -0.6513925194740295, 0.39579254388809204, -0.33281421661376953, -0.5730001926422119, 0.45629483461380005, -0.24438904225826263, -0.3077640235424042, 0.08189784735441208, 0.00943503063172102, -0.02810170128941536, -0.24474351108074188, -0.5299830436706543, -0.08261878788471222, 0.3768499493598938, 0.18805915117263794, -0.4424175024032593, 0.35984790325164795, -0.21985851228237152, -0.07323852181434631, 0.5816330313682556, 0.5535628795623779, 0.018499119207262993, 0.7061010599136353, 0.10596553236246109, 0.28286412358283997, -0.042615968734025955, -0.14177094399929047, 0.42824578285217285, -0.12702395021915436, -0.1720963418483734, 0.38919946551322937, -0.5154370665550232, -0.7229413390159607, -0.48976364731788635, -0.5035295486450195, 0.07904554903507233, -0.08671290427446365, -0.1816837042570114, 0.5116519331932068, 0.02869325503706932, 0.14902850985527039, 0.08433599025011063, -0.45393985509872437, 0.36299917101860046, 0.33447396755218506, -0.158172145485878, -0.38394907116889954, 0.22700923681259155, 0.14602918922901154, 0.13424159586429596, -0.4669305384159088, 0.021736206486821175, 0.30653536319732666, 0.2620311379432678, 0.6216016411781311, -0.11981291323900223, 0.21903572976589203, 0.25958120822906494, 0.3916987478733063, 0.0839330330491066, 0.37535253167152405, 0.30408522486686707, -0.20146572589874268, 0.1454239785671234, 0.048353955149650574, 0.031939081847667694, 0.10317319631576538, 0.13733792304992676, 0.11143918335437775, -0.6226943731307983, 0.46367013454437256, 0.0881102904677391, 0.23227593302726746, 0.03722579404711723, 0.3864766061306, 0.3087180256843567, -0.05998232588171959, 0.38159307837486267, -0.41520848870277405, 0.49970659613609314, 0.044505275785923004, -0.6025192737579346, -0.13693265616893768, 0.08358423411846161, -0.022076111286878586, 0.1850363314151764, 0.3221079707145691, -0.0813663899898529, 0.4721185863018036, -0.16254407167434692, 0.009106451645493507, -0.32884639501571655, -0.36646029353141785, 0.38210487365722656, 0.30670979619026184, -0.1773928850889206, -0.43550488352775574, -0.14870020747184753, -0.2481718808412552, 0.15306653082370758, 0.13537605106830597, -0.5052198767662048, -0.17438152432441711, -0.17747832834720612, 0.32520201802253723, -0.17753256857395172, 0.33918851613998413, 0.1471838802099228, -0.08622422069311142, 0.21239525079727173, 0.26122012734413147, -0.6520585417747498, -0.20066489279270172, 0.5137561559677124, 0.7673215270042419, -0.08395298570394516, -0.188677579164505, 0.3917773365974426, -0.35289543867111206, -0.2715011239051819, 0.3075457513332367, -0.24863746762275696, 0.4177538752555847, 0.22273826599121094, 0.260847806930542, -0.5522273182868958, 0.6961962580680847, 0.22171388566493988, -0.38736405968666077, 0.103221096098423, -0.09603828936815262, 0.3552718758583069, 0.10171452909708023, 0.5571000576019287, 0.49329444766044617, -0.4274950623512268, 0.4989684522151947, -0.07311679422855377, 0.28065934777259827, -0.1974506676197052, -0.2316836416721344, -0.5243070721626282, -0.23963065445423126, -0.11847805231809616, 0.17104098200798035, 0.04941580444574356, -0.008964250795543194, -0.4340839684009552, -0.2964435815811157, 0.24602313339710236, 0.07469098269939423, 0.11632530391216278, 0.12858709692955017, -0.11919435113668442, -0.20134346187114716, 0.18894262611865997, 0.09575730562210083, -0.3154343068599701, -0.0016811429522931576, -0.21956634521484375, -0.06871503591537476, -0.5286673903465271, 0.41822782158851624, 0.61667400598526, -0.029780440032482147, 0.2455989420413971, 0.23096278309822083, 0.8882485628128052, -0.4458589255809784, -0.8203426003456116, -0.6106752157211304, -0.10655080527067184, -0.19288061559200287, -0.3930874466896057, -0.6846075654029846, -0.0842570811510086, -0.3467070460319519, 0.1720653623342514, -0.7239521145820618, 0.11354675143957138, 0.6418871283531189, -0.39049845933914185, -0.5951864123344421, -0.34845709800720215, 1.0830490589141846, 0.17073629796504974, -0.15056709945201874, -0.5131978392601013, -0.39287814497947693, -0.03782840073108673, 0.11742576211690903, -0.1378260999917984, -0.5595342516899109, 0.2960411012172699, -0.1379082202911377, 0.061681102961301804, -0.12054528295993805, -0.7114831805229187, 0.5129823088645935, -0.4478077292442322, -0.7224190831184387, -0.2250693291425705, -0.4129992127418518, 0.21062664687633514, -0.1137964203953743, 0.15983186662197113, 0.10585910081863403, -0.06195680424571037, -0.574288010597229, -0.2723183333873749, -0.3745737671852112, -0.033649742603302, 0.42872482538223267, 0.08301054686307907, -0.24924978613853455, 0.11495544761419296, -0.11418984830379486, 0.26436713337898254, -0.06603255122900009, 0.46631789207458496, -0.4031890630722046, 0.43500038981437683, -0.25020769238471985, -0.17640244960784912, -0.24082982540130615, -0.13559071719646454, 0.5063930153846741, -0.06054256856441498, -0.09670888632535934, -0.28237900137901306, 0.3400307297706604, 0.4760778546333313, 0.9912763237953186, -0.19838042557239532, 0.5129861235618591, 0.7312250733375549, -0.013166644610464573, 0.329732745885849, 0.20730358362197876, -0.20882360637187958, 0.3371289372444153, 0.19279971718788147, 0.6651017665863037, 0.9306671619415283, -0.4397663474082947, -0.00466738548129797, 0.3193691670894623, 0.4916321039199829, -0.23966151475906372, 0.0613376758992672, -0.16354787349700928, -0.34978219866752625, 0.5954126119613647, -0.3808371424674988, -0.06439585238695145, 0.6832867860794067, -0.00747394934296608, -0.3398258686065674, 0.2090107798576355, 0.5917338132858276, 0.09813041239976883, 0.06608938425779343, -0.4644622504711151, 0.2581814229488373, 0.18532076478004456, -0.039231132715940475, 0.29543232917785645, -0.3468394875526428, 0.3817760944366455, 0.08689700812101364, 0.4451477825641632, 0.22568771243095398, -0.11426613479852676, 0.22194348275661469, -0.3222348988056183, 0.36690589785575867, 0.014112822711467743, 0.25958678126335144, -0.06504850834608078, 0.22526229918003082, 0.05792021006345749, 0.12986615300178528, -0.21069078147411346, -0.5950543880462646, -0.3206670880317688, -0.1378943920135498, 0.5174360871315002, -0.17474420368671417, 0.06989965587854385, 0.27148663997650146, 0.35657602548599243, 0.27921271324157715, 0.5674238801002502, 0.005954609252512455, -0.2113915979862213, -0.4635652005672455, 0.33861812949180603, 0.09706011414527893, 0.2578236162662506, 0.4190270006656647, -0.34116435050964355, -0.13612514734268188, -0.07756141573190689, 0.21831722557544708, 0.1184171661734581, -0.22035974264144897, 0.04439140856266022, 0.14863841235637665, -0.13383501768112183, 0.2869857847690582, -0.0482720322906971, 0.007357286289334297, -0.48167186975479126, 0.29754871129989624, -0.03497075289487839, 0.16040794551372528, 0.13700458407402039, 0.2998110055923462, -0.300661563873291, -0.09255167841911316, -0.19465307891368866, -0.6212079524993896, 0.09123016893863678, 0.5298675298690796, -0.2709777355194092, -0.32157227396965027, 0.05177551507949829, 0.19948264956474304, 0.38877975940704346, 0.3840060234069824, 0.3056950867176056, -0.3678668141365051, 0.050859395414590836, 0.44452184438705444, -0.29378998279571533, 0.12954841554164886, -0.2743123471736908, -0.03235539793968201, -0.24122600257396698, -0.018267907202243805, 0.07169121503829956, 0.398749440908432, -0.2217610478401184, 0.16219785809516907, -0.1515548974275589, 0.19441108405590057, 0.3577847480773926, 0.3333355784416199, -0.22911500930786133, -0.3061501085758209, -0.05431358888745308, -0.5676352381706238, -0.05359107628464699, -0.0063302661292254925, 0.11119180172681808, 0.3259066939353943, -0.4084525406360626, 0.34890541434288025, -0.341079980134964, -0.12326020002365112, -0.12887419760227203, -0.6317287683486938, 0.08255432546138763, 0.6083738803863525, -0.6637596487998962, 0.015668241307139397, -0.09030018001794815, 0.052178170531988144, -0.4273202121257782, -0.587151288986206, -0.5860080122947693, -0.16872374713420868, -0.2633739411830902, 0.546323835849762, -0.23405849933624268, 0.09569855779409409, -0.2988283336162567, 0.010071386583149433, -0.5925193428993225, 0.17841178178787231, -0.09294673800468445, 0.32286739349365234, 0.01633577235043049, -0.004561156965792179, -0.2585928440093994, 0.5453529953956604, -0.2678161859512329, -0.19301968812942505, -0.1455075740814209, -0.24116545915603638 ]
Scalable Deep Learning services are contingent on several constraints. Depending on your target application, you Bharath Raj https://towardsdatascience.com/deep-learning-on-the-edge-9181693f466c
Deep Learning on the Edge
[ -0.21104831993579865, -0.4005343019962311, 0.21278464794158936, 0.12321174889802933, 0.3846816122531891, 0.08125220239162445, 0.18699708580970764, 0.032412536442279816, 0.03663164749741554, -0.09060656279325485, -0.10353680700063705, 0.0018148368690162897, 0.45989057421684265, 0.06362638622522354, 0.1268826574087143, 0.242574080824852, 0.23639461398124695, 0.2345343381166458, -0.03610013797879219, -0.2008787989616394, -0.4172668755054474, -0.5284397602081299, 0.6452800035476685, 0.3251078128814697, 0.20123711228370667, -0.02786317653954029, 0.6708492040634155, -0.13893797993659973, -0.10976698994636536, 0.01767139881849289, -0.05641912668943405, 0.022100087255239487, 0.26156309247016907, 0.1685991734266281, -0.34350454807281494, -0.22226709127426147, -0.31118500232696533, -0.055170681327581406, -0.26200592517852783, -0.4170982539653778, -0.3806801736354828, 0.05406082049012184, -0.13517071306705475, 0.1384136974811554, -0.34634801745414734, -0.48197999596595764, -1.4822784662246704, 0.2962067127227783, -0.1684316098690033, 0.0411122664809227, -0.12211691588163376, 0.7287964820861816, 0.2510548233985901, -0.03230927512049675, -0.14079293608665466, 0.40996333956718445, 0.21362519264221191, -0.14188413321971893, 0.3060871362686157, -0.2526794672012329, 0.37868741154670715, 0.6299828290939331, -0.014451525174081326, -0.08072279393672943, 0.14090344309806824, 0.18602316081523895, -0.04501693323254585, -0.05575580522418022, -0.11286044865846634, 0.09908969700336456, -0.12649641931056976, 0.32442712783813477, -0.06303562223911285, 0.5647255182266235, -0.6153661608695984, -0.1433280110359192, 0.6040670275688171, 0.43816888332366943, 0.4686449468135834, -0.11207957565784454, -0.3178878128528595, -0.128353551030159, 0.2172524780035019, 0.5356847643852234, 0.26108652353286743, 0.08947601169347763, 0.051208626478910446, -0.19031135737895966, -0.4605307877063751, -0.009899144060909748, -0.6374855637550354, -0.388651967048645, 0.12846145033836365, -0.014255682937800884, 0.3937700390815735, 0.34663358330726624, 0.5141575336456299, -0.1239631399512291, 0.021653935313224792, 0.35051923990249634, -0.4749540686607361, 0.15356236696243286, -0.23629386723041534, -0.2714077830314636, -0.22644692659378052, 0.6641218662261963, -0.22538913786411285, 0.17628036439418793, -0.9136657118797302, 0.3865470290184021, -0.6858367919921875, 0.43169286847114563, -0.24402382969856262, 0.13125774264335632, -0.16722053289413452, 0.4623582065105438, 0.008458294905722141, 0.09922682493925095, -0.18626731634140015, -0.2318383753299713, -0.3364182114601135, 0.5396438241004944, 0.1221730187535286, 0.4069834053516388, 0.3229929804801941, 0.334245890378952, -0.3486204147338867, 0.312603235244751, 0.16651666164398193, 0.7373055815696716, 0.7280212640762329, -0.05270826071500778, 0.08178124576807022, -0.16537503898143768, -0.1447611302137375, -0.43520721793174744, 0.17229516804218292, -0.11139886826276779, 0.3016883432865143, -0.12185174971818924, -0.18293042480945587, -0.16770553588867188, -0.20694205164909363, 0.10268670320510864, 0.2253531664609909, -0.03267442062497139, 0.3150854706764221, 0.6908932328224182, -0.5812404751777649, -0.2432212084531784, -0.2765761613845825, 0.41687464714050293, -0.9908023476600647, -0.4413183629512787, -0.22236347198486328, 0.4330005645751953, -0.1395445019006729, -0.14231359958648682, 0.554404079914093, 0.49452564120292664, -0.2616322934627533, -0.04455029219388962, -0.040542855858802795, -0.25178560614585876, 0.7665566205978394, -0.10425476729869843, 0.22509527206420898, -0.11853454262018204, -0.10084230452775955, 0.2747744023799896, -0.31817394495010376, 0.14761190116405487, -0.08047010004520416, -0.2825603485107422, -0.23344972729682922, -0.16470001637935638, -0.09840939193964005, 0.054171860218048096, 0.06381234526634216, -0.18120893836021423, -0.6392196416854858, -0.15036045014858246, 0.0008491749758832157, 0.12457043677568436, -0.31546708941459656, 0.029200777411460876, 0.20307491719722748, 0.15212930738925934, -0.0746673122048378, 0.16565988957881927, -0.11448336392641068, 0.004418566357344389, 0.3572027087211609, -0.8307110667228699, 0.9745921492576599, 0.02427562326192856, -0.42835527658462524, 0.6791660189628601, 0.07333550602197647, 0.3659919500350952, 0.12150995433330536, -0.09225832670927048, 0.4717840254306793, -0.2194696068763733, -0.14721740782260895, 0.006458969786763191, 0.012961667031049728, -0.09438459575176239, 0.45729517936706543, -0.0979580506682396, 0.1106690764427185, 0.06285493820905685, 0.3389149606227875, -0.38153716921806335, -0.2092941552400589, 0.091365285217762, -0.11986130475997925, 0.30207559466362, 0.6731137037277222, 0.43561285734176636, 0.7457383871078491, -0.4481697976589203, -0.014081880450248718, 0.38733410835266113, 0.34208008646965027, 0.4312339127063751, 0.20916908979415894, 0.10174865275621414, 0.35433682799339294, 0.025025276467204094, -0.8722226619720459, -0.3280737102031708, 0.10992186516523361, -0.3553423583507538, -0.05541872978210449, 0.021865153685212135, -0.2090778797864914, 0.051886364817619324, 0.5091035962104797, 0.04677273705601692, -0.22171151638031006, 0.45861923694610596, -0.18540817499160767, 0.5572964549064636, 0.18142907321453094, 0.21867233514785767, -0.2957281172275543, 0.07637108117341995, 0.1319316178560257, 0.09645108878612518, 0.32844632863998413, 0.37747883796691895, -0.15552929043769836, -0.4038529098033905, -0.23349370062351227, 0.04453739896416664, -0.6281247138977051, -0.5602660775184631, -0.3032785952091217, 0.4514724910259247, -0.24460604786872864, 0.037612270563840866, -0.26057565212249756, 0.47082218527793884, 0.18253251910209656, -0.3516892194747925, -0.14372339844703674, -0.5208814144134521, 0.5332241654396057, 0.26752305030822754, 0.29461297392845154, -0.14315636456012726, 0.04504689946770668, 0.07714402675628662, 0.034615445882081985, -0.43065541982650757, 0.40986528992652893, 0.07621987909078598, -0.14593110978603363, -0.2718597650527954, 0.40198734402656555, 0.3208920955657959, -0.08041546493768692, -0.04194642975926399, -0.1709991991519928, -0.6024869680404663, -0.04886584356427193, -0.24548517167568207, -0.4553873538970947, 0.02132841944694519, 0.09881983697414398, 0.4094429910182953, -0.1105612963438034, -0.28955894708633423, 0.11316871643066406, 0.12088120728731155, -0.06991055607795715, -0.13162803649902344, 0.051935117691755295, -0.28952258825302124, -0.6233798861503601, 0.5127789974212646, -0.028820330277085304, -0.23424498736858368, 0.0783286988735199, -0.07753358036279678, -0.29314348101615906, -0.341094434261322, -6.1961140632629395, -0.03411620110273361, -0.44310569763183594, -0.10297434777021408, -0.27850577235221863, -0.41925662755966187, 0.05414319783449173, 0.35482725501060486, -0.13306349515914917, 0.007867776788771152, -0.38293328881263733, -0.15753108263015747, -0.009089058265089989, 0.2854650020599365, -0.0877724289894104, 0.8325467109680176, 0.7593400478363037, 0.23433160781860352, 0.4956153929233551, 0.47080668807029724, -0.5794980525970459, 0.05090410262346268, -0.31648924946784973, 0.4285014569759369, 0.8436580896377563, -0.4107230603694916, -0.28885892033576965, 0.3369746208190918, -0.5443938970565796, -0.14507584273815155, 0.43356987833976746, -0.17496135830879211, -0.7896046042442322, 0.29136496782302856, -0.2557503879070282, 0.27721065282821655, 0.012434885837137699, 0.07159347832202911, 0.305943101644516, -0.21057839691638947, 0.01838534139096737, 0.08741843700408936, -0.3651103973388672, -0.49258697032928467, 0.5763386487960815, -0.5942062139511108, -0.2649458050727844, 0.3651614487171173, 0.1465732306241989, 0.043663933873176575, -0.22848699986934662, -0.08063502609729767, 0.2578580379486084, 0.039028916507959366, -0.06798887997865677, -0.5803999304771423, 0.16310088336467743, 0.30092769861221313, -0.3326815068721771, 0.6558738350868225, 0.028139611706137657, -0.29440200328826904, -0.3578367829322815, -0.8224751949310303, -0.19015341997146606, -0.22655506432056427, -0.2046578973531723, -0.854555606842041, -0.253376305103302, -0.027508994564414024, -0.9035136103630066, -0.06345992535352707, 0.13327878713607788, -0.5867591500282288, 0.20873631536960602, -0.47718364000320435, -0.3199506103992462, -0.07252427190542221, 0.3866381347179413, 0.2107151746749878, -0.37877729535102844, -0.163822203874588, -0.23051749169826508, 0.22874516248703003, -0.10744339227676392, -0.25278669595718384, 0.3028774857521057, -0.21027995645999908, -0.015374668873846531, 0.5284423828125, 0.3914537727832794, -0.09375476092100143, 0.39481714367866516, -0.21978110074996948, 0.1262451559305191, -0.18957310914993286, -0.03394804149866104, 0.36748796701431274, -0.3252902925014496, -0.5995006561279297, 0.7081790566444397, -0.15382207930088043, -0.34728458523750305, -0.3824864327907562, -0.07805532217025757, 0.21626180410385132, -0.045467086136341095, -0.576698362827301, 0.6906586289405823, -0.269741952419281, -0.2766638696193695, -0.2210816890001297, -0.9013272523880005, 0.23158463835716248, 0.42840754985809326, -0.31285908818244934, -0.5831860303878784, 0.24480539560317993, 0.20848411321640015, 0.038930464535951614, -0.4864117503166199, -0.18252535164356232, 0.09435121715068817, 0.2795334756374359, 0.4121614396572113, -0.0922674760222435, 0.19286657869815826, 0.30808839201927185, 0.22894416749477386, -0.15207704901695251, 0.4863610863685608, -0.00478537380695343, -0.23141849040985107, 0.032018743455410004, -0.3677053153514862, -0.01196860522031784, 0.47465699911117554, -0.006952567026019096, 0.3350605368614197, -0.3745850920677185, 0.0220862478017807, 0.20939333736896515, 0.21784529089927673, 0.3229019045829773, 0.8514689803123474, -0.1648091971874237, 0.2704494893550873, 0.28147435188293457, -0.13805390894412994, -0.06192578375339508, 0.024320652708411217, -0.2532077729701996, 0.22599779069423676, -0.06164427101612091, -0.06619921326637268, -0.2005179226398468, 0.1710885614156723, -0.0015933630056679249, 0.16517578065395355, -0.10148104280233383, 0.16816824674606323, -0.7250851988792419, -0.3977254331111908, 0.5425220131874084, 0.177234947681427, 0.011632547713816166, -0.5515146255493164, -0.20662136375904083, 0.1164800226688385, 0.0784991905093193, 0.593033492565155, -0.33673417568206787, -0.25770819187164307, 0.06214257702231407, 0.004950849339365959, -0.3234526216983795, -0.31676843762397766, -0.047342900186777115, -0.052612610161304474, 0.3062029480934143, -0.24370725452899933, -0.7052595615386963, -0.4355395436286926, 0.539104700088501, 0.5480228662490845, -0.252385675907135, -0.07051224261522293, 0.12618155777454376, 0.25462958216667175, -0.03854692354798317, 0.2475326508283615, 0.09840285778045654, 0.04514575004577637, -0.060934968292713165, 0.49380865693092346, -0.6038536429405212, 0.3914237916469574, 0.20732097327709198, -0.3263852298259735, -0.6163802742958069, -0.31470194458961487, 0.12754160165786743, -0.0770593211054802, 0.49529796838760376, 0.5409561395645142, -0.18307530879974365, 0.33603760600090027, 0.43165332078933716, 0.10023187100887299, 0.11615050584077835, -0.6169377565383911, -0.6667125225067139, 0.43521082401275635, 0.07074983417987823, 0.23832708597183228, 0.3501203954219818, -0.4379391372203827, -0.4445604383945465, -0.18875591456890106, 0.18753132224082947, 0.01722375489771366, -0.3613971471786499, 0.23185263574123383, -0.24553976953029633, -0.3993872404098511, 0.014334003441035748, 0.7206665873527527, -0.3466048240661621, 0.18171128630638123, -0.02470782957971096, 0.1492455005645752, 0.07152073830366135, 0.6920010447502136, 0.19214367866516113, -0.3064993917942047, 0.2393040806055069, -0.2862330675125122, 0.7541083097457886, 0.08259650319814682, -0.676300048828125, -0.6956781148910522, -0.08059951663017273, -0.30791497230529785, -0.4292242228984833, 0.14297211170196533, 0.559211790561676, -0.4370633363723755, 0.08999180793762207, -1.013670802116394, -0.06706739217042923, 0.350271999835968, -0.13149845600128174, -0.08136819303035736, -0.2093486338853836, 1.0376445055007935, -0.39513301849365234, 0.26744896173477173, -0.08135523647069931, -0.24357643723487854, 0.07173728197813034, -0.22153092920780182, -0.3520570695400238, -0.18075010180473328, 0.5316707491874695, -0.3602374494075775, -0.2729221284389496, -0.18146364390850067, -0.6588780283927917, 0.11132464557886124, -0.6464694142341614, -0.40865257382392883, -0.29769206047058105, -0.16261103749275208, 0.14897732436656952, -0.148843914270401, 0.0009942407486960292, -0.19975093007087708, 0.19791001081466675, -0.5568400025367737, -0.5978720784187317, -0.459417462348938, -0.2865646779537201, 0.22794173657894135, -0.4586714804172516, -0.30308884382247925, -0.13808974623680115, 0.14305946230888367, 0.27450260519981384, -0.26660972833633423, 0.05701941251754761, -0.3765438497066498, 0.0808875560760498, 0.20901300013065338, -0.0726730078458786, -0.3374145030975342, -0.05535793676972389, 0.006540459115058184, -0.19756671786308289, -0.414041668176651, -0.33129745721817017, 0.1991477906703949, 0.5510887503623962, 0.6971372365951538, -0.06538725644350052, 0.36727580428123474, 0.9420055747032166, 0.18283459544181824, -0.3039010465145111, 0.278021901845932, -0.25686535239219666, 0.1995973140001297, 0.331687867641449, 0.5767974853515625, 0.8308742046356201, -0.2838766872882843, -0.08457110077142715, 0.4139256477355957, 0.3246423602104187, -0.05517769232392311, 0.21605907380580902, -0.2840941250324249, -0.2734069526195526, 0.6661222577095032, -0.3827611804008484, 0.20198437571525574, 0.6317777037620544, -0.2622106969356537, -0.19278870522975922, -0.009753809310495853, 0.9592260718345642, -0.13891275227069855, 0.06718485057353973, -0.5150259137153625, 0.4729897677898407, 0.4193074107170105, -0.019307531416416168, 0.18445990979671478, -0.0025786838959902525, -0.2056848108768463, 0.047806914895772934, 0.5324854850769043, -0.050805334001779556, 0.01799292489886284, 0.26870569586753845, -0.22865435481071472, 0.4753037393093109, 0.4053429961204529, 0.9763923287391663, -0.5965297222137451, 0.07533542811870575, 0.04064597561955452, 0.1412072777748108, 0.13614773750305176, -0.2343045026063919, -0.4085846543312073, -0.20383433997631073, 0.5275875926017761, 0.08779303729534149, -0.12915900349617004, 0.09614121168851852, 0.4292507767677307, 0.0357290655374527, 0.7217639684677124, -0.16604717075824738, -0.135781928896904, -0.17462775111198425, 0.385832279920578, -0.022764118388295174, 0.3074856996536255, 0.4758151173591614, 0.11080440133810043, 0.1514967978000641, -0.12096091359853745, -0.020918823778629303, 0.18358765542507172, -0.36966949701309204, 0.018550164997577667, -0.1273396760225296, -0.046340763568878174, 0.328633189201355, 0.008333532139658928, 0.29633814096450806, -0.3740721046924591, 0.11066334694623947, 0.14923542737960815, -0.013410951010882854, -0.21024338901042938, 0.4731347858905792, -0.6352931261062622, 0.003039763541892171, -0.10313521325588226, -0.1897706538438797, 0.0581437312066555, 0.48511579632759094, -0.5176576972007751, 0.1502983421087265, 0.05056113749742508, -0.005856307223439217, 0.6776818037033081, 0.06044638529419899, 0.3834359049797058, -0.1528162658214569, 0.1268993467092514, 0.06651167571544647, -0.13328196108341217, 0.2616330087184906, -0.7181662917137146, -0.2625276744365692, -0.18931955099105835, -0.27060118317604065, 0.18659496307373047, 0.25257593393325806, -0.255470335483551, 0.23502258956432343, -0.2387865036725998, 0.3834253251552582, 0.3590434193611145, 0.3988724648952484, -0.3553541600704193, -0.35787415504455566, 0.3480372726917267, 0.011146551929414272, -0.138177290558815, 0.1991102695465088, 0.1080828607082367, 0.2374008446931839, -0.35572582483291626, 0.3830355107784271, -0.2919226884841919, 0.1756918877363205, -0.13853208720684052, -0.8242504000663757, -0.07635991275310516, 0.9378800392150879, -0.38335955142974854, -0.2963731288909912, 0.06771621108055115, -0.07261227071285248, 0.00844490434974432, -0.38093101978302, -0.651734471321106, -0.37346404790878296, 0.23987093567848206, 0.6202590465545654, -0.35469117760658264, -0.14811673760414124, -0.47214609384536743, 0.04566708207130432, -0.32428890466690063, 0.28649699687957764, -0.00996981281787157, 0.21194960176944733, -0.0729064792394638, 0.08477163314819336, -0.22884789109230042, 0.6996123194694519, -0.31842711567878723, -0.4815501868724823, -0.3666251003742218, -0.3100852370262146 ]
Doing cool things with data! Priya Dwivedi https://towardsdatascience.com/deep-learning-question-answer-model-with-demo-e21e43f60dd5
Deep Learning QuestionAnswer model with demo
[ -0.4679749608039856, -0.4642741084098816, -0.21030625700950623, 0.0850035548210144, 0.41640225052833557, -0.17308509349822998, -0.10326101630926132, -0.1843055635690689, -0.34336423873901367, 0.045901957899332047, -0.31560176610946655, 0.1670278012752533, 0.37603968381881714, -0.21798938512802124, 0.05006450042128563, 0.2109789103269577, 0.4063861668109894, 0.048132915049791336, -0.41390398144721985, -0.1430249661207199, -0.340607613325119, -0.6607228517532349, 0.7995390295982361, -0.0036225831136107445, -0.14324010908603668, -0.0012071110541000962, 0.4543401896953583, -0.17919830977916718, 0.028332756832242012, 0.027724329382181168, -0.03371455892920494, -0.018700076267123222, 0.45367321372032166, 0.26527076959609985, -0.1467844694852829, -0.20194919407367706, -0.5182724595069885, 0.06308141350746155, -0.2666107714176178, -0.2061694711446762, -0.3387070298194885, 0.023016275838017464, -0.2000555545091629, 0.30556637048721313, -0.20800308883190155, -0.49717020988464355, -1.733736276626587, 0.2862929105758667, -0.21167664229869843, 0.06779143214225769, 0.32628706097602844, 0.49624234437942505, 0.4011377692222595, 0.4400234520435333, -0.3438848853111267, 0.2627499997615814, 0.1441446840763092, -0.3301700949668884, -0.09764869511127472, -0.033825382590293884, 0.44987210631370544, 0.47449299693107605, -0.2101232409477234, -0.1365932822227478, 0.2707739770412445, -0.23877975344657898, -0.049156829714775085, 0.30440372228622437, -0.05312391370534897, 0.37376320362091064, -0.01772286370396614, 0.3042885661125183, 0.08841114491224289, 0.4684313237667084, -0.47994720935821533, -0.08471308648586273, 1.1414024829864502, 0.10088145732879639, 0.619145929813385, -0.3085642457008362, -0.3277377784252167, -0.3367152810096741, 0.31170034408569336, 0.35284918546676636, 0.12601713836193085, -0.21624493598937988, 0.04391777142882347, -0.3649406433105469, -0.5886437296867371, 0.004087766632437706, -0.5191956162452698, -0.4227503836154938, -0.0984274297952652, -0.012060049921274185, 0.4170074760913849, 0.5857970118522644, 0.4925674498081207, -0.26831912994384766, 0.11722084879875183, -0.02999064326286316, -0.15952976047992706, 0.2593611776828766, -0.15293747186660767, -0.5941658020019531, -0.3312104344367981, 0.2832666337490082, -0.29993346333503723, -0.4683527648448944, -0.47524207830429077, 0.629528284072876, -0.2501363158226013, 0.2775695323944092, 0.16183488070964813, -0.010373054072260857, -0.14241208136081696, 0.7320091128349304, 0.11844804137945175, 0.2967378795146942, -0.20580118894577026, -0.018985537812113762, -0.2685844302177429, 0.441119521856308, 0.15435773134231567, 0.13366031646728516, 0.1426023542881012, 0.47871702909469604, -0.22499699890613556, 0.2654899060726166, 0.24945208430290222, 0.34190604090690613, 0.7828181385993958, -0.22768284380435944, -0.2538660168647766, -0.17145240306854248, -0.06421614438295364, -0.2622903883457184, 0.15044517815113068, -0.1642642468214035, 0.48431578278541565, 0.22307564318180084, 0.12683121860027313, 0.146487295627594, -0.3036618232727051, 0.0450899712741375, 0.17152881622314453, 0.21636612713336945, -0.17288295924663544, 0.7221458554267883, -0.8487894535064697, -0.15700213611125946, -0.39464545249938965, 0.34485700726509094, -0.3165796995162964, -0.8379952311515808, -0.30135470628738403, 0.42010560631752014, -0.6343485713005066, -0.15799301862716675, 0.5943315625190735, 0.16862434148788452, -0.28581345081329346, -0.484745591878891, -0.08200687915086746, -0.05769382044672966, 0.43085768818855286, 0.1167290061712265, 0.7131592631340027, -0.1589679718017578, -0.24643027782440186, 0.17039981484413147, -0.121756412088871, -0.09606172144412994, 0.26852837204933167, -0.3199445307254791, -0.06021774560213089, 0.12542001903057098, -0.20774488151073456, 0.2577899396419525, -0.21328751742839813, -0.1302260458469391, -0.7131722569465637, -0.37082213163375854, 0.0008258254965767264, -0.022439828142523766, 0.043721068650484085, -0.5417247414588928, -0.07640670984983444, 0.11318348348140717, 0.18223820626735687, 0.30431050062179565, -0.2395305037498474, 0.17450864613056183, 0.5464397072792053, -0.4973834455013275, 0.8879940509796143, 0.25772625207901, 0.4740104675292969, 0.6843113899230957, 0.14538289606571198, -0.09055741876363754, -0.01733584515750408, -0.06099094823002815, 0.3566713333129883, 0.0006653319578617811, 0.23258176445960999, 0.03588593751192093, -0.027973877266049385, -0.00804859958589077, 0.004197831731289625, 0.02859647385776043, -0.19428497552871704, 0.1631985604763031, 0.5085617303848267, -0.29452916979789734, -0.4102295935153961, 0.15638332068920135, 0.2630344033241272, 0.2653115689754486, 0.27221590280532837, 0.5243000388145447, 0.4032782316207886, -0.34858158230781555, -0.11941908299922943, 0.06640694290399551, 0.2448890060186386, 0.7662129998207092, 0.12892679870128632, 0.24478885531425476, 0.5247061848640442, 0.12769214808940887, -0.6623058915138245, -0.45674532651901245, 0.20462247729301453, -0.1217026337981224, 0.04812123626470566, 0.20106655359268188, -0.2774457633495331, 0.16709020733833313, 0.36781173944473267, -0.14790573716163635, -0.11997328698635101, 0.4064525365829468, -0.4528341293334961, 0.43489280343055725, 0.11367844045162201, 0.32010123133659363, -0.5291755199432373, 0.24740837514400482, 0.15098102390766144, 0.009702802635729313, 0.474643737077713, 0.32097938656806946, -0.04149824008345604, -0.7568975687026978, -0.2503395676612854, 0.08492766320705414, -0.3842698037624359, -0.35624635219573975, 0.35085901618003845, 0.38204720616340637, -0.31006544828414917, 0.23536789417266846, -0.09075270593166351, 0.29720190167427063, 0.10229115188121796, -0.7076026201248169, -0.03856028616428375, -0.4806252121925354, -0.004628954920917749, 0.29585009813308716, 0.02048272080719471, -0.09565766155719757, 0.13630177080631256, 0.11139173060655594, -0.08197887241840363, -0.3917716145515442, 0.1755550652742386, 0.06664462387561798, -0.1662486344575882, -0.3995068371295929, 0.3643997609615326, 0.409914493560791, -0.44066891074180603, 0.09145849943161011, -0.1924658715724945, 0.2224942147731781, -0.3543126583099365, 0.13812164962291718, -0.45523396134376526, 0.08202975243330002, 0.19175805151462555, 0.6869869232177734, 0.21945497393608093, -0.11250951141119003, 0.32548344135284424, 0.00488757248967886, -0.22046507894992828, 0.185136616230011, 0.04673318564891815, 0.2824708819389343, -0.5167364478111267, 0.8206458687782288, -0.04517332464456558, -0.2042032927274704, 0.3087064325809479, -0.21582454442977905, -0.3872441351413727, 0.13549543917179108, -6.233958721160889, 0.047101303935050964, -0.4782158136367798, 0.1461292952299118, -0.07877525687217712, -0.015357167460024357, -0.3897310197353363, 0.13485771417617798, -0.09093783050775528, 0.5745506882667542, -0.39067330956459045, 0.13794061541557312, -0.3656262159347534, 0.47269126772880554, -0.20009273290634155, 0.8341662883758545, 0.4095871150493622, 0.13408640027046204, 0.21291856467723846, 0.49123847484588623, -0.07474691420793533, 0.26221829652786255, -0.5554942488670349, 0.582477331161499, 0.6472793817520142, -0.5022797584533691, -0.06102469563484192, 0.2639765739440918, -0.5521270036697388, -0.12770330905914307, 0.6056957244873047, -0.3400470018386841, -0.7283461689949036, 0.747020959854126, -0.4450879395008087, 0.38044413924217224, 0.0014031569007784128, 0.260664701461792, 0.06176953762769699, -0.13137783110141754, -0.03156975284218788, 0.059080399572849274, -0.22567471861839294, -0.3655584454536438, 0.6709991693496704, -0.581792414188385, 0.1408190280199051, 0.14355263113975525, 0.3711957335472107, -0.22017976641654968, 0.01145766768604517, -0.12477539479732513, 0.20655986666679382, 0.04568425565958023, -0.006254748906940222, -0.3565218448638916, 0.25446563959121704, 0.26948264241218567, -0.1144702136516571, 0.016018366441130638, 0.05406790226697922, -0.11199018359184265, -0.52317875623703, -1.008131504058838, -0.21834520995616913, 0.0025942076463252306, -0.5091233253479004, -0.8841086626052856, -0.05967691168189049, 0.07515034824609756, -0.7566401958465576, 0.1597977578639984, 0.16697758436203003, -0.3586406409740448, 0.33672186732292175, -0.5114990472793579, -0.5602836012840271, -0.06330735236406326, -0.10250990837812424, 0.14844858646392822, -0.36180010437965393, -0.3175508379936218, -0.0373833142220974, 0.1733780801296234, 0.15006157755851746, -0.26458483934402466, 0.16735410690307617, -0.4819343686103821, 0.018987128511071205, 0.6168752908706665, 0.5006374716758728, -0.5199726819992065, 0.061565250158309937, 0.5166776180267334, 0.4099595546722412, -0.10057558119297028, -0.19542083144187927, 0.5770102143287659, -0.003297703340649605, -0.6579505801200867, 0.3132745325565338, -0.05929224193096161, -0.34294024109840393, -0.15076427161693573, -0.4108254611492157, 0.14262904226779938, -0.13358110189437866, -0.7974587082862854, 0.5538161396980286, -0.21468932926654816, 0.08715043216943741, -0.026061253622174263, -0.488043874502182, 0.10704569518566132, 0.3041633367538452, -0.10391061007976532, -0.43007218837738037, 0.422549843788147, 0.6434943675994873, -0.25248247385025024, -0.08500894159078598, -0.2421782910823822, -0.37912309169769287, 0.12281585484743118, 0.18883825838565826, 0.04529998078942299, 0.03952682018280029, 0.11072061955928802, 0.2864536941051483, 0.12070289254188538, 0.3129277527332306, -0.6732138991355896, -0.18623265624046326, 0.23080961406230927, 0.32649314403533936, -0.22744975984096527, -0.06156715005636215, 0.3705476224422455, -0.06967909634113312, -0.15135671198368073, 0.005534011870622635, -0.05047937482595444, 0.47312867641448975, 0.08152752369642258, 0.543620765209198, -0.34336864948272705, 0.18288534879684448, 0.072871632874012, -0.21308191120624542, 0.14485542476177216, 0.12202778458595276, -0.4583149552345276, 0.10732467472553253, -0.24881337583065033, -0.13090576231479645, 0.06379147619009018, 0.16694287955760956, 0.028191719204187393, 0.4654781222343445, 0.07843408733606339, -0.11077509075403214, -0.8418399095535278, -0.4347609877586365, 0.13911369442939758, 0.25669026374816895, 0.3508131802082062, -0.7408814430236816, -0.4240061938762665, 0.016396377235651016, 0.07938466966152191, 0.269077867269516, -0.056159067898988724, -0.42268842458724976, -0.016043001785874367, 0.21281445026397705, -0.3839218318462372, 0.37296703457832336, 0.31774190068244934, -0.230667382478714, 0.6045475602149963, -0.263031005859375, -0.8423344492912292, -0.07726329565048218, 0.5501337647438049, 0.42269250750541687, -0.07537584751844406, -0.13034048676490784, 0.5824493765830994, -0.006041533313691616, -0.3027102053165436, 0.45619410276412964, 0.29317909479141235, -0.016569439321756363, 0.06984835118055344, 0.02365105226635933, -0.4027334749698639, 0.39232543110847473, 0.14103594422340393, -0.26887065172195435, -0.4826117753982544, -0.12995532155036926, -0.45606836676597595, 0.15701879560947418, 0.5468481779098511, 0.7585601210594177, -0.27230969071388245, 0.1283833384513855, 0.176554337143898, -0.12799832224845886, 0.17598263919353485, -0.422002911567688, -0.34958621859550476, 0.5246652364730835, -0.20341922342777252, 0.04174616187810898, 0.3113105893135071, -0.23496046662330627, -0.5310670733451843, -0.04559177905321121, 0.4031393527984619, -0.6673043370246887, -0.2500264644622803, -0.2706109881401062, -0.2812812924385071, -0.2410656362771988, -0.26522812247276306, 0.44254225492477417, -0.3880874812602997, -0.014439798891544342, -0.11025579273700714, -0.07251349836587906, -0.10674119740724564, 0.4791378080844879, 0.20724956691265106, -0.09212624281644821, -0.4040954113006592, 0.020138362422585487, 0.8841888904571533, 0.009597118012607098, -0.32251736521720886, -0.36260828375816345, -0.5130568742752075, -0.10634356737136841, -0.3763370215892792, -0.42989581823349, 0.1608697474002838, -0.2727205753326416, 0.1068243756890297, -0.7408555746078491, 0.0011236733989790082, 0.480577677488327, 0.18825861811637878, -0.6362549662590027, -0.16781260073184967, 0.9875341653823853, -0.42318233847618103, 0.21509018540382385, -0.4747592806816101, -0.48349782824516296, 0.15825334191322327, 0.015756413340568542, -0.13248778879642487, -0.4129445552825928, 0.2965218722820282, -0.040142498910427094, -0.009837641380727291, -0.008689898066222668, -0.6806658506393433, 0.267724871635437, -0.3003709018230438, -0.5671520233154297, -0.12442868947982788, -0.3279559910297394, 0.20465703308582306, -0.09184179455041885, 0.12131700664758682, -0.16382282972335815, -0.03701726719737053, -0.3677535355091095, -0.5762239098548889, -0.10589894652366638, 0.06254560500383377, -0.05237157270312309, -0.09516163915395737, -0.03821738436818123, 0.06357692182064056, -0.029759354889392853, -0.122061587870121, -0.29406192898750305, 0.26200369000434875, 0.028358900919556618, 0.16852259635925293, -0.2180584818124771, 0.2737513482570648, -0.1316542774438858, 0.10300437361001968, -0.006374944932758808, -0.0398733988404274, -0.2587752044200897, -0.2914469540119171, 0.11843229830265045, 0.49296894669532776, 0.859415590763092, 0.24320051074028015, 0.02767285332083702, 0.8745603561401367, 0.1112852618098259, -0.33940795063972473, 0.16964849829673767, 0.034636858850717545, 0.24177591502666473, 0.052829232066869736, 0.555869460105896, 0.7565416097640991, -0.24463073909282684, -0.2847674489021301, 0.23173046112060547, 0.28612884879112244, 0.06477624177932739, 0.2353411316871643, -0.16450831294059753, -0.26820528507232666, 0.5366409420967102, -0.44071105122566223, 0.16950289905071259, 0.4779634177684784, -0.2777805030345917, -0.336871474981308, 0.25582200288772583, 0.5974717736244202, 0.27341440320014954, 0.08643721789121628, -0.27082881331443787, 0.6472653746604919, 0.4100368320941925, -0.29846522212028503, 0.07034175097942352, 0.1698046326637268, 0.40809017419815063, -0.00538635952398181, 0.39442071318626404, -0.03561333566904068, -0.20859895646572113, 0.2146010398864746, -0.24156713485717773, 0.5587318539619446, 0.3250575661659241, 0.6095359921455383, -0.6218029856681824, 0.1707899570465088, 0.03581494092941284, 0.29626578092575073, 0.012978972867131233, -0.5588834881782532, -0.17426109313964844, 0.026563219726085663, 0.6219341158866882, -0.04648786410689354, -0.0006503198528662324, 0.3235618770122528, 0.6132628321647644, 0.09883591532707214, 0.5475969910621643, -0.12144703418016434, 0.1381179839372635, -0.4263412058353424, 0.15895484387874603, 0.19696089625358582, 0.1907782107591629, 0.39365464448928833, -0.1147148385643959, -0.25549066066741943, -0.2818380296230316, -0.1607854962348938, 0.018499189987778664, -0.48727306723594666, -0.18651777505874634, -0.5379297137260437, 0.01794595643877983, 0.6153792142868042, -0.15257979929447174, 0.01462153997272253, -0.5732747912406921, 0.19363202154636383, 0.1613144427537918, 0.04084032028913498, -0.13217510282993317, 0.4123697280883789, -0.3885602355003357, -0.015445415861904621, -0.17831696569919586, -0.4286786913871765, -0.023190656676888466, 0.19230586290359497, -0.27624183893203735, -0.260222464799881, 0.18700134754180908, -0.14311355352401733, 0.4812006950378418, 0.15742982923984528, 0.426647812128067, -0.13550208508968353, -0.1993071734905243, 0.12482056766748428, -0.08207561820745468, 0.07322520762681961, -0.5452539324760437, -0.06729575246572495, -0.20582453906536102, -0.3770332634449005, -0.11444687843322754, 0.49310746788978577, -0.23421910405158997, 0.12591005861759186, -0.0983634889125824, 0.5173555612564087, 0.3918141722679138, 0.2619200646877289, 0.14284425973892212, -0.3188474774360657, 0.2907581627368927, -0.11729194968938828, -0.06248579919338226, 0.24218419194221497, -0.0679435059428215, 0.2209703028202057, -0.2560959458351135, 0.2218334972858429, -0.1836799532175064, 0.10971403867006302, -0.29024583101272583, -0.3543558716773987, -0.07242438942193985, 0.660767138004303, -0.43538838624954224, -0.18777164816856384, -0.10556446015834808, -0.15132953226566315, -0.22992151975631714, -0.2139343023300171, -0.7316935062408447, -0.15728141367435455, 0.18740597367286682, 0.6138424277305603, -0.5760670900344849, -0.012260746210813522, -0.3144453763961792, 0.25432977080345154, -0.21954374015331268, 0.382922500371933, -0.05742207169532776, 0.32486242055892944, 0.07115740329027176, -0.3273122310638428, -0.09392255544662476, 0.24467237293720245, -0.2804078757762909, -0.4967181384563446, -0.15723325312137604, -0.2706120014190674 ]
In previous article (long ago, now I am back!!) I talked about overfitting and the problems faced due to overfitting. In this article I will discuss about one of the possible solution to prevent overfitting i.e. regularization (short notes from deeplearningbook.org Tushar Gupta https://towardsdatascience.com/deep-learning-regularization-notes-29df9cb90779
Deep Learning: Regularization Notes
[ -0.20747195184230804, -0.15247085690498352, 0.07774931192398071, -0.15130093693733215, 0.2750828266143799, -0.24844391644001007, -0.1252334713935852, 0.12298872321844101, -0.24152006208896637, 0.14584165811538696, -0.1816263198852539, 0.11721616238355637, 0.160908043384552, -0.02844405360519886, -0.1866430789232254, 0.33541879057884216, 0.46733883023262024, -0.05823015421628952, -0.17703677713871002, -0.1812092810869217, -0.26690956950187683, -0.4381566643714905, 0.804100513458252, 0.1836910843849182, -0.2873128354549408, -0.00494786212220788, 0.2707740068435669, -0.14931447803974152, -0.611064076423645, 0.028199389576911926, -0.12673793733119965, 0.5169254541397095, 0.5185424089431763, 0.19545884430408478, -0.2644849717617035, 0.011991932988166809, -0.3718360662460327, -0.14620272815227509, 0.011460081674158573, -0.35808977484703064, -0.02074337750673294, -0.07900314778089523, -0.643849790096283, 0.46308615803718567, -0.1434318721294403, -0.30592092871665955, -1.4806804656982422, 0.09932557493448257, -0.6989960670471191, -0.19244591891765594, -0.4058423638343811, 0.7259587645530701, 0.3690608739852905, -0.21120181679725647, -0.282662034034729, 0.28298816084861755, -0.3516305387020111, -0.17183026671409607, 0.04292779043316841, -0.13993613421916962, 0.41265782713890076, 0.3251911401748657, -0.18117225170135498, 0.2757319211959839, 0.10787177830934525, -0.05906505882740021, -0.0724484920501709, 0.11459654569625854, -0.2828276753425598, 0.16694553196430206, -0.16024014353752136, 0.39243391156196594, -0.26085442304611206, 0.34896907210350037, -0.2800999581813812, 0.004902523942291737, 0.45017218589782715, -0.16994617879390717, 0.6541963219642639, -0.35360679030418396, -0.2321469932794571, -0.06898130476474762, 0.43918588757514954, 0.08240470290184021, 0.3398147523403168, -0.1843140721321106, -0.3225546181201935, -0.22773511707782745, -0.14395874738693237, 0.15741902589797974, -0.5366363525390625, -0.34540843963623047, -0.1585608422756195, 0.10444771498441696, 0.42671436071395874, 0.3820877969264984, 0.29717400670051575, 0.024429794400930405, 0.046371132135391235, -0.06739237159490585, -0.3777746558189392, -0.1568586677312851, -0.014405934140086174, -0.015421261079609394, -0.07975385338068008, 0.048698507249355316, -0.1298646479845047, -0.1832791417837143, -0.37504416704177856, 0.2229161411523819, -0.6166301965713501, 0.41720086336135864, 0.003625287674367428, 0.11770328879356384, -0.3309159278869629, 0.6115936040878296, 0.12685273587703705, -0.12384688854217529, -0.6846073269844055, -0.1248510479927063, -0.5784502625465393, 0.731671154499054, 0.2753247916698456, 0.27632060647010803, 0.36182254552841187, 0.5691370964050293, 0.14858412742614746, 0.3356263041496277, -0.11118234694004059, 0.3267580568790436, 0.7331147193908691, 0.3798742890357971, 0.05600956454873085, -0.24423444271087646, -0.0969114825129509, -0.6327337026596069, 0.20951765775680542, -0.16005979478359222, 0.347947895526886, 0.052306175231933594, 0.08357468992471695, -0.10109766572713852, -0.4421713054180145, -0.1386835128068924, 0.15165378153324127, 0.11692285537719727, -0.16396090388298035, 0.8314058780670166, -0.29991453886032104, -0.18880626559257507, -0.1026064082980156, 0.05252625420689583, -0.8664484024047852, -0.44642677903175354, 0.033141572028398514, 0.5604006052017212, -0.24469579756259918, -0.06280560046434402, -0.007598429452627897, 0.2680494785308838, -0.04930077865719795, 0.06376028805971146, -0.44267788529396057, -0.031497638672590256, 0.7174074649810791, 0.11142569035291672, 0.3393566310405731, -0.04801793023943901, 0.09799136966466904, 0.11266794800758362, -0.3398675322532654, -0.11503120511770248, 0.24298694729804993, -0.49340203404426575, 0.21053096652030945, 0.03809942305088043, 0.16316434741020203, 0.08127173036336899, 0.1321382224559784, -0.11839616298675537, -0.6042495369911194, 0.1902763396501541, 0.03606974706053734, 0.05698542669415474, -0.21295955777168274, -0.19526655972003937, 0.23956939578056335, -0.06059340387582779, 0.1168021634221077, 0.057558249682188034, -0.18917261064052582, 0.07537362724542618, 0.3367029130458832, -0.6933812499046326, 0.8062835931777954, 0.35995790362358093, 0.06223313510417938, 0.9557971954345703, 0.0781688317656517, 0.3698386251926422, -0.010481299832463264, 0.09390885382890701, 0.27926695346832275, 0.04455187916755676, 0.18505030870437622, 0.24650219082832336, 0.009490150026977062, -0.15451481938362122, 0.052258800715208054, 0.056663621217012405, 0.41618281602859497, 0.030592789873480797, 0.338727742433548, -0.39405006170272827, -0.28598153591156006, 0.005583319813013077, 0.035868022590875626, 0.076090969145298, 0.3671726882457733, 0.08865784853696823, 0.6784924268722534, -0.14649033546447754, 0.04329394921660423, 0.6964209079742432, 0.21933169662952423, 0.8569965958595276, 0.06159142404794693, -0.018720436841249466, 0.7553158402442932, 0.2959967255592346, -0.5959072113037109, -0.3369814455509186, 0.255117803812027, -0.01224293652921915, -0.1550871878862381, 0.16596154868602753, -0.5370017290115356, 0.01631459966301918, 0.16524110734462738, -0.23713096976280212, -0.22100143134593964, 0.22667327523231506, -0.12124194949865341, 0.33289918303489685, 0.0353824719786644, 0.17348267138004303, -0.5362721681594849, 0.2824282944202423, -0.034860674291849136, -0.06393953412771225, 0.6640353798866272, 0.6161007881164551, 0.016217755153775215, -0.5501007437705994, -0.24894748628139496, 0.3805052638053894, -0.4489597678184509, -0.4127095639705658, -0.007846452295780182, 0.5589348673820496, -0.2533741295337677, 0.31606364250183105, -0.3778526186943054, 0.0235183984041214, -0.08866439759731293, -0.7425048351287842, 0.07809170335531235, -0.4880172908306122, 0.32238590717315674, 0.003656732151284814, 0.05982185900211334, -0.18431702256202698, -0.5226026773452759, 0.5408968925476074, -0.134677454829216, -0.9342174530029297, 0.3558003604412079, 0.3626212477684021, -0.6821647882461548, -0.26737648248672485, 0.23039467632770538, 0.5896919369697571, -0.014059925451874733, -0.18472634255886078, -0.5022820830345154, -0.3523389995098114, -0.42819780111312866, 0.15039953589439392, -0.1254536658525467, -0.25597137212753296, -0.2554827928543091, 0.5115811824798584, 0.23676209151744843, -0.4894838035106659, -0.022602319717407227, 0.38737452030181885, -0.01744004711508751, -0.20468613505363464, 0.18335868418216705, 0.04471331089735031, -0.6926699280738831, 0.5784037709236145, 0.5571613907814026, -0.2107720822095871, -0.2951560914516449, -0.1907930225133896, -0.649958610534668, -0.39351555705070496, -6.204927444458008, -0.05172919109463692, -0.6332812309265137, -0.1253674179315567, 0.08461300283670425, -0.22217042744159698, 0.012457003816962242, 0.3017752170562744, -0.10759731382131577, 0.07156004011631012, -0.35579654574394226, -0.21648402512073517, -0.13013829290866852, 0.5766574740409851, -0.2574964165687561, 0.600235641002655, 0.6588324904441833, 0.2905330955982208, 0.266215980052948, 0.5745116472244263, -0.25850650668144226, 0.22724714875221252, -0.26175326108932495, 0.4270995557308197, 0.3906112611293793, 0.0911160334944725, -0.7433585524559021, 0.7866666316986084, -0.5449134707450867, -0.04591646045446396, 0.5297017693519592, -0.11143629252910614, -0.41061460971832275, -0.06900517642498016, -0.3794167637825012, 0.4277823269367218, -0.3267596662044525, 0.11025100946426392, 0.34082549810409546, -0.09664753824472427, 0.24864348769187927, -0.09386668354272842, -0.23318983614444733, -0.6809009909629822, 0.37016257643699646, -0.1357506960630417, -0.31138214468955994, 0.12654544413089752, 0.2585005462169647, 0.2539849877357483, -0.03997340053319931, -0.324156254529953, 0.3281216323375702, -0.16408631205558777, -0.16170796751976013, -0.9074077010154724, 0.30309537053108215, 0.3940276801586151, -0.14943750202655792, 0.20063845813274384, -0.22944428026676178, -0.07443086802959442, -0.22950471937656403, -1.019459843635559, -0.4057868421077728, -0.044840142130851746, -0.17026959359645844, -0.9049059748649597, 0.062103576958179474, 0.16723689436912537, -0.9534577131271362, 0.5936765670776367, 0.10946481674909592, -0.6366755962371826, 0.1797860562801361, -0.6470930576324463, -0.5793712735176086, 0.01991649903357029, 0.061284780502319336, 0.17791947722434998, -0.05978349223732948, -0.4887365698814392, -0.03525121137499809, 0.4386131763458252, 0.357281357049942, -0.07065943628549576, 0.09124442934989929, -0.2475423663854599, -0.15766975283622742, 0.5578474402427673, 0.5395307540893555, -0.22897736728191376, 0.41733577847480774, -0.06537283957004547, 0.4100009799003601, -0.03855666518211365, -0.0489325150847435, 0.4688223898410797, 0.11909570544958115, -0.6376852989196777, 0.5588117241859436, -0.24443717300891876, -0.22420236468315125, -0.6390166282653809, -0.40135565400123596, 0.04152802750468254, -0.2388206571340561, -0.2796684503555298, 0.4740670621395111, -0.23256614804267883, 0.024219291284680367, -0.2195509523153305, -0.5619924068450928, 0.07513057440519333, 0.3513118028640747, -0.004967080894857645, -0.3385026156902313, 0.1015629842877388, 0.24034610390663147, 0.07004453986883163, -0.16924718022346497, -0.43850845098495483, 0.06414223462343216, -0.15555676817893982, 0.5942235589027405, -0.04622757434844971, -0.010275633074343204, -0.017362093552947044, 0.5161181092262268, 0.19883134961128235, 0.29499417543411255, 0.1169900894165039, -0.200080007314682, 0.5360128879547119, 0.17986130714416504, 0.08396660536527634, 0.09366106986999512, 0.18437717854976654, 0.1501864641904831, -0.5371266603469849, 0.3933030962944031, 0.02028539590537548, 0.03127876669168472, -0.13725022971630096, 0.4987609386444092, 0.07965714484453201, 0.2051326036453247, 0.060160376131534576, -0.009754814207553864, 0.5404175519943237, 0.37756437063217163, -0.44632861018180847, -0.27094766497612, -0.21866637468338013, -0.1170606017112732, 0.3783580958843231, 0.4601087272167206, 0.22821654379367828, 0.25929442048072815, -0.21782855689525604, -0.03099295124411583, -0.7316535115242004, -0.3429684340953827, 0.2669891119003296, 0.014948592521250248, 0.18438951671123505, -0.4979056715965271, -0.5930413603782654, -0.1047247126698494, 0.14936688542366028, 0.13668310642242432, 0.03686806187033653, -0.5837103724479675, -0.021733686327934265, 0.4891420602798462, -0.30561667680740356, 0.07256024330854416, 0.28081825375556946, 0.2898431122303009, 0.36926910281181335, -0.11015034466981888, -0.6416237354278564, -0.1254645138978958, 0.7343624830245972, 0.6570369601249695, -0.2295486330986023, 0.08913449198007584, 0.00032484857365489006, -0.004895319230854511, -0.3049170970916748, 0.44896408915519714, -0.04759936034679413, 0.3495408892631531, 0.17208532989025116, 0.6076565980911255, -0.49409058690071106, 0.37551769614219666, 0.20530296862125397, -0.2259322553873062, -0.18200524151325226, 0.05824778601527214, 0.29175865650177, 0.1287579983472824, 0.43409112095832825, 0.47874945402145386, 0.050811998546123505, -0.16359658539295197, -0.17524802684783936, -0.0651315301656723, 0.11818188428878784, -0.06370938569307327, -0.3007640838623047, 0.4200705587863922, -0.00983562134206295, 0.37805190682411194, 0.0757841095328331, -0.13487760722637177, -0.5110000371932983, -0.3208235204219818, 0.19302810728549957, -0.237577885389328, 0.12354852259159088, 0.15066826343536377, -0.32451021671295166, -0.21892689168453217, -0.3166040778160095, 0.720310628414154, -0.203018918633461, -0.019639277830719948, 0.02913370355963707, 0.3724219799041748, -0.2769830524921417, 0.7322598695755005, 0.32802462577819824, 0.12386079877614975, -0.07065489143133163, 0.16362223029136658, 0.8785678148269653, 0.08599571883678436, -0.8402223587036133, -0.6522595286369324, -0.08378344029188156, -0.18490448594093323, -0.42827102541923523, -0.41507935523986816, 0.24486030638217926, 0.03749223053455353, 0.03504147753119469, -0.6038587093353271, 0.530135452747345, 0.5572946667671204, -0.19868206977844238, -0.4725216329097748, -0.23941639065742493, 0.5686346888542175, -0.4921409487724304, 0.2543066442012787, -0.3790544867515564, 0.03266635909676552, 0.030714483931660652, 0.38216468691825867, -0.10305575281381607, -0.34356489777565, 0.3057185411453247, -0.04012022912502289, 0.0026805305387824774, -0.2634258568286896, -0.6290899515151978, 0.4006631374359131, -0.36634427309036255, -0.5732976794242859, -0.4195162355899811, -0.5065698623657227, 0.3567465841770172, -0.07216227799654007, 0.06933745741844177, -0.1437179297208786, 0.16580455005168915, -0.3812223970890045, -0.602202296257019, -0.15349212288856506, 0.026338879019021988, 0.2500857710838318, -0.23454414308071136, -0.22395309805870056, -0.11111181229352951, -0.06969576328992844, 0.29736462235450745, -0.30491572618484497, 0.1920444220304489, -0.5348736643791199, 0.4741033911705017, -0.2422925978899002, -0.41915830969810486, -0.22009988129138947, 0.05305977165699005, 0.05940600484609604, 0.41979682445526123, -0.7529643177986145, -0.2880468964576721, 0.38117846846580505, 0.37330183386802673, 0.621295690536499, -0.22480663657188416, 0.22164270281791687, 0.8062633872032166, 0.1342734843492508, 0.03848809748888016, 0.013795853592455387, -0.1338588148355484, 0.46732383966445923, 0.20598332583904266, 0.3992808759212494, 0.7760978937149048, -0.24826236069202423, -0.2879820466041565, -0.131649911403656, 0.43310976028442383, -0.2052856683731079, 0.22355836629867554, 0.13921894133090973, -0.19083599746227264, 0.7100781798362732, -0.6336624026298523, -0.22012026607990265, 0.7253933548927307, -0.1648954600095749, -0.2501908838748932, -0.14149978756904602, 0.8224392533302307, -0.31940698623657227, 0.15708695352077484, -0.09032381325960159, 0.3300267457962036, 0.17464101314544678, -0.14708822965621948, 0.07417493313550949, -0.3200799524784088, 0.16192121803760529, -0.141278937458992, 0.21993423998355865, 0.14914357662200928, 0.22446700930595398, 0.2021138072013855, -0.08564510941505432, 0.627103865146637, 0.10716750472784042, 0.46166473627090454, 0.1025959923863411, 0.07629140466451645, -0.1946682184934616, 0.039626527577638626, 0.12292010337114334, -0.628081738948822, -0.36027437448501587, -0.3582058548927307, 0.8848570585250854, -0.10036198794841766, -0.01371192466467619, 0.2791335880756378, 0.3554096519947052, 0.06687191128730774, 0.11205048114061356, 0.11298593878746033, 0.34356236457824707, -0.2985933721065521, 0.5015931725502014, 0.1740228235721588, 0.14102165400981903, 0.6640225052833557, -0.2596310079097748, -0.2585287392139435, -0.26840829849243164, 0.194271057844162, 0.12098100781440735, -0.6777913570404053, 0.09790583699941635, 0.12556758522987366, 0.16106896102428436, 0.618927001953125, 0.12462539225816727, -0.023266073316335678, -0.37887561321258545, -0.09728037565946579, -0.21669980883598328, 0.04067739471793175, -0.12096261233091354, 0.2434123307466507, -0.09863927960395813, -0.0016482861246913671, -0.03905446082353592, -0.6718129515647888, -0.36846068501472473, 0.43090495467185974, -0.17023593187332153, -0.10139121860265732, 0.15714582800865173, 0.2652541995048523, 0.8878622651100159, 0.18214428424835205, -0.08974971622228622, -0.3462332487106323, 0.05810490623116493, 0.436576247215271, -0.20229478180408478, -0.1921098828315735, -0.4264592230319977, 0.11468002945184708, -0.14721891283988953, -0.12694990634918213, -0.13634838163852692, 0.5701186656951904, -0.4389961063861847, 0.4225323796272278, 0.008747383952140808, 0.058439742773771286, 0.10324830561876297, 0.15197806060314178, -0.6079097986221313, -0.4044285714626312, 0.050529710948467255, 0.006299753673374653, 0.11351653933525085, 0.25869837403297424, -0.04431789740920067, -0.24620264768600464, -0.7506164312362671, 0.29439371824264526, -0.4325626492500305, -0.032734427601099014, -0.2694389522075653, -0.5501233339309692, 0.029428189620375633, 0.5195800065994263, -0.4953755736351013, -0.25855526328086853, 0.055093392729759216, -0.1361236572265625, -0.27612343430519104, -0.3595201075077057, -0.5013468265533447, -0.13341128826141357, 0.12407949566841125, 0.47526517510414124, -0.26440200209617615, 0.044125303626060486, -0.05937708169221878, 0.07578723132610321, -0.6161946058273315, 0.573353111743927, 0.13887467980384827, 0.4933600425720215, -0.15794967114925385, -0.10526036471128464, -0.032282840460538864, 0.19829292595386505, -0.640230655670166, -0.28134360909461975, -0.316368967294693, -0.23721720278263092 ]
In the third part of our Deep Learning summary for 2017 we discuss the new discoveries and breakthroughs in reinforced learning and other fields. Vladimir Fedak https://towardsdatascience.com/deep-learning-summary-for-2017-reinforced-learning-and-miscellaneous-apps-18bfef0c5ab6
Deep Learning summary for 2017: Reinforced Learning and Miscellaneous apps
[ 0.42880287766456604, 0.25119996070861816, 0.015552054159343243, 0.11584500223398209, 0.2832435965538025, -0.28004440665245056, -0.2557082772254944, 0.1704503446817398, -0.2886587083339691, -0.08129507303237915, -0.6501865983009338, 0.24635644257068634, 0.11086259037256241, -0.24498772621154785, 0.11135692894458771, 0.24884119629859924, 0.3895350694656372, -0.14981557428836823, 0.09427180141210556, 0.019204484298825264, -0.23201292753219604, -0.5345335602760315, 0.8611655235290527, 0.17874328792095184, -0.1860520988702774, 0.18899692595005035, 0.6312454342842102, -0.10835254937410355, -0.7145019769668579, 0.15704213082790375, -0.16664107143878937, 0.24806879460811615, 0.4357421398162842, 0.37426552176475525, -0.3711434006690979, -0.10376151651144028, -0.37700021266937256, -0.22185704112052917, -0.15838666260242462, -0.2715522050857544, -0.07329869270324707, 0.037203337997198105, -0.32511550188064575, 0.03899821639060974, 0.030488207936286926, -0.2950458526611328, -1.233364224433899, -0.027491560205817223, -0.7978985905647278, -0.21534277498722076, -0.25011545419692993, 0.3907123804092407, -0.25437086820602417, -0.037083085626363754, -0.23858143389225006, 0.11543826013803482, 0.22124911844730377, -0.7593621015548706, -0.0979914590716362, -0.012535827234387398, -0.09090439230203629, 0.4751673638820648, 0.010704942047595978, 0.47446492314338684, 0.9026715755462646, -0.22083571553230286, -0.08031279593706131, 0.238971546292305, -0.6032559871673584, -0.18644633889198303, 0.03318644315004349, 0.496498703956604, -0.04391324892640114, -0.11861105263233185, 0.0572759211063385, -0.271218478679657, 0.19590874016284943, 0.2078065574169159, 0.5407295823097229, -0.18686962127685547, 0.14581073820590973, 0.22574010491371155, 0.20190170407295227, 0.3280775845050812, 0.00593375600874424, 0.32910987734794617, -0.2908599078655243, -0.1854153275489807, -0.546359121799469, -0.008718360215425491, -0.2729855179786682, -0.3713880181312561, 0.47801074385643005, 0.1681957244873047, 0.7490867376327515, 0.5143640637397766, 0.2333657145500183, 0.16583961248397827, -0.4082556366920471, 0.2901943027973175, -0.20792584121227264, 0.6978175640106201, 0.07324755191802979, -0.6775773763656616, -0.24920624494552612, 0.1221814677119255, -0.25662845373153687, -0.4415470361709595, -0.5726327896118164, 0.33013927936553955, -0.6229112148284912, 0.31976333260536194, 0.08510041236877441, 0.35817357897758484, -0.032792143523693085, 1.0183213949203491, 0.0713931992650032, -0.16513878107070923, -0.2792472839355469, -0.15576840937137604, -0.2941402494907379, 0.9550246000289917, 0.05188300088047981, 0.20859332382678986, 0.1446366310119629, 0.06209491565823555, -0.0013495736056938767, 0.29415029287338257, 0.31460535526275635, 0.19597512483596802, 0.4431646168231964, 0.2869088351726532, -0.28756898641586304, 0.009623173624277115, 0.036994632333517075, -0.47860655188560486, -0.18375170230865479, -0.3807664215564728, 0.6163346767425537, 0.18760621547698975, -0.4146246016025543, -0.3360653817653656, -0.2416990101337433, -0.3890842795372009, 0.046221598982810974, -0.3397119343280792, 0.19882795214653015, 0.42633044719696045, -0.47905582189559937, -0.15655797719955444, -0.27976658940315247, -0.35012519359588623, -0.7089430093765259, -0.13340000808238983, -0.13602815568447113, 0.43395906686782837, 0.5658144950866699, -0.04325604811310768, 0.07585962861776352, 0.06803444027900696, 0.04998942092061043, 0.30907702445983887, -0.05076730251312256, -0.1781454235315323, 0.5136940479278564, 0.13117986917495728, 0.18600843846797943, -0.1755894422531128, 0.07314551621675491, 0.13027681410312653, -0.03179798275232315, 0.09160228073596954, 0.7052939534187317, -0.5640071630477905, 0.15122635662555695, -0.4417966604232788, 0.389289528131485, -0.00212861062027514, -0.13035139441490173, 0.011902505531907082, -0.5560947060585022, -0.21826384961605072, 0.403629332780838, -0.25951480865478516, 0.20759662985801697, -0.18477292358875275, 0.07293666899204254, 0.17232415080070496, 0.2940964996814728, 0.13842041790485382, -0.2575148642063141, -0.17845074832439423, 0.3895008862018585, -0.7202936410903931, 0.7349154949188232, -0.14391712844371796, 0.18352968990802765, 0.7876352667808533, 0.17967489361763, 0.14118514955043793, -0.08632130920886993, -0.032228413969278336, 0.4270385801792145, 0.12669643759727478, 0.00984552875161171, -0.03068271093070507, -0.10874544084072113, 0.14065594971179962, 0.12500117719173431, -0.12357653677463531, 0.49710020422935486, 0.03524110093712807, 0.20334407687187195, -0.3282879889011383, -0.3293505012989044, -0.1492244154214859, 0.14345215260982513, 0.5547125339508057, 0.07197997719049454, 0.3046632409095764, 0.8292253017425537, -0.49566441774368286, -0.11444172263145447, 0.3266424536705017, 0.06865029036998749, 0.4967421293258667, 0.28431808948516846, -0.37021031975746155, 0.5132154226303101, 0.048313386738300323, -0.267210990190506, -0.22219160199165344, 0.07271874696016312, -0.10086939483880997, -0.29540953040122986, 0.34199050068855286, -0.6823343634605408, -0.010760902427136898, 0.10411020368337631, -0.5370680093765259, 0.05681828036904335, 0.0564194992184639, -0.08642197400331497, 0.06099957600235939, 0.13824382424354553, 0.25856125354766846, -0.04115525633096695, 0.37170839309692383, 0.018604934215545654, -0.0498911552131176, 0.447235107421875, -0.0028286015149205923, -0.24672096967697144, -0.3837757408618927, 0.1250854730606079, -0.03262592852115631, -0.2650735378265381, -0.7107775807380676, -0.1725693792104721, 0.18717563152313232, -0.2274157702922821, 0.12809094786643982, -0.2600979506969452, 0.09235954284667969, 0.43393775820732117, -0.6139307618141174, 0.20070450007915497, -0.2930033802986145, 0.17863284051418304, 0.2957475483417511, 0.32326698303222656, -0.06696664541959763, -0.2107153981924057, 0.152382493019104, 0.11485720425844193, -0.524611234664917, 0.6224446296691895, -0.3609137535095215, -0.41856616735458374, -0.32332324981689453, 0.2270895391702652, 0.5304178595542908, 0.05164298787713051, 0.3013038635253906, -0.32875505089759827, -0.7241507172584534, -0.050054922699928284, 0.1214161142706871, -0.06313985586166382, -0.17119745910167694, -0.05283253639936447, 0.15948359668254852, -0.10801906138658524, -0.21784967184066772, -0.10273484140634537, 0.3102979063987732, -0.34515929222106934, -0.17555975914001465, -0.23801924288272858, -0.0015901797451078892, -0.6583006978034973, 0.5028312802314758, 0.3356931507587433, -0.28272148966789246, 0.3961324691772461, -0.07256431132555008, -0.32789477705955505, 0.27403226494789124, -6.161769866943359, 0.33182474970817566, -0.8061772584915161, -0.3977018892765045, -0.031027216464281082, 0.08345194905996323, -0.68254554271698, -0.005009128246456385, -0.021115479990839958, -0.3837833106517792, -0.9297736883163452, -0.30506432056427, -0.02326173335313797, 0.7018346786499023, 0.1534540057182312, 0.6419230103492737, 0.36786797642707825, 0.14572225511074066, 0.2517028748989105, 0.2276313304901123, -0.4039234519004822, -0.03176145628094673, -0.4042736291885376, 0.2080201953649521, 0.46894970536231995, -0.5319972634315491, -0.6742313504219055, 0.605989396572113, -0.26851823925971985, -0.014453072100877762, 0.5635640621185303, -0.09663602709770203, -0.691520094871521, 0.24625569581985474, -0.2806396186351776, 0.37694641947746277, -0.18190495669841766, 0.18565495312213898, 0.2273665815591812, -0.6312982439994812, 0.28051772713661194, 0.29505154490470886, -0.6133306622505188, -0.5053978562355042, 0.33566853404045105, -0.21255001425743103, 0.026806391775608063, 0.22875308990478516, 0.03467218577861786, 0.0950629785656929, 0.3850805461406708, 0.0773368701338768, -0.35403382778167725, 0.06418802589178085, -0.008213051594793797, -0.3745671510696411, 0.40489572286605835, 0.07256639003753662, -0.49474766850471497, 0.3107469379901886, 0.13485407829284668, -0.20049571990966797, -0.3190235495567322, -0.49228817224502563, -0.20951485633850098, -0.15254271030426025, -0.8353136777877808, -0.7136772871017456, -0.025795476511120796, -0.055997084826231, -0.7255429625511169, 0.511672854423523, -0.02662176825106144, -0.5810597538948059, 0.5239351391792297, -0.48758170008659363, -0.4209033250808716, 0.03587955981492996, 0.20378892123699188, 0.26823318004608154, -0.26240867376327515, -0.24834418296813965, 0.021755017340183258, 0.34809285402297974, 0.20230135321617126, 0.12702731788158417, 0.29924628138542175, 0.16302624344825745, -0.11650893837213516, 0.4477563202381134, 0.5871085524559021, -0.3354731798171997, 0.3743579387664795, 0.11735665053129196, 0.01648051291704178, -0.14204709231853485, -0.22919459640979767, 0.32314246892929077, 0.2441672533750534, -0.3458150029182434, 0.3607568144798279, 0.07971131056547165, -0.40597450733184814, -0.7005522847175598, -0.4327009320259094, 0.033535853028297424, 0.031776029616594315, -0.19727134704589844, 0.4678979814052582, -0.0368460975587368, 0.3485221266746521, 0.31034740805625916, -0.79178386926651, -0.3825075328350067, 0.556037962436676, -0.00022855252609588206, -0.45367947220802307, 0.49322688579559326, 0.4128038287162781, 0.19953782856464386, -0.3229885399341583, -0.37927043437957764, 0.0701698288321495, 0.2959609031677246, 0.16481994092464447, -0.10075915604829788, -0.0629870593547821, -0.11278827488422394, 0.1457679271697998, -0.08672899007797241, 0.6663418412208557, 0.12188035249710083, -0.3101005256175995, 0.2716407775878906, 0.38790807127952576, 0.057060565799474716, -0.1350107192993164, 0.018756471574306488, -0.028893157839775085, -0.697508692741394, 0.25696834921836853, 0.1340225785970688, 0.3529631793498993, -0.07952762395143509, 0.3877851068973541, -0.10819446295499802, -0.09039314836263657, 0.9687424302101135, -0.2540346086025238, 0.07930627465248108, 0.41378599405288696, -0.49672889709472656, -0.02279585227370262, -0.4013971984386444, -0.07851060479879379, 0.5746421813964844, 0.40860477089881897, 0.3243401348590851, 0.34328946471214294, -0.5866260528564453, 0.16476644575595856, -0.36848992109298706, -0.34615558385849, -0.01480125542730093, -0.038171377032995224, 0.05434539541602135, -0.7322178483009338, 0.010115789249539375, -0.13882194459438324, 0.07243358343839645, 0.20475132763385773, -0.36420977115631104, -0.35443249344825745, -0.17958447337150574, 0.4142344295978546, -0.689905047416687, 0.1084175705909729, 0.030619444325566292, 0.0049381256103515625, 0.29914018511772156, -0.2639833986759186, -0.5782297849655151, -0.24353690445423126, 0.38511204719543457, 0.6738060712814331, 0.40128347277641296, 0.05334135517477989, 0.11160174012184143, -0.3498455286026001, -0.5338627099990845, -0.027788769453763962, -0.12859392166137695, 0.5751262307167053, 0.27299004793167114, 0.07752145081758499, -0.5542362332344055, 0.4624961316585541, 0.2557936906814575, -0.004126496147364378, -0.18591098487377167, 0.0017853680765256286, 0.052436619997024536, -0.0343620739877224, 0.3113529086112976, 0.3863428831100464, -0.14206764101982117, 0.45896682143211365, -0.01971414126455784, 0.12250836938619614, 0.14972415566444397, -0.06354322284460068, -0.5999707579612732, 0.0054465290158987045, 0.4429394006729126, 0.20723019540309906, -0.10091312974691391, -0.3063778877258301, -0.5634286403656006, -0.7611904144287109, 0.3882374167442322, -0.06738428771495819, -0.2533489167690277, 0.002125771250575781, -0.4354245960712433, -0.2805444002151489, 0.2280164510011673, 0.1543164700269699, -0.12185564637184143, 0.26512062549591064, 0.02730780467391014, 0.24732495844364166, -0.260066956281662, 0.7267248034477234, 0.5633172988891602, -0.01810462400317192, 0.09999214112758636, -0.5340649485588074, 0.44694972038269043, -0.007654325105249882, -0.8273148536682129, -0.5466543436050415, -0.043868064880371094, -0.00012592843268066645, -0.8194915652275085, -0.26686620712280273, 0.3998093008995056, -0.24171553552150726, 0.1383763700723648, -0.8483549952507019, -0.002286182250827551, 0.6235068440437317, -0.2384108603000641, -0.681413471698761, -0.2047523409128189, 1.0049940347671509, 0.21577011048793793, 0.029106279835104942, -0.1337767392396927, -0.42831966280937195, 0.16463708877563477, 0.17378869652748108, -0.06953262537717819, -0.15579168498516083, 0.8395906090736389, 0.13663330674171448, -0.17935024201869965, -0.15057221055030823, -0.7406830787658691, -0.02508682571351528, -0.022555844858288765, -0.9574704170227051, 0.22749443352222443, -0.22865347564220428, 0.0987192913889885, -0.17601531744003296, 0.020419728010892868, 0.16510510444641113, 0.10622469335794449, -0.6634443402290344, 0.03027934581041336, -0.43609413504600525, 0.3403737545013428, 0.2749292850494385, -0.13535459339618683, -0.2058892846107483, -0.28583577275276184, -0.15585455298423767, 0.5070895552635193, 0.012903722934424877, 0.4440089762210846, -0.041699014604091644, 0.1632096767425537, -0.5393221974372864, -0.45985496044158936, -0.04086538031697273, 0.20250554382801056, 0.1888832300901413, -0.13229089975357056, 0.19627496600151062, -0.025058064609766006, 0.21514859795570374, 0.5467488169670105, 0.48217087984085083, -0.12946420907974243, 0.1154094710946083, 0.7193824648857117, 0.009832482784986496, -0.25306251645088196, -0.2580888271331787, 0.02478993870317936, 0.12831580638885498, 0.13590741157531738, 0.5716211795806885, 0.6131062507629395, -0.34133005142211914, -0.00278126890771091, -0.06631649285554886, 0.19896312057971954, 0.015800831839442253, 0.1767556071281433, 0.2540806531906128, -0.19290310144424438, 0.3603220582008362, -0.5868428945541382, -0.4757820963859558, 0.6235901117324829, 0.048530008643865585, -0.010554942302405834, -0.0062285359017550945, 0.7120784521102905, 0.13050122559070587, 0.32457807660102844, 0.3353344202041626, 0.4951166808605194, -0.029154527932405472, -0.3254989981651306, 0.028234008699655533, -0.13239899277687073, 0.30262279510498047, -0.12375327199697495, 0.40875953435897827, 0.4058969020843506, 0.04669398441910744, 0.12228921800851822, -0.04503806307911873, 0.5251113772392273, -0.2919755280017853, 0.4791828989982605, -0.13047857582569122, 0.3397716283798218, -0.025244271382689476, 0.10073345899581909, 0.06384913623332977, -0.2933743894100189, -0.21255198121070862, -0.5944724678993225, 0.6323444247245789, -0.040799058973789215, -0.08958970755338669, -0.0189389456063509, 0.38363972306251526, 0.5243353843688965, 0.3512076735496521, 0.023393623530864716, 0.091596320271492, -0.08661390841007233, 1.0142205953598022, 0.13541416823863983, 0.46098753809928894, 0.3173861801624298, -0.08709467202425003, 0.060010142624378204, -0.24505624175071716, 0.10064362734556198, -0.2138211578130722, -0.08508483320474625, 0.15789389610290527, -0.08448083698749542, 0.05950598046183586, 0.5385512113571167, 0.03865651413798332, 0.24745994806289673, -0.4707937240600586, -0.06413189321756363, 0.03612615540623665, 0.047164563089609146, -0.22170130908489227, 0.2811150848865509, 0.24229340255260468, 0.09153571724891663, -0.3956029415130615, -0.5544061660766602, 0.41513320803642273, -0.07435821741819382, -0.11799774318933487, -0.32431912422180176, 0.3362090289592743, 0.4628557860851288, 0.8591459393501282, 0.36612993478775024, -0.13240747153759003, -0.29962411522865295, -0.008364461362361908, 0.1457521617412567, 0.0542176254093647, -0.4808206260204315, -0.35072606801986694, -0.049863871186971664, 0.34245479106903076, 0.03438635170459747, 0.09972220659255981, 0.39474964141845703, -0.4824472963809967, 0.6002383232116699, 0.16591763496398926, 0.3372684717178345, 0.561275839805603, 0.00715930899605155, -0.15899984538555145, -0.5550787448883057, 0.23983238637447357, -0.32806846499443054, -0.13649170100688934, 0.10804440081119537, -0.32192710041999817, 0.4116341173648834, -0.7600580453872681, -0.021509964019060135, -0.20006023347377777, 0.05848754942417145, -0.5157806873321533, -0.9898045063018799, 0.048007477074861526, 0.52628493309021, -0.924408495426178, -0.20365820825099945, 0.1782059222459793, 0.01911252550780773, -0.23557166755199432, -0.40951964259147644, -0.5745290517807007, -0.4557827115058899, 0.29387760162353516, 0.40527424216270447, -0.006648407317698002, 0.45976728200912476, -0.5660179257392883, 0.37946510314941406, -0.7190409898757935, 0.34216925501823425, -0.37732651829719543, 0.09745295345783234, 0.20973539352416992, 0.05181623250246048, -0.2355898767709732, 0.09436479210853577, -0.21422091126441956, -0.31349167227745056, -0.4911777973175049, -0.5178086757659912 ]
Deep Learning is disrupting many industries, and yours might not be an exception. Learn of the most notable deep learning projects of 2017 and ride the wave, or risk being rolled over Vladimir Fedak https://towardsdatascience.com/deep-learning-summary-for-2017-text-and-speech-applications-9ea02bb3835f
Deep Learning summary for 2017: Text and Speech Applications
[ 0.08012445271015167, 0.0828152671456337, 0.3599068522453308, 0.12838566303253174, 0.3119528889656067, -0.32510578632354736, -0.13977943360805511, 0.24230234324932098, -0.1382276713848114, -0.09936574101448059, -0.4330480098724365, 0.4141598045825958, 0.23045513033866882, -0.16109628975391388, 0.180822491645813, 0.004562080837786198, 0.3020431697368622, -0.042500995099544525, 0.2560599744319916, 0.00014814038877375424, -0.4771628677845001, -0.4400148093700409, 0.9178970456123352, 0.20448900759220123, -0.05692758411169052, -0.2592838406562805, 0.3165329098701477, 0.1313573718070984, -0.42584696412086487, 0.39562469720840454, -0.1313595026731491, 0.3307259976863861, 0.3720058500766754, 0.314098984003067, -0.2523788511753082, -0.029896583408117294, -0.46873703598976135, 0.03507649898529053, -0.3561437129974365, -0.21016888320446014, -0.2926933169364929, 0.12018783390522003, -0.29134663939476013, -0.006119894795119762, -0.18479003012180328, -0.4083150625228882, -1.3098021745681763, -0.08920206129550934, -0.7013003826141357, -0.007105015683919191, -0.37195608019828796, 0.38543522357940674, -0.28809136152267456, -0.001430432079359889, -0.41069871187210083, 0.007325739599764347, 0.328544557094574, -0.5712159276008606, -0.37843751907348633, -0.36372384428977966, -0.007909863255918026, 0.15124647319316864, -0.31523245573043823, 0.11940896511077881, 1.0998117923736572, -0.011930861510336399, -0.018711771816015244, -0.1554146260023117, -1.070894479751587, 0.17297755181789398, 0.16887158155441284, 0.5300919413566589, -0.1784219741821289, -0.23420049250125885, -0.03311258181929588, -0.39518579840660095, 0.2526874244213104, 0.3199502229690552, 0.49084800481796265, 0.03430800139904022, 0.16188207268714905, -0.16669881343841553, 0.13924245536327362, 0.3194650411605835, -0.19326342642307281, -0.09722321480512619, 0.014741448685526848, 0.14269167184829712, -0.5691080689430237, -0.031790729612112045, -0.28999122977256775, -0.6945703029632568, 0.3083370327949524, 0.2282702475786209, 0.6130322813987732, 0.3407999575138092, 0.1632753312587738, 0.4761350154876709, -0.5910961031913757, 0.029762163758277893, -0.4909585416316986, 0.24264012277126312, -0.027136150747537613, -0.4535169303417206, -0.20732183754444122, 0.20678403973579407, -0.31564220786094666, -0.13274745643138885, -0.299293577671051, 0.2550659477710724, -0.22525842487812042, 0.1331731081008911, -0.03677227348089218, 0.06683479249477386, -0.4598173499107361, 0.788390576839447, 0.19062502682209015, -0.07592052221298218, 0.024049557745456696, -0.2577206790447235, 0.15370309352874756, 0.8668113946914673, 0.06918936967849731, 0.04234877973794937, 0.13054893910884857, 0.2827569544315338, -0.15689542889595032, 0.2874201536178589, 0.40926557779312134, 0.01662161387503147, 0.37914514541625977, 0.16401085257530212, 0.0329463966190815, 0.3187088370323181, 0.16446518898010254, -0.10241781920194626, 0.16230031847953796, -0.3233245611190796, 0.48346370458602905, 0.30265238881111145, -0.22448642551898956, -0.23544049263000488, -0.10406309366226196, 0.047131799161434174, 0.3021571934223175, 0.010461215861141682, -0.007774704601615667, 0.2994438707828522, -0.5323816537857056, -0.3473626673221588, -0.4040692150592804, -0.04841296747326851, -0.6926020383834839, -0.1897277981042862, 0.0684075877070427, 0.39491838216781616, 0.4045219123363495, -0.24807292222976685, 0.5019058585166931, 0.11873552203178406, 0.0960395410656929, 0.1151844933629036, -0.11129800230264664, 0.030291439965367317, 0.7368095517158508, 0.02911953441798687, 0.24193470180034637, -0.1593233197927475, 0.00741067249327898, -0.0037950617261230946, 0.03973087668418884, 0.11195750534534454, 0.536514937877655, -0.48394402861595154, 0.21482837200164795, -0.48421958088874817, 0.3245214819908142, 0.03543415665626526, 0.04974402114748955, 0.025318801403045654, -0.49309590458869934, 0.13311922550201416, 0.10329563915729523, 0.017895948141813278, 0.05449754744768143, -0.33325061202049255, 0.08679383993148804, 0.34941914677619934, 0.02111293375492096, -0.03334801271557808, -0.2671508193016052, -0.5061225295066833, 0.4434731602668762, -0.643917441368103, 0.605490505695343, -0.09211491048336029, 0.25907382369041443, 0.6679089665412903, 0.29979074001312256, 0.15480753779411316, -0.12167628109455109, -0.1313805729150772, 0.1537277102470398, 0.08886092156171799, 0.10287605971097946, -0.07816649973392487, -0.1266806572675705, 0.024393582716584206, 0.1347266435623169, -0.022219926118850708, 0.2603295147418976, -0.07473192363977432, 0.04532602056860924, -0.5201150178909302, -0.4501483738422394, -0.3429883122444153, 0.001675159903243184, 0.2815016806125641, 0.04193359985947609, 0.4071483612060547, 0.654121994972229, -0.5670521259307861, -0.02570808120071888, 0.1425485461950302, 0.41240230202674866, 0.4671957492828369, 0.16489654779434204, -0.08077915012836456, 0.294150173664093, 0.1799117624759674, -0.37695252895355225, -0.25470149517059326, -0.1111968383193016, -0.1403895765542984, 0.015848714858293533, 0.06809951364994049, -0.5179395079612732, -0.01776944473385811, 0.26084667444229126, -0.03672799840569496, -0.07504957914352417, -0.08566014468669891, -0.16778558492660522, 0.7927328944206238, 0.13466639816761017, -0.030109981074929237, -0.021808460354804993, 0.04803146421909332, 0.03665941208600998, -0.10482566803693771, 0.17110875248908997, 0.3702847957611084, -0.4143681526184082, -0.321233868598938, -0.29746344685554504, 0.2902897894382477, -0.2167118340730667, -0.29168900847435, -0.05700509622693062, 0.23382171988487244, -0.21485565602779388, 0.30207303166389465, -0.2824447751045227, 0.410558819770813, 0.3006655275821686, -0.4856316149234772, 0.31635817885398865, -0.417645126581192, 0.47281596064567566, 0.3301125764846802, 0.4762722849845886, -0.11155115067958832, -0.03549753874540329, 0.056398265063762665, -0.15672071278095245, -0.5639917850494385, 0.6044734120368958, -0.3435158133506775, -0.45762526988983154, -0.4337620139122009, 0.2533380389213562, 0.691389799118042, -0.3513769805431366, 0.20842579007148743, -0.37493154406547546, -0.5088261961936951, 0.048367880284786224, 0.3740841746330261, -0.08767625689506531, -0.09791292995214462, -0.3953399956226349, 0.13771076500415802, -0.08598953485488892, -0.04103459417819977, -0.19790118932724, 0.2612622380256653, 0.062158264219760895, -0.46459317207336426, -0.2637595534324646, 0.18689103424549103, -0.9467697739601135, 0.4220321476459503, 0.27931448817253113, -0.2618628740310669, 0.3954583704471588, -0.37723079323768616, 0.009259041398763657, 0.24502190947532654, -6.241558074951172, 0.08533595502376556, -0.6488057971000671, -0.40899351239204407, -0.1310001015663147, 0.04669928550720215, -0.2272479087114334, 0.20438754558563232, -0.05818638205528259, -0.31346818804740906, -1.024348258972168, 0.00742388004437089, 0.042649053037166595, 0.8067808747291565, 0.3886718451976776, 0.25488588213920593, 0.35355260968208313, -0.07515469193458557, 0.4528718888759613, 0.12783022224903107, -0.20979903638362885, -0.11939863115549088, -0.24468211829662323, 0.045560456812381744, 0.7015058398246765, -0.1757514774799347, -0.5120201706886292, 0.7443810701370239, -0.14543986320495605, -0.21102967858314514, 0.5183579921722412, -0.20086628198623657, -0.427253782749176, 0.10729839652776718, -0.011115670204162598, 0.12242441624403, -0.14288230240345, 0.48168864846229553, 0.3985348045825958, -0.188923642039299, 0.35432717204093933, 0.10602104663848877, -0.7091110944747925, -0.35178446769714355, 0.2621036171913147, -0.20305244624614716, 0.20596832036972046, 0.1862984448671341, 0.24502170085906982, 0.1334618479013443, 0.2806682586669922, 0.07790917903184891, 0.08246028423309326, 0.36095917224884033, 0.3332968056201935, -0.22999028861522675, 0.13628584146499634, 0.3187325596809387, -0.18483394384384155, 0.44121086597442627, 0.24779388308525085, -0.47152847051620483, -0.37481313943862915, -1.1141389608383179, -0.1717914342880249, -0.15222252905368805, -0.5328965187072754, -1.0135200023651123, 0.20245373249053955, -0.07503635436296463, -0.6743670105934143, 0.31993934512138367, -0.31443071365356445, -0.7273387908935547, 0.34422019124031067, -0.393257200717926, -0.35969293117523193, 0.07326158881187439, 0.207519993185997, 0.08005864918231964, -0.6576831936836243, -0.5644729137420654, -0.2093696892261505, 0.13691331446170807, 0.09473784267902374, -0.26313069462776184, 0.16068033874034882, -0.0010486695682629943, 0.14216889441013336, 0.28413906693458557, 0.6267948746681213, -0.20697100460529327, 0.3987914025783539, -0.18796411156654358, 0.3432057797908783, -0.07827316224575043, -0.24121862649917603, 0.3933658003807068, 0.16477791965007782, -0.24567341804504395, -0.010900303721427917, -0.340476393699646, -0.5477104783058167, -0.8240842223167419, -0.1562110334634781, 0.1718701869249344, -0.07181647419929504, -0.13934621214866638, 0.30492061376571655, 0.008621467277407646, 0.3946092426776886, 0.3405759334564209, -0.68152916431427, -0.2595648169517517, 0.37371712923049927, 0.10099229216575623, -0.5369260907173157, 0.42721518874168396, 0.25263091921806335, 0.08090303093194962, -0.25952672958374023, -0.2011948972940445, -0.14347240328788757, 0.45732319355010986, 0.5202586054801941, -0.1682882457971573, -0.1804874837398529, 0.24385462701320648, -0.17503367364406586, -0.17043998837471008, 0.6493428945541382, 0.09552966803312302, -0.2548171579837799, 0.10225345939397812, 0.617925763130188, -0.04907441511750221, -0.1792193353176117, 0.15942583978176117, 0.041903868317604065, -0.6733413934707642, 0.18223054707050323, 0.18116652965545654, 0.1452113837003708, 0.09578564763069153, 0.280283123254776, 0.11069972813129425, -0.16537009179592133, 0.8957210183143616, -0.031460270285606384, 0.09368571639060974, 0.2116757333278656, -0.30382969975471497, -0.007870937697589397, -0.0661102831363678, -0.03685084730386734, 0.30410662293434143, 0.3178456723690033, -0.19587142765522003, 0.4137795567512512, -0.17677085101604462, -0.12954801321029663, -0.4651804566383362, -0.2785734534263611, 0.011473146267235279, -0.08681178838014603, 0.07667100429534912, -0.9754340648651123, 0.12611861526966095, -0.05455243960022926, -0.15080995857715607, 0.1059032678604126, -0.4293377101421356, -0.7120505571365356, -0.10553152859210968, 0.22627654671669006, -0.16277363896369934, 0.22975298762321472, 0.20467662811279297, 0.10359002649784088, 0.35173818469047546, 0.03209085762500763, -0.3276909291744232, -0.10644420236349106, 0.8571689128875732, 0.3044758141040802, 0.28058457374572754, -0.10861702263355255, 0.3368910849094391, -0.3038712739944458, -0.34936729073524475, -0.12318895012140274, 0.05685323476791382, 0.37500181794166565, -0.10184174031019211, 0.10420949012041092, -0.49676111340522766, 0.5277873277664185, 0.40686464309692383, -0.16260407865047455, -0.0194089412689209, -0.10041507333517075, -0.005729879718273878, -0.11837004125118256, 0.15618117153644562, 0.2548743188381195, -0.4136374294757843, 0.3614908754825592, -0.12464343011379242, -0.14121273159980774, 0.04641416296362877, -0.20544563233852386, -0.6928502917289734, -0.08586050570011139, 0.2727898359298706, 0.003447453025728464, -0.09790457040071487, 0.03266376629471779, -0.343941867351532, -0.3062109351158142, 0.40229320526123047, 0.028550250455737114, -0.13523225486278534, -0.2041328102350235, -0.47061416506767273, -0.32620537281036377, 0.2730446457862854, 0.005472145974636078, -0.060158975422382355, 0.26126202940940857, -0.21254312992095947, -0.20647011697292328, -0.31375378370285034, 0.5978279709815979, 0.6422168612480164, 0.1031649187207222, -0.06099323183298111, -0.3451698124408722, 0.5704568028450012, -0.2909413278102875, -0.6801419854164124, -0.2434092015028, -0.2702557146549225, -0.30792543292045593, -0.4847114384174347, -0.42836666107177734, 0.5106495022773743, -0.11374348402023315, 0.43178054690361023, -0.8767421245574951, -0.20636388659477234, 0.8035625219345093, 0.02009083330631256, -0.8527593612670898, -0.3233508765697479, 0.7279039025306702, 0.18456661701202393, -0.18320468068122864, -0.19827619194984436, -0.5527671575546265, 0.14040862023830414, 0.025125425308942795, -0.09460049122571945, -0.4639090597629547, 0.6149338483810425, 0.15701571106910706, 0.09085755795240402, -0.15963436663150787, -0.5706279873847961, -0.001821282203309238, -0.08348625153303146, -0.6480324864387512, -0.17943593859672546, -0.49215295910835266, 0.14908592402935028, -0.048460014164447784, 0.06498292088508606, -0.04482021555304527, 0.05260074883699417, -0.5520257949829102, -0.1228165552020073, -0.3341342806816101, 0.20464195311069489, -0.13421374559402466, -0.3133021593093872, -0.05104043334722519, 0.13295674324035645, 0.18056222796440125, 0.11428464204072952, 0.10065744072198868, 0.27371010184288025, -0.06268016993999481, 0.4473133981227875, -0.5380057096481323, -0.2923048734664917, -0.18521995842456818, 0.07120443880558014, 0.4707051217556, -0.0956120565533638, -0.24525834619998932, 0.013046761974692345, 0.1985480636358261, 0.5914006233215332, 0.7289189100265503, -0.26002636551856995, 0.25046277046203613, 0.6908549666404724, -0.059526246041059494, -0.011099559254944324, 0.2262977808713913, 0.16018250584602356, -0.0029650186188519, 0.4515487253665924, 0.418157696723938, 0.967759907245636, -0.28233304619789124, 0.03600741922855377, 0.36600548028945923, 0.34297123551368713, 0.23607702553272247, -0.03929050639271736, 0.08125144243240356, -0.7595438361167908, 0.27742427587509155, -0.4829343855381012, -0.15295222401618958, 0.29327109456062317, -0.09561542421579361, -0.1635425090789795, 0.21175611019134521, 0.742779016494751, 0.17638584971427917, 0.8150992393493652, 0.23325754702091217, 0.18345056474208832, -0.18855895102024078, -0.41488808393478394, 0.22860446572303772, 0.14985314011573792, 0.14283712208271027, -0.23657526075839996, 0.3783724904060364, 0.395008385181427, 0.24812299013137817, 0.3380308449268341, 0.07891181111335754, 0.21268106997013092, 0.013619407080113888, 0.9381653666496277, -0.3145518898963928, 0.10901845991611481, 0.09028352051973343, 0.02712138742208481, 0.05012381076812744, -0.8390857577323914, -0.1831296980381012, -0.20429518818855286, 0.2791309058666229, -0.22877609729766846, 0.2816232144832611, 0.1803388148546219, 0.29418468475341797, 0.4308699667453766, 0.34764987230300903, -0.06805695593357086, -0.049633823335170746, -0.1845482438802719, 0.5226852297782898, -0.08239179849624634, 0.7555463910102844, 0.33206671476364136, -0.19853410124778748, -0.024220451712608337, -0.3119567036628723, 0.14161834120750427, -0.4222121834754944, -0.13478481769561768, -0.24522526562213898, -0.31936562061309814, 0.08614321798086166, 0.434659481048584, -0.2360779494047165, 0.4435947835445404, -0.6778977513313293, 0.3704700469970703, 0.03207864984869957, 0.1507178246974945, -0.11917974054813385, 0.3689514100551605, 0.048071619123220444, 0.017020922154188156, -0.4713333249092102, -0.7326440215110779, 0.12244892865419388, 0.2631581425666809, -0.38306954503059387, -0.2747778296470642, 0.5775892734527588, -0.11534307152032852, 0.5656299591064453, 0.43696218729019165, 0.17228759825229645, -0.26162099838256836, 0.3470872640609741, 0.3043407201766968, -0.20672927796840668, -0.021196415647864342, -0.3664974868297577, -0.2130075991153717, 0.07487230002880096, 0.015658540651202202, 0.23532167077064514, 0.3956153690814972, -0.3533143103122711, 0.774210512638092, 0.10837505757808685, 0.382015198469162, 0.33256465196609497, 0.1627982258796692, -0.15958376228809357, -0.31539008021354675, -0.23801837861537933, -0.29338499903678894, 0.07674717903137207, 0.0010229608742520213, 0.1076817661523819, 0.5611918568611145, -0.5980793833732605, 0.03035200946033001, -0.2903638482093811, 0.12332215905189514, -0.40011125802993774, -0.669291615486145, -0.09709074348211288, 0.5700163841247559, -0.7221903800964355, 0.02572866715490818, -0.009457633830606937, -0.19728930294513702, -0.14237123727798462, -0.5573027729988098, -0.4061068594455719, -0.08514326065778732, 0.3992571234703064, 0.6914187669754028, -0.07865185290575027, 0.04061390832066536, -0.36774614453315735, 0.05156654864549637, -0.6624019742012024, 0.33565908670425415, -0.054461896419525146, 0.14756830036640167, 0.11733110249042511, -0.09301848709583282, -0.19096580147743225, 0.2922340929508209, -0.05142948776483536, -0.1405637115240097, -0.3214084208011627, -0.10744825750589371 ]
Below is a distilled collection of conversations, messages, and debates Ive had with peers and students on Jonathan Balaban https://towardsdatascience.com/deep-learning-tips-and-tricks-1ef708ec5f53
Deep Learning Tips and Tricks
[ -0.3197619616985321, 0.09709811955690384, 0.046778686344623566, 0.11002735048532486, 0.3535561263561249, 0.013739687390625477, -0.017791811376810074, 0.2218756079673767, -0.14107400178909302, 0.023343659937381744, -0.34303268790245056, 0.026614971458911896, 0.2622356712818146, -0.2678029239177704, -0.2302195429801941, 0.38484618067741394, 0.236868754029274, 0.020152181386947632, -0.06274621933698654, 0.08538905531167984, -0.46035146713256836, -0.2848455011844635, 0.9564112424850464, 0.05753748118877411, -0.10944035649299622, 0.28820130228996277, 0.4967881143093109, -0.3549783527851105, -0.5472309589385986, 0.12389639765024185, 0.08457162976264954, 0.2811262607574463, 0.6107951402664185, -0.3377862870693207, -0.4981565475463867, -0.39544713497161865, -0.5694783329963684, -0.2427460104227066, 0.08970506489276886, -0.22094997763633728, -0.13195277750492096, 0.3540785610675812, -0.4104228615760803, 0.3566802740097046, -0.001614393899217248, -0.3079802691936493, -1.2743545770645142, 0.14090637862682343, -0.38459768891334534, -0.39659586548805237, -0.5264908671379089, 0.46390143036842346, 0.4490394592285156, 0.19965435564517975, -0.3934410512447357, 0.18510624766349792, -0.026547929272055626, -0.4751203954219818, 0.1455569565296173, -0.004893396981060505, -0.00894696544855833, 1.0075961351394653, 0.07225222885608673, 0.07827788591384888, 0.18745751678943634, -0.10808295011520386, 0.07541047036647797, 0.5120110511779785, -0.10260966420173645, 0.06805747002363205, 0.30686014890670776, 0.663720965385437, -0.26484164595603943, -0.09977875649929047, 0.18047165870666504, -0.048886366188526154, 0.8615702986717224, 0.2901555001735687, 0.3984752595424652, -0.31996262073516846, -0.336343914270401, 0.07759948074817657, 0.36793214082717896, 0.4049985110759735, 0.04272285848855972, -0.009880811907351017, 0.08933785557746887, -0.3661079406738281, -0.34144312143325806, -0.35335296392440796, -0.5227940082550049, -0.2018532007932663, 0.29536372423171997, -0.04386206343770027, 0.12198171764612198, -0.10701453685760498, 0.46134042739868164, -0.040486644953489304, -0.3538881540298462, 0.20160825550556183, -0.36150893568992615, 0.11966115981340408, 0.04377274215221405, -0.4673578441143036, -0.11703751981258392, 0.4051833152770996, -0.07897274941205978, -0.247200146317482, -0.18570008873939514, 0.6287850141525269, -0.600469172000885, 0.49889835715293884, 0.262559711933136, 0.035357799381017685, -0.002366237808018923, 0.36425676941871643, -0.10961270332336426, -0.04130452498793602, -0.6035460233688354, -0.07974588125944138, -0.3907225728034973, 0.685825526714325, 0.22859172523021698, 0.0935615673661232, 0.17930498719215393, 0.2106749713420868, -0.13138306140899658, 0.36078503727912903, 0.2687031626701355, 0.3582552373409271, 1.067489743232727, 0.07321899384260178, 0.18375365436077118, -0.29941481351852417, -0.2522940933704376, -0.1672358363866806, 0.018771430477499962, -0.4147763252258301, 0.1501685082912445, -0.12217798829078674, -0.15504345297813416, -0.1860269159078598, -0.3554016649723053, -0.19937746226787567, 0.03555585443973541, 0.06722911447286606, 0.2733638882637024, 0.8491353392601013, -0.4868347942829132, -0.05421954393386841, -0.2946975827217102, 0.23756706714630127, -0.5084332227706909, -0.5682324171066284, 0.1585947424173355, 0.36200714111328125, -0.2933621406555176, -0.293744295835495, 0.04714040458202362, 0.15376879274845123, -0.1939033716917038, -0.0324539840221405, -0.18629026412963867, -0.24929748475551605, 0.4148581326007843, 0.3487035036087036, 0.06826941668987274, 0.11505461484193802, -0.2772133946418762, 0.35216039419174194, 0.030118603259325027, 0.5291197896003723, 0.47187235951423645, -0.8900880217552185, -0.019782651215791702, -0.03381330519914627, -0.10851936787366867, 0.11522817611694336, 0.3030216693878174, -0.2546987533569336, -0.4892781674861908, -0.26299813389778137, 0.09462480992078781, -0.14674916863441467, -0.2694520354270935, 0.1106424331665039, 0.1202159970998764, 0.29529616236686707, 0.43938204646110535, -0.007024311926215887, -0.5018578171730042, 0.1580921709537506, 0.33277714252471924, -0.4801728129386902, 0.6022148132324219, 0.3661482632160187, 0.09389546513557434, 0.8795321583747864, 0.37120023369789124, 0.22405767440795898, -0.06585486978292465, -0.14031186699867249, 0.08399908989667892, 0.24108141660690308, -0.1612069010734558, 0.22677001357078552, -0.32094311714172363, -0.14912666380405426, 0.684456467628479, 0.03494742512702942, 0.20598524808883667, -0.27808210253715515, 0.13291563093662262, -0.17353777587413788, -0.4631127417087555, 0.13069793581962585, 0.2718200385570526, 0.34370508790016174, 0.3351176381111145, 0.5636410713195801, 0.5118359923362732, -0.5021489262580872, 0.08502882719039917, 0.012853669002652168, 0.19472642242908478, 0.7836589813232422, -0.08626875281333923, -0.10350947082042694, 0.5047381520271301, 0.14137700200080872, -0.483006089925766, -0.3193131685256958, 0.28445330262184143, -0.5689603090286255, -0.16815997660160065, -0.1458018273115158, -0.4102516770362854, -0.21547387540340424, 0.40091198682785034, -0.41168683767318726, -0.04601142182946205, -0.08061960339546204, -0.1005018949508667, 0.27226129174232483, 0.2786259055137634, 0.38204237818717957, -0.49634572863578796, 0.14217045903205872, 0.1827411651611328, 0.056166525930166245, 0.26184919476509094, 0.6226990222930908, -0.34902963042259216, -0.018319010734558105, -0.1523497849702835, 0.4061216711997986, -0.2831340730190277, -0.483240008354187, -0.003971581347286701, 0.4761615991592407, -0.2730370759963989, 0.46666577458381653, -0.413841187953949, 0.3766912519931793, 0.062288105487823486, -0.8145714402198792, 0.1757637858390808, -0.38323378562927246, 0.3466063141822815, 0.2512035369873047, 0.3233211636543274, -0.015135092660784721, -0.4144180417060852, 0.10584598779678345, 0.13064904510974884, -0.5199775099754333, 0.6420031189918518, -0.13625037670135498, -0.36888399720191956, -0.6651692390441895, 0.08602195233106613, 0.3935103416442871, -0.07838603109121323, 0.029755758121609688, -0.4716157913208008, -0.6224888563156128, -0.13388831913471222, 0.2669405937194824, -0.06792967021465302, 0.00399575661867857, -0.012686770409345627, 0.5078527927398682, -0.07364647835493088, -0.23108741641044617, 0.2144738733768463, 0.4229568839073181, -0.23118722438812256, -0.005828083958476782, -0.24252310395240784, -0.14552873373031616, -0.7223799824714661, 0.3358650207519531, -0.0038973665796220303, -0.0974009782075882, 0.12877638638019562, -0.11633311957120895, -0.38350504636764526, 0.04764673113822937, -6.238652229309082, 0.2457437366247177, -1.0239737033843994, -0.271477609872818, 0.25027167797088623, -0.30058035254478455, 0.0449131615459919, 0.051969293504953384, -0.1467459797859192, 0.08123299479484558, -0.297570139169693, -0.3046852946281433, -0.03192025423049927, 0.5972328782081604, 0.11419355869293213, 0.6968650817871094, 0.24450267851352692, 0.07000555098056793, 0.3271815776824951, 0.5649221539497375, -0.2168487161397934, -0.11212661862373352, -0.3521895408630371, 0.6130064129829407, 0.42251333594322205, -0.029233232140541077, -0.2315250039100647, 0.24595464766025543, -0.46742621064186096, -0.23085398972034454, 0.19633068144321442, 0.018146613612771034, -0.8580087423324585, 0.14837044477462769, -0.2006569802761078, 0.3134501874446869, -0.07200301438570023, -0.08202265202999115, 0.3185717463493347, -0.3932902216911316, -0.16134166717529297, 0.22810082137584686, -0.19710546731948853, -0.28363367915153503, 0.653171956539154, 0.14175233244895935, -0.22503365576267242, 0.030991731211543083, -0.024704962968826294, -0.18677645921707153, 0.21583649516105652, -0.15087227523326874, 0.1475333571434021, 0.14290428161621094, 0.1295097917318344, -0.9075894355773926, 0.20460623502731323, -0.19712020456790924, -0.26593685150146484, 0.3244263827800751, 0.28052619099617004, -0.11652479320764542, -0.3147019147872925, -0.575351357460022, -0.23587289452552795, -0.20514556765556335, -0.18816058337688446, -0.7397908568382263, 0.10549326241016388, 0.09752753376960754, -0.767227828502655, 0.16064304113388062, -0.18032774329185486, -0.5864274501800537, 0.5372601747512817, 0.07945439964532852, -0.29167547821998596, 0.043790239840745926, 0.47788894176483154, 0.03485569357872009, -0.36056703329086304, -0.31188756227493286, -0.36191797256469727, 0.4233491122722626, 0.15384328365325928, -0.3474435806274414, 0.047530319541692734, -0.4952942430973053, -0.3541507422924042, 0.30828163027763367, 0.5765591859817505, -0.19064711034297943, 0.18487240374088287, 0.07590287923812866, 0.22906234860420227, -0.10166987031698227, -0.12144828587770462, 0.7484476566314697, 0.12070000916719437, -0.18323303759098053, 0.5862084031105042, -0.4064202606678009, -0.1817615032196045, -0.43275579810142517, -0.019267506897449493, 0.36893540620803833, -0.05965511128306389, -0.10816320031881332, 0.5799537897109985, -0.17729811370372772, -0.10328982025384903, -0.05166661739349365, -0.7139891386032104, 0.37067022919654846, 0.22821156680583954, -0.3856368064880371, -0.1435118317604065, 0.6221660375595093, -0.0563255175948143, 0.3264482021331787, -0.558813214302063, -0.058778777718544006, 0.18893061578273773, 0.08145937323570251, -0.010954497382044792, -0.3693879544734955, 0.08360625058412552, -0.34429770708084106, 0.38754409551620483, -0.04443357512354851, 0.7123797535896301, 0.17150062322616577, -0.1825057566165924, 0.19432319700717926, 0.01710475981235504, -0.047221746295690536, 0.4204021096229553, -0.44338494539260864, -0.237384632229805, -0.7066646218299866, -0.24412329494953156, -0.09370440989732742, 0.2255271077156067, -0.07525887340307236, 0.4880465269088745, -0.22164392471313477, 0.5172446370124817, 0.3046148121356964, -0.3588787913322449, 0.5677056312561035, 0.4174003005027771, -0.05378663167357445, 0.19630615413188934, 0.02641775831580162, 0.2614738941192627, 0.3127690255641937, 0.05480453744530678, -0.06951837986707687, 0.5219153165817261, -0.06034771353006363, -0.16186586022377014, -0.7569417357444763, -0.4575025141239166, 0.36175090074539185, -0.00569197628647089, -0.1724717766046524, -0.8658877611160278, 0.01439667958766222, -0.05059579387307167, -0.2042936086654663, 0.40223973989486694, -0.09796962887048721, -0.5062991380691528, 0.06538893282413483, 0.3699816167354584, -0.44769158959388733, -0.25310948491096497, 0.11629864573478699, -0.3751583695411682, 0.09631011635065079, -0.13101860880851746, -0.8174453377723694, -0.2992350459098816, 0.08082977682352066, 0.645802915096283, 0.07512267678976059, 0.15503889322280884, 0.1924438327550888, 0.13055463135242462, -0.2180391401052475, 0.3366004526615143, 0.11505458503961563, 0.2889706790447235, 0.18068769574165344, -0.15127868950366974, -0.27765268087387085, 0.8175947666168213, 0.352703332901001, -0.22473053634166718, -0.0894956961274147, -0.04834355041384697, -0.16504009068012238, -0.4147198796272278, 0.3569982349872589, 0.32821181416511536, -0.3622838258743286, 0.20095029473304749, 0.1333286464214325, -0.16232417523860931, 0.2693820297718048, -0.16665464639663696, -0.23920726776123047, 0.18413841724395752, -0.05588876083493233, 0.1225561648607254, 0.15667201578617096, 0.0493997223675251, -0.34314367175102234, -0.1950197070837021, 0.1398756355047226, -0.00041105388663709164, -0.41228166222572327, -0.20154517889022827, -0.011735422536730766, -0.3783361613750458, -0.07146980613470078, 0.2639538645744324, -0.26256972551345825, 0.09187755733728409, 0.07681775838136673, 0.2862605154514313, -0.31258055567741394, 0.953162431716919, 0.5019206404685974, -0.060268793255090714, 0.547431468963623, -0.4758143126964569, 0.7792416214942932, -0.10951585322618484, -0.42973655462265015, -0.28734028339385986, -0.25059640407562256, -0.07676509022712708, -0.056026868522167206, 0.25857385993003845, 0.17965780198574066, -0.25322145223617554, 0.013920415192842484, -0.35609403252601624, -0.20684067904949188, 0.6473559141159058, -0.0018182863714173436, -0.4048612713813782, 0.009786033071577549, 1.037948489189148, -0.3408071994781494, 0.37132933735847473, -0.12749911844730377, -0.16846203804016113, 0.237171933054924, 0.2041698545217514, -0.07366402447223663, -0.35981249809265137, 0.49742522835731506, -0.28861477971076965, -0.14053967595100403, -0.2113412469625473, -0.5449609756469727, 0.07542390376329422, -0.3971486985683441, -0.7375154495239258, -0.055341627448797226, -0.15652057528495789, 0.4717373251914978, -0.4445570707321167, 0.19132567942142487, 0.09773045033216476, -0.1396474391222, -0.6752008199691772, -0.46988582611083984, -0.590498685836792, 0.1357203871011734, 0.027244476601481438, -0.35757210850715637, -0.4577103853225708, -0.2301170378923416, -0.3358592092990875, 0.37278011441230774, 0.07922758907079697, 0.12784983217716217, -0.4251878261566162, 0.40086984634399414, -0.47331860661506653, 0.13616473972797394, -0.055963773280382156, 0.09269676357507706, 0.07683337479829788, -0.01630263216793537, 0.06158675253391266, -0.10097549855709076, 0.42747923731803894, 0.1841427981853485, 0.5939845442771912, 0.013179205358028412, 0.49830424785614014, 0.8474119901657104, -0.03189561888575554, -0.19123873114585876, 0.022549621760845184, -0.2932623326778412, 0.22420910000801086, 0.07374530285596848, 0.34390461444854736, 0.6702375411987305, -0.1730719357728958, -0.28453329205513, 0.18676047027111053, 0.40987974405288696, -0.23654726147651672, 0.4387359917163849, 0.33034202456474304, -0.03781922161579132, 0.6305841207504272, -0.38890576362609863, 0.19626304507255554, 0.49950554966926575, 0.37076836824417114, -0.3915467858314514, 0.13917112350463867, 0.48441174626350403, -0.08267460018396378, -0.133170023560524, 0.07716592401266098, 0.42691850662231445, 0.3303541839122772, -0.13757739961147308, -0.1712411642074585, -0.16420184075832367, 0.1725219041109085, -0.096961110830307, 0.0962233617901802, 0.09654181450605392, -0.018194248899817467, -0.13226255774497986, -0.32176804542541504, 0.5007053017616272, 0.2887405753135681, 0.6485262513160706, -0.5102164149284363, -0.13838496804237366, -0.12372743338346481, 0.023904791101813316, 0.4973931610584259, -0.8162959814071655, -0.25716254115104675, -0.27401915192604065, 0.5779324173927307, -0.13636620342731476, -0.4263042211532593, 0.16836513578891754, 0.6089144945144653, 0.07705730199813843, 0.8120090365409851, -0.3703572154045105, 0.11175290495157242, 0.08786483854055405, 0.2962297201156616, -0.031182004138827324, 0.2590904235839844, 0.5387058854103088, -0.27298852801322937, 0.005794177297502756, -0.2959776222705841, 0.035770028829574585, -0.310743510723114, -0.3814396560192108, 0.3563397228717804, 0.01006085891276598, 0.13877911865711212, 0.7438071370124817, 0.13977213203907013, -0.022105781361460686, -0.4953797459602356, -0.04431258887052536, 0.04445449262857437, -0.09504072368144989, -0.09022778272628784, 0.36639314889907837, -0.47074055671691895, -0.1566019356250763, 0.07340197265148163, -0.39341267943382263, 0.0350755900144577, 0.4929524064064026, -0.23243391513824463, -0.13017219305038452, -0.09997838735580444, 0.49878621101379395, 0.19400498270988464, 0.08424504101276398, -0.014645674265921116, -0.0807245671749115, 0.34340330958366394, 0.08124545961618423, -0.16943246126174927, -0.055578138679265976, -0.698451817035675, -0.49253761768341064, 0.016190793365240097, 0.008783519268035889, -0.07402800023555756, 0.2144245058298111, -0.1341448724269867, -0.27401164174079895, -0.10107444226741791, 0.020679529756307602, 0.3442441523075104, 0.2811592221260071, -0.09075213968753815, -0.025278013199567795, 0.4133772552013397, -0.14341890811920166, -0.13732244074344635, 0.47230827808380127, -0.2997889518737793, 0.2488812357187271, -0.6047896146774292, 0.1438828408718109, -0.40535247325897217, 0.040842801332473755, -0.07943890988826752, -1.0559654235839844, -0.03205762058496475, 0.24266906082630157, -0.2011605203151703, -0.43606308102607727, 0.24033619463443756, 0.14678260684013367, 0.019150501117110252, -0.484995037317276, -0.604864239692688, -0.26500487327575684, 0.2927975654602051, 0.6966343522071838, -0.2306472808122635, -0.08108558505773544, -0.28880956768989563, 0.12075426429510117, -0.8231363296508789, 0.4884573221206665, -0.1587229073047638, -0.0553802028298378, -0.13530808687210083, 0.09161421656608582, 0.03564518690109253, 0.2540477514266968, -0.3292262554168701, -0.6350643634796143, -0.622141420841217, -0.19329696893692017 ]
Over the past several years, deep learning has become the go-to technique for most George Seif https://towardsdatascience.com/deep-learning-vs-classical-machine-learning-9a42c6d48aa
Deep Learning vs Classical Machine Learning
[ 0.13357077538967133, -0.16186603903770447, 0.006732038222253323, -0.053145844489336014, 0.09987139701843262, -0.023352328687906265, -0.2678237855434418, -0.2584437131881714, -0.010988768190145493, -0.056666191667318344, -0.4552597105503082, 0.3823869824409485, 0.2941837012767792, 0.1572156846523285, -0.19645676016807556, 0.5545241832733154, -0.08095467835664749, -0.4603762626647949, 0.1001637876033783, -0.08751622587442398, -0.5405470132827759, -0.4831539988517761, 0.8765553832054138, 0.008068934082984924, -0.29482343792915344, -0.1390341818332672, 0.5380116105079651, -0.13185366988182068, -0.08469647169113159, 0.1570783406496048, 0.16390632092952728, 0.4438638985157013, 0.03616072237491608, -0.3210517168045044, -0.053279414772987366, -0.15484438836574554, 0.023260388523340225, -0.2292710542678833, 0.16294586658477783, -0.35340550541877747, -0.07194802165031433, 0.08616635203361511, 0.081650011241436, 0.36060595512390137, -0.08940614014863968, -0.4077862799167633, -1.281340479850769, 0.1580815315246582, -0.5167765617370605, -0.20758670568466187, -0.23170824348926544, 0.1726592481136322, 0.08545951545238495, 0.21784478425979614, -0.544745147228241, 0.08352487534284592, -0.073976069688797, -0.2754947543144226, 0.03856762871146202, -0.2866237759590149, 0.1496499627828598, 0.47622713446617126, -0.37814298272132874, 0.28734177350997925, 0.02130730450153351, 0.10814223438501358, -0.03855026885867119, 0.21445806324481964, -0.560965895652771, -0.11049854010343552, -0.05043208226561546, 0.2023814171552658, 0.04014952480792999, 0.20889733731746674, 0.13991370797157288, -0.19018568098545074, 0.4596630334854126, 0.21091438829898834, 0.41548952460289, -0.11028822511434555, 0.14246858656406403, 0.05299343541264534, 0.3050754964351654, 0.20022962987422943, 0.19644615054130554, 0.21006427705287933, 0.06729628890752792, -0.22549091279506683, -0.6306279301643372, -0.15371182560920715, -0.35594743490219116, -0.10822375863790512, 0.3775455355644226, -0.2595028579235077, 0.07788381725549698, 0.3540070354938507, 0.5011065602302551, 0.21364396810531616, -0.029796095564961433, 0.32501956820487976, -0.7984630465507507, 0.14866049587726593, 0.09773227572441101, -0.6546364426612854, -0.5122895836830139, 0.18226757645606995, -0.19439946115016937, -0.18823924660682678, -0.47280892729759216, 0.5559695363044739, -0.6587935090065002, 0.25063300132751465, 0.1256142407655716, -0.12113286554813385, -0.3466697931289673, 0.3914700448513031, -0.1982513666152954, 0.009734957478940487, -0.22188793122768402, 0.16245193779468536, -0.40811893343925476, 0.9391089677810669, -0.15934792160987854, 0.18838337063789368, 0.2657087445259094, 0.36793574690818787, 0.23826640844345093, 0.3739144206047058, 0.32259246706962585, 0.23084305226802826, 0.8319091200828552, 0.3666335344314575, 0.20286765694618225, -0.1399291455745697, 0.06299808621406555, -0.34117835760116577, 0.2592286765575409, -0.19371916353702545, 0.2782154679298401, 0.011382595635950565, -0.27234533429145813, -0.6359536051750183, -0.29442891478538513, -0.15540654957294464, 0.05105630308389664, -0.012524722144007683, 0.28502321243286133, 0.5035922527313232, -0.09124308824539185, -0.160848006606102, -0.23241420090198517, 0.31900233030319214, -0.6275290250778198, -0.02364150620996952, -0.057307131588459015, 0.387463241815567, -0.1593186855316162, -0.41382527351379395, 0.32919755578041077, 0.2786889374256134, -0.14807634055614471, -0.11430329084396362, 0.10067000985145569, 0.14581449329853058, 0.7757415175437927, -0.03441972658038139, 0.13528525829315186, 0.3002397119998932, -0.29709720611572266, 0.07051888108253479, -0.4759897291660309, -0.14094598591327667, 0.10676074773073196, -0.4649869203567505, 0.12650638818740845, -0.13538411259651184, 0.08058158308267593, 0.09844163060188293, 0.4627836346626282, -0.324427992105484, -0.47368374466896057, 0.06531789898872375, 0.1885562539100647, 0.16561564803123474, 0.09460311383008957, -0.21846945583820343, 0.4198996424674988, -0.09046541899442673, 0.36834055185317993, 0.296455979347229, -0.32076090574264526, 0.07530286908149719, 0.4732300341129303, -0.5701491832733154, 0.6703656911849976, 0.39283376932144165, -0.06273575872182846, 1.0494821071624756, -0.0271404217928648, 0.06609427183866501, 0.2756597399711609, -0.11292093247175217, -0.09487470984458923, -0.11981131881475449, 0.1680171638727188, -0.1121942475438118, 0.10131201148033142, -0.27036651968955994, 0.35269173979759216, -0.040377479046583176, 0.2404201328754425, -0.016271958127617836, -0.0348571315407753, -0.34714800119400024, -0.07784990221261978, -0.05008823797106743, 0.15898039937019348, 0.3285852074623108, 0.317621111869812, 0.12866590917110443, 0.8194125294685364, -0.41141417622566223, 0.31138235330581665, 0.1123192086815834, 0.14421899616718292, 0.7792245745658875, 0.43620362877845764, 0.027062414214015007, 0.26741865277290344, 0.31054529547691345, -0.21332800388336182, -0.2476353645324707, 0.18203219771385193, -0.4214724898338318, -0.1656346172094345, 0.16326026618480682, -0.39397284388542175, 0.08047984540462494, 0.24058839678764343, -0.3546189069747925, -0.32932543754577637, 0.24634429812431335, -0.0902600809931755, 0.22152072191238403, -0.25537118315696716, 0.13124185800552368, -0.41700467467308044, -0.21807418763637543, -0.366340696811676, 0.052996713668107986, 0.28958725929260254, 0.552998423576355, -0.41721925139427185, -0.21048417687416077, -0.42751938104629517, 0.2572881281375885, -0.24820879101753235, -0.36414602398872375, -0.15402661263942719, 0.2860291302204132, -0.6531026363372803, 0.2160266786813736, -0.08439901471138, 0.08069216459989548, 0.16083084046840668, -0.4225853681564331, -0.23311570286750793, -0.5546819567680359, 0.3722054362297058, 0.1935810148715973, 0.2441668063402176, 0.2759614586830139, -0.22347022593021393, 0.01855316571891308, -0.4720342457294464, -0.5276628732681274, 0.2582637071609497, -0.030027851462364197, -0.3349648118019104, -0.3147205114364624, 0.3118889629840851, 0.29605385661125183, -0.07234697043895721, -0.005168406758457422, -0.36526331305503845, -0.13288478553295135, 0.029436757788062096, -0.14859358966350555, -0.10474050790071487, 0.02760455571115017, -0.0013424078933894634, 0.4480878710746765, -0.1482866257429123, -0.20714859664440155, 0.007172391749918461, 0.00828079879283905, -0.14180952310562134, 0.004170458763837814, 0.01255950890481472, 0.04798995703458786, -0.6967357993125916, 0.17384210228919983, 0.1388767808675766, 0.10087717324495316, -0.01842716708779335, -0.2917614281177521, -0.21113944053649902, 0.34504440426826477, -6.509829521179199, -0.15649667382240295, -0.4238661527633667, 0.23403383791446686, 0.36383146047592163, -0.2526872158050537, -0.05040169134736061, 0.11930899322032928, -0.11134454607963562, -0.3386342525482178, -0.16350768506526947, -0.0903116911649704, 0.10870004445314407, 0.46226072311401367, 0.02546652778983116, 0.560559093952179, 0.6257928013801575, 0.137202650308609, 0.33575451374053955, 0.33064526319503784, -0.1378447413444519, 0.19070206582546234, -0.02399967424571514, 0.5827433466911316, 0.1862974464893341, 0.12866565585136414, -0.29163771867752075, 0.438127338886261, -0.5730067491531372, -0.21188753843307495, 0.34329473972320557, -0.2786374092102051, -0.3624691963195801, 0.31982702016830444, 0.1821616291999817, 0.21495884656906128, 0.1516791731119156, 0.32713067531585693, 0.4030088186264038, -0.056818973273038864, 0.03154627978801727, 0.0980873703956604, -0.2413686215877533, -0.5445179343223572, 0.0008068213355727494, -0.23557353019714355, 0.21681034564971924, 0.41178351640701294, 0.05530643090605736, 0.0026290686801075935, -0.2448330521583557, -0.11375848948955536, 0.23798984289169312, 0.14308229088783264, -0.0014921861002221704, -0.584173321723938, 0.011108302511274815, 0.42838406562805176, 0.15845920145511627, 0.28910690546035767, 0.02457437291741371, -0.4165076017379761, -0.37774547934532166, -0.9980200529098511, -0.5295671820640564, -0.348890483379364, -0.3119840621948242, -0.5163697600364685, 0.11224975436925888, 0.1982019692659378, -0.7903345227241516, 0.12066439539194107, -0.021249279379844666, -0.7249583601951599, 0.4591526985168457, -0.3994879424571991, -0.17836886644363403, -0.14753659069538116, 0.5542421340942383, 0.09006340056657791, -0.26770466566085815, -0.6300035715103149, -0.19359324872493744, 0.2555176019668579, 0.027470948174595833, -0.269951194524765, 0.08720260858535767, -0.13321974873542786, -0.14956359565258026, 0.44765713810920715, 0.18449562788009644, -0.07753679156303406, 0.30549460649490356, -0.09066472947597504, 0.3329331576824188, 0.19580793380737305, 0.20437948405742645, 0.4670335054397583, 0.1599273979663849, -0.10762567818164825, 0.5117002129554749, -0.3330843150615692, -0.6829293370246887, -0.5359415411949158, -0.10421279817819595, 0.029233895242214203, -0.12623043358325958, -0.012546821497380733, 0.7803049683570862, -0.2174922227859497, -0.16076025366783142, -0.04711056873202324, -0.577766478061676, 0.19757038354873657, 0.40802809596061707, -0.18711909651756287, -0.6944262981414795, 0.16110394895076752, 0.07829270511865616, 0.3952638506889343, -0.4420388638973236, -0.20133957266807556, -0.12708093225955963, 0.17477303743362427, 0.5457987189292908, 0.1416521966457367, -0.06631991267204285, 0.10798171907663345, 0.028154753148555756, 0.05895300582051277, 0.24484112858772278, -0.07313447445631027, -0.02747207134962082, 0.18768885731697083, 0.057525694370269775, 0.15406164526939392, 0.2664313018321991, 0.4670473039150238, -0.06697104126214981, -0.7461305856704712, 0.39184901118278503, 0.16322360932826996, 0.10312706232070923, -0.017498819157481194, 0.30465054512023926, 0.14637073874473572, 0.1940474510192871, 0.084991455078125, 0.2956728935241699, 0.23380963504314423, 0.3647696077823639, -0.22441942989826202, 0.15024171769618988, -0.05515866354107857, -0.03440380468964577, 0.18595196306705475, -0.09500843286514282, 0.04955257475376129, 0.5041136145591736, -0.5282372236251831, -0.12249040603637695, -0.49006181955337524, -0.581712007522583, 0.16461364924907684, -0.014787978492677212, 0.057742491364479065, -0.432125449180603, 0.06708505004644394, -0.10624264925718307, -0.2552683651447296, 0.026580780744552612, -0.13735084235668182, -0.206400066614151, -0.056583087891340256, -0.0008663106709718704, -0.21997623145580292, 0.11829080432653427, -0.047970160841941833, 0.12238035351037979, -0.022872842848300934, 0.2323048710823059, -0.5402219295501709, -0.23871421813964844, 0.31875404715538025, 0.6254112720489502, -0.3891134262084961, 0.17981009185314178, 0.26525163650512695, 0.006723029538989067, -0.19078166782855988, 0.5680428743362427, -0.02536504901945591, 0.5203337073326111, 0.06793998181819916, 0.08207350969314575, -0.38701868057250977, 0.5624433159828186, 0.26945996284484863, -0.2178526520729065, -0.3817078471183777, 0.4002530872821808, 0.5509045124053955, 0.08686118572950363, 0.2880781292915344, 0.2990911304950714, -0.3697209656238556, 0.4687119424343109, 0.10354749113321304, 0.05814658850431442, -0.3493853807449341, -0.3870919346809387, -0.4608452320098877, 0.0861755982041359, -0.05877857655286789, 0.07355441898107529, 0.14649546146392822, -0.11549655348062515, -0.39585965871810913, -0.07768082618713379, 0.1317521184682846, 0.05097626522183418, -0.02779258042573929, -0.345725953578949, -0.06250893324613571, -0.201437309384346, 0.09818439930677414, 0.10164609551429749, -0.7684779763221741, 0.06523659825325012, -0.11073523759841919, 0.23412315547466278, -0.502113401889801, 0.26379120349884033, 0.22407779097557068, -0.08485917001962662, 0.1661580353975296, 0.11984255909919739, 0.9836200475692749, -0.20085422694683075, -1.0393699407577515, -0.2573412358760834, 0.22317291796207428, -0.326219379901886, 0.002704249694943428, -0.06657920777797699, 0.21860478818416595, -0.01691274903714657, -0.19111856818199158, -0.8651751279830933, -0.010648551397025585, 0.4042283296585083, -0.2956889569759369, -0.3986146152019501, 0.002354741794988513, 0.7563999891281128, -0.44191038608551025, 0.005272326525300741, -0.016570204868912697, -0.10062329471111298, 0.3206009566783905, -0.12491001933813095, -0.11821529269218445, -0.43644875288009644, 0.3675021827220917, -0.3189028799533844, 0.13865694403648376, 0.029318131506443024, -0.5855159759521484, 0.0932270884513855, -0.23677484691143036, -0.6217547655105591, -0.2811499536037445, -0.2798612117767334, 0.31745412945747375, -0.11976221948862076, 0.01415873970836401, -0.046460434794425964, -0.11911118775606155, -0.5232694149017334, -0.4165545105934143, -0.40084800124168396, -0.17479951679706573, 0.015614139847457409, -0.11134111881256104, -0.4875830113887787, -0.2964399456977844, 0.02087920531630516, 0.30706915259361267, -0.07445551455020905, 0.0863037183880806, -0.11895082890987396, 0.2725416421890259, -0.05659623444080353, -0.2633254826068878, -0.23713447153568268, 0.16691115498542786, 0.041746363043785095, -0.16846759617328644, -0.16191671788692474, -0.5026372671127319, -0.07495240122079849, 0.10065940767526627, 0.7252632975578308, -0.025743937119841576, 0.5055092573165894, 0.7522870898246765, 0.17187461256980896, 0.11660771816968918, 0.3942917585372925, 0.14923915266990662, 0.4334949254989624, 0.2762742340564728, 0.1864119917154312, 0.8716928958892822, -0.32440096139907837, -0.12567636370658875, 0.030670681968331337, 0.4450366199016571, -0.0014670816017314792, 0.2509893774986267, -0.06767149269580841, 0.10861141979694366, 0.7263954281806946, -0.41347363591194153, -0.093715138733387, 0.4441755414009094, -0.21853290498256683, -0.29878219962120056, 0.2802949845790863, 0.5199456214904785, 0.30565738677978516, 0.12597988545894623, -0.30785706639289856, 0.3800167441368103, 0.1837865561246872, -0.3115741014480591, 0.3177977502346039, -0.19815562665462494, 0.16325238347053528, -0.10622970014810562, 0.5903152823448181, -0.19280552864074707, 0.026877382770180702, 0.10460542142391205, -0.17350806295871735, 0.24205616116523743, 0.2639693021774292, 0.38438674807548523, -0.35986533761024475, -0.17826277017593384, 0.09763424843549728, 0.04150109365582466, 0.11069898307323456, -0.41282859444618225, -0.33952194452285767, -0.2056780308485031, 0.27801284193992615, -0.2984362244606018, 0.059588272124528885, 0.1743742823600769, 0.6994835138320923, -0.106540746986866, 0.18864735960960388, -0.2858954668045044, 0.06123289093375206, -0.16237613558769226, 0.521346926689148, -0.08970925211906433, 0.24844881892204285, 0.6221592426300049, -0.33011001348495483, -0.28567108511924744, -0.1340181678533554, 0.07060147821903229, -0.06259596347808838, -0.4934192895889282, -0.015293926000595093, 0.093365378677845, 0.019505370408296585, 0.42003294825553894, -0.21699276566505432, -0.07032613456249237, -0.2640685439109802, 0.010114357806742191, 0.02843870036303997, -0.11106308549642563, -0.002158820629119873, 0.5252088904380798, -0.28077009320259094, -0.007711655460298061, -0.12304438650608063, -0.2553664445877075, 0.08923079073429108, 0.3319404423236847, -0.06118518114089966, -0.05513293296098709, 0.17071197926998138, 0.2581380009651184, 0.2999858856201172, 0.39208176732063293, -0.07078742980957031, -0.07237295806407928, 0.11568191647529602, -0.027694078162312508, -0.2281942069530487, 0.020406827330589294, -0.4607517719268799, 0.23539792001247406, -0.2554892301559448, 0.23875674605369568, -0.033242274075746536, 0.1858779937028885, -0.14492473006248474, -0.037360817193984985, -0.36721304059028625, 0.017589453607797623, 0.13765597343444824, -0.06783154606819153, -0.12832409143447876, -0.1384398341178894, -0.07779105007648468, -0.15716862678527832, 0.23626211285591125, -0.003807001281529665, -0.3520681858062744, 0.3043447732925415, -0.11329399794340134, 0.4062710404396057, -0.23447619378566742, 0.22808687388896942, -0.1236698105931282, -0.36176326870918274, -0.23989495635032654, 0.3201683759689331, -0.760510265827179, -0.09288150072097778, -0.08357136696577072, -0.2021639049053192, -0.2869563102722168, -0.4493222236633301, -0.24217256903648376, -0.12005811929702759, 0.017045924440026283, 0.5455015301704407, -0.09710980951786041, -0.06623168289661407, -0.1426064521074295, 0.15894715487957, -0.28846272826194763, 0.592510461807251, 0.0034801815636456013, 0.12059205025434494, 0.1699831634759903, -0.05599712207913399, -0.13062408566474915, 0.35584887862205505, -0.06210785359144211, -0.32202595472335815, -0.1406145840883255, 0.12043558806180954 ]
First part on a full discussion on how to do Distributed Deep Learning with Apache Spark. This part: What is Spark, basics on Spark+DL and a little more. You can Favio V zquez https://towardsdatascience.com/deep-learning-with-apache-spark-part-1-6d397c16abd
Deep Learning With Apache SparkPart 1
[ 0.24123409390449524, -0.24203836917877197, 0.0221630297601223, 0.07128826528787613, -0.5314748883247375, -0.7296426296234131, -0.33521974086761475, -0.22070026397705078, 0.07730425149202347, 0.3879684805870056, -0.21582667529582977, 0.10837706178426743, -0.31105566024780273, -0.3959534764289856, -0.4790719151496887, 0.13924500346183777, 0.006362513639032841, 0.3582860827445984, -0.24813254177570343, -0.3839876651763916, -0.3340277075767517, -0.5478564500808716, 0.2998311519622803, 0.4648042917251587, -0.007037734612822533, 0.49786376953125, 0.8759142756462097, 0.2205754667520523, -0.14264997839927673, 0.1278005987405777, -0.0935138463973999, 0.04101505130529404, 0.27933788299560547, -0.2611691355705261, -0.32875293493270874, 0.3626522421836853, -0.2987865209579468, -0.5711836814880371, 0.05825692415237427, -0.4740608334541321, -0.01050465740263462, 0.2236512452363968, -0.27144354581832886, 0.582581102848053, 0.2529667019844055, 0.012496252544224262, -1.4003851413726807, 0.39268454909324646, -0.26241910457611084, -0.0880676805973053, -0.5645029544830322, 0.054019905626773834, 0.17959973216056824, 0.5162085294723511, -0.24324539303779602, -0.27240756154060364, -0.1681276261806488, -0.2744848430156708, 0.06293935328722, 0.006592884659767151, 0.0744750052690506, 0.3889421224594116, -0.043045397847890854, 0.2462574988603592, 0.1688191145658493, -0.04674508795142174, -0.07786717265844345, 0.32186880707740784, -0.3469976782798767, 0.09072262048721313, 0.4442673623561859, -0.06065528839826584, -0.5430904030799866, 0.2185763716697693, 0.07111720740795135, 0.018793070688843727, 0.17095041275024414, 0.13419051468372345, 0.5535731911659241, 0.5301272869110107, -0.04083273932337761, -0.02165934629738331, 0.35237836837768555, 0.04172499105334282, 0.2100992202758789, 0.2166244089603424, -0.166608989238739, -0.2536362111568451, -0.5522586107254028, 0.3221323788166046, -0.5968350768089294, -0.6652407050132751, 0.06403213739395142, -0.15911640226840973, 0.5288808941841125, 0.6106987595558167, 0.6566128730773926, 0.5739979147911072, -0.17105257511138916, 0.30356600880622864, -0.48416581749916077, 0.7616395950317383, -0.41693055629730225, -0.6529123187065125, -0.5428694486618042, -0.01527597289532423, -0.5445690155029297, -1.2285891771316528, -0.22047989070415497, 0.42258480191230774, -0.0673593133687973, 0.23371188342571259, -0.02066386677324772, 0.2652253210544586, -0.1323179453611374, 0.7387038469314575, 0.020880019292235374, 0.31893450021743774, 0.2114214301109314, 0.032048556953668594, -0.7451513409614563, 0.9843046069145203, 0.0606972798705101, 0.27490168809890747, 0.09653814882040024, 0.8609292507171631, 0.019238734617829323, 0.22841978073120117, 0.23923088610172272, 0.2651723325252533, 0.4265391230583191, 0.6738798022270203, -0.00584582332521677, -0.5802026987075806, 0.21456465125083923, -0.7996411919593811, 0.13721078634262085, -0.1653040200471878, 0.13187196850776672, -0.2718987464904785, -0.1926814764738083, 0.04526818171143532, -0.28446540236473083, -0.06921075284481049, 0.03551565855741501, 0.17964710295200348, -0.48870253562927246, 0.17239537835121155, -0.2784389853477478, -0.14941847324371338, -0.6392038464546204, 0.5005618929862976, -0.6282016634941101, 0.11282229423522949, -0.5013086795806885, 0.47874048352241516, -0.022340521216392517, -0.20731204748153687, 0.08162648975849152, 0.3024182617664337, -0.2748536467552185, -0.02748619206249714, 0.003545069135725498, 0.25261691212654114, 0.7154653072357178, -0.14162595570087433, 0.31155115365982056, -0.14634737372398376, -0.2231198400259018, -0.22384223341941833, -0.5396827459335327, -0.39020994305610657, 0.25138017535209656, -0.4972682595252991, 0.6059662103652954, -0.24263302981853485, 0.420306921005249, -0.1617371290922165, 0.07399735599756241, 0.10480117052793503, -0.6553174257278442, -0.09568094462156296, 0.35888317227363586, -0.23071584105491638, 0.2049388885498047, -0.10454731434583664, 0.1398499459028244, 0.27923235297203064, -0.1568971425294876, 0.31378671526908875, -0.29208454489707947, -0.2351963073015213, 0.31885549426078796, -0.8666552305221558, 0.9330759644508362, -0.3703719675540924, -0.1375616043806076, 0.4186652898788452, 0.3826677203178406, 0.2116815149784088, -0.07866111397743225, 0.0891551747918129, 0.23523037135601044, -0.36974939703941345, 0.3661920130252838, -0.12003373354673386, 0.06909599155187607, 0.10701033473014832, -0.050410978496074677, -0.47029295563697815, 0.19546958804130554, 0.08150909096002579, 0.3412517309188843, -0.5221537351608276, -0.4121895730495453, -0.19250333309173584, 0.1282508671283722, 0.5804598927497864, 0.5874661207199097, 0.46135184168815613, 0.8637658953666687, -0.339163601398468, -0.5108056664466858, 0.1528627872467041, 0.36977529525756836, 0.7999420166015625, 0.547826886177063, 0.2755313515663147, 0.74005526304245, 0.2706879675388336, -0.2968928813934326, 0.09119824320077896, -0.06323221325874329, -0.26634085178375244, -0.127001091837883, 0.23584991693496704, -0.2601304054260254, -0.28316986560821533, 0.3091445863246918, -0.05878033488988876, 0.2684372663497925, 0.6842766404151917, -0.3001476526260376, 0.3547782301902771, 0.09415323287248611, 0.2773228883743286, 0.07675348967313766, 0.20447389781475067, -0.4022742807865143, -0.28161871433258057, 0.009477191604673862, 0.047475747764110565, 0.0619170218706131, -0.6867421269416809, 0.18901847302913666, -0.16753707826137543, -0.5497320294380188, -0.2569390535354614, -0.09738680720329285, 0.8582337498664856, -0.3226795792579651, 0.0720934122800827, -0.7788759469985962, 0.4602677524089813, 0.2000499665737152, -0.6908063888549805, -0.12988527119159698, -0.345335990190506, 0.2817443311214447, 0.3283705711364746, 0.5547536015510559, -0.3067919909954071, 0.13419221341609955, -0.15097017586231232, -0.037098780274391174, -0.3236818313598633, 0.27680984139442444, -0.22827646136283875, -0.36145132780075073, -0.44993117451667786, 0.06782981753349304, 0.1517566442489624, -0.07217991352081299, 0.22669841349124908, -0.7607032060623169, 0.05804848670959473, 0.32874250411987305, -0.210654154419899, -0.7546432018280029, -0.03438187018036842, 0.1633290797472, 0.1607063114643097, 0.2914142608642578, 0.28352245688438416, -0.14294371008872986, 0.20188571512699127, -0.18811507523059845, 0.35572949051856995, -0.12309026718139648, -0.19246983528137207, -0.935405433177948, 0.41915059089660645, -0.37136125564575195, -0.2642521858215332, 0.07848916947841644, -0.1090475469827652, -0.6157613396644592, -0.0788196325302124, -5.991048812866211, 0.14580373466014862, -1.1020536422729492, -0.12235689908266068, -0.16253027319908142, -0.1320444941520691, -0.5261444449424744, -0.006280252244323492, 0.011923103593289852, 0.2117892950773239, -0.319743275642395, -0.3454287648200989, 0.10671648383140564, 0.3105950653553009, 0.051045265048742294, 0.3886506259441376, 0.40103211998939514, 0.23576946556568146, 0.406663179397583, 0.2979189455509186, -0.33523932099342346, 0.4459802210330963, -0.4642074406147003, 0.38518470525741577, 0.11515825241804123, -0.6569867134094238, -0.360190212726593, 0.21164126694202423, -0.24804361164569855, -0.17426146566867828, 1.0649785995483398, 0.08317401260137558, -0.6233544945716858, 0.661537766456604, -0.22674834728240967, 0.18729299306869507, -0.0372738316655159, 0.06393887102603912, 0.12554825842380524, -0.5916520953178406, -0.013727745972573757, 0.03116094507277012, 0.01034522894769907, -0.44163408875465393, 0.38316982984542847, -0.3831140398979187, -0.4281914532184601, 0.3348143398761749, -0.09175508469343185, 0.40546029806137085, 0.05139768868684769, -0.3008565902709961, -0.014620713889598846, -0.32367339730262756, -0.1458735167980194, -0.703070878982544, 0.21059252321720123, 0.13280333578586578, -0.277609258890152, 0.3192339539527893, -0.21792031824588776, -0.21144747734069824, -0.1476237177848816, -0.9969079494476318, -0.7259291410446167, -0.03612886741757393, -0.43749022483825684, -0.839678168296814, 0.01544991321861744, 0.35856524109840393, -0.9035980701446533, 0.8450993299484253, -0.3619036376476288, -0.665031909942627, 0.5989145636558533, -0.5880998373031616, -0.3953743875026703, 0.2116786241531372, -0.0033097299747169018, 0.10629426687955856, -0.1813729852437973, -0.47483038902282715, -0.12567336857318878, 0.6196046471595764, 0.23966331779956818, 0.20134851336479187, 0.46858301758766174, -0.31058934330940247, 0.16627667844295502, 0.4184409976005554, 0.7527161240577698, -0.37734663486480713, 0.31027230620384216, 0.45254698395729065, -0.0698283240199089, -0.18671837449073792, -0.28447243571281433, 0.38006582856178284, -0.0974397212266922, -0.6151408553123474, 0.5551452040672302, -0.2183964103460312, -0.6221120953559875, -0.3142288625240326, 0.04856181889772415, -0.1502825915813446, 0.09103269129991531, -0.2796104848384857, 0.9624824523925781, 0.10966670513153076, 0.41959547996520996, 0.19913291931152344, -0.6253511905670166, -0.18018686771392822, 0.5418933629989624, -0.3311398923397064, 0.03450923413038254, 0.3005121350288391, 0.34139516949653625, 0.4137142300605774, -0.539713442325592, 0.32852980494499207, 0.16243566572666168, 0.02037862129509449, 0.4184597432613373, 0.12109529227018356, -0.0019076778553426266, 0.11161528527736664, 0.1491507589817047, -0.004967926535755396, 0.38506707549095154, 0.19847795367240906, 0.01113665010780096, 0.5888198018074036, 0.10088979452848434, -0.057246726006269455, -0.08264683187007904, -0.09349898993968964, 0.425780713558197, -0.5827210545539856, 0.5168835520744324, 0.5602529048919678, 0.1831686794757843, -0.44495439529418945, 0.6525434255599976, -0.11076982319355011, -0.28912532329559326, 0.21255560219287872, -0.38294634222984314, -0.034271545708179474, 0.5373315215110779, -0.4283519983291626, -0.4812557101249695, -0.060649022459983826, -0.293332576751709, 0.09728098660707474, 0.17469549179077148, 0.4686754047870636, 0.5661719441413879, -0.7555720210075378, -0.09251338988542557, -0.9153293371200562, -0.31069478392601013, 0.3479131758213043, 0.36875104904174805, 0.1428396850824356, -0.6013732552528381, -0.18139411509037018, -0.29677116870880127, -0.20315292477607727, 0.17176717519760132, -0.4957689642906189, -0.25328752398490906, 0.053343940526247025, 0.2010086625814438, -0.11271745711565018, 0.20197750627994537, 0.13307932019233704, 0.2071090042591095, 0.2069760113954544, 0.0823005959391594, -0.3432842791080475, -0.31107261776924133, 0.4483887851238251, 0.7322772741317749, -0.27202528715133667, 0.10015960782766342, 0.14085246622562408, -0.020258408039808273, -0.19850704073905945, 0.8113545179367065, 0.41075557470321655, 0.44597405195236206, 0.43668094277381897, 0.3508451581001282, -0.8343030214309692, 0.32103827595710754, -0.01898024044930935, 0.11779399961233139, -0.6320524215698242, -0.07602033019065857, 0.2538294792175293, -0.2723053991794586, 0.5234021544456482, 0.014608734287321568, -0.40129268169403076, 0.06437882035970688, 0.18081487715244293, 0.04311255365610123, -0.33453208208084106, -0.28776052594184875, -0.7333542704582214, 0.14535246789455414, -0.22289466857910156, 0.28057602047920227, 0.22778238356113434, 0.031529832631349564, -0.6890071034431458, 0.15483874082565308, 0.10803830623626709, -0.33664417266845703, -0.027941342443227768, -0.04818601533770561, -0.028029734268784523, 0.006361063104122877, 0.27047625184059143, 0.23346590995788574, -0.3384346067905426, 0.03291701152920723, -0.11932431161403656, 0.2513035535812378, 0.11013773083686829, 0.24527563154697418, -0.002381853759288788, 0.05385908484458923, -0.1867128163576126, -0.10504117608070374, 0.8958849906921387, 0.19782723486423492, -0.5127357840538025, -0.10747268050909042, 0.3741733431816101, -0.015247460454702377, -0.2950487434864044, -0.157148540019989, 0.07432775944471359, -0.08607462793588638, -0.10043516010046005, -1.3038647174835205, -0.08265980333089828, 0.1877114623785019, -0.32722559571266174, -0.6543905735015869, -0.25341036915779114, 1.0768957138061523, -0.0967099741101265, -0.10413076728582382, -0.04484948143362999, -0.3708149194717407, 0.10828450322151184, 0.32088637351989746, 0.08494997769594193, -0.27407392859458923, 0.6332420706748962, -0.06084476783871651, 0.3069949448108673, -0.1939588338136673, -1.1458334922790527, -0.05722934752702713, -0.19923536479473114, -0.42361071705818176, 0.18488290905952454, -0.1145385205745697, 0.5337532162666321, -0.11432253569364548, 0.4958886206150055, -0.13949330151081085, 0.24047623574733734, -0.45071566104888916, -0.36414605379104614, 0.012135999277234077, -0.13325615227222443, 0.4435842037200928, 0.09882745146751404, -0.22025588154792786, 0.06737866252660751, -0.3170521557331085, 0.2250508964061737, 0.2131505310535431, 0.4613344371318817, -0.21968108415603638, 0.48913371562957764, 0.10740438103675842, -0.49120140075683594, -0.08498527854681015, 0.21352721750736237, 0.3275073766708374, -0.32982707023620605, -0.2509877681732178, -0.10239668935537338, 0.08587523549795151, 0.5790736675262451, 0.7459796071052551, -0.6181840300559998, 0.3973191976547241, 0.5611332654953003, -0.025560449808835983, 0.18562430143356323, 0.012062313966453075, -0.30433717370033264, 0.7526815533638, 0.045567695051431656, 0.32036638259887695, 0.647364616394043, -0.8892917037010193, 0.22717785835266113, 0.03412601724267006, 0.5912178754806519, 0.013278740458190441, 0.26723194122314453, 0.27569738030433655, -0.6586455702781677, 0.5298486948013306, -0.2674282193183899, -0.21448467671871185, 0.6523927450180054, -0.21112968027591705, 0.0577751025557518, -0.1037803590297699, 0.20871998369693756, 0.31763264536857605, -0.3570671081542969, -0.4107765853404999, 0.40557804703712463, -0.12512554228305817, -0.10927421599626541, 0.3773748576641083, -0.07285541296005249, -0.279546856880188, -0.1420552134513855, 0.22168700397014618, 0.33471885323524475, 0.14088188111782074, -0.21734210848808289, 0.12979164719581604, 0.6146833896636963, -0.03699565678834915, 0.5213412046432495, 0.16533853113651276, 0.3044203221797943, 0.3496719002723694, 0.22692298889160156, -0.07613104581832886, -0.04688750207424164, -0.6380053758621216, -0.7006135582923889, 0.5162218809127808, 0.12682496011257172, 0.009447680786252022, 0.5572232604026794, 0.7726856470108032, 0.1255132257938385, 0.49299156665802, 0.07527060061693192, 0.1418733447790146, -0.25955644249916077, 0.4201807677745819, 0.2579284906387329, 0.2240041345357895, 0.7954775094985962, -0.45309457182884216, -0.07779253274202347, -0.08826572448015213, -0.006309092044830322, -0.14622117578983307, -0.5151929259300232, 0.2884640395641327, 0.2451423853635788, 0.13048791885375977, 0.47291916608810425, -0.2745835781097412, 0.5633586049079895, -0.46937111020088196, -0.1830228716135025, -0.16989389061927795, -0.31827041506767273, -0.06458044052124023, 0.08779378235340118, -0.10415460169315338, -0.09343511611223221, -0.1864587962627411, -0.4114327132701874, -0.09516478329896927, -0.18475587666034698, -0.1052437573671341, -0.5250534415245056, 0.574852705001831, 0.23028719425201416, 0.7772698998451233, -0.11261554807424545, 0.0768592432141304, 0.08862437307834625, 0.0737810805439949, 0.007286310661584139, 0.20000894367694855, 0.08567485958337784, -0.573703944683075, 0.1272297501564026, -0.13272836804389954, 0.028224078938364983, 0.3695700168609619, 0.0761793777346611, -0.2704923450946808, 0.07471369951963425, -0.1969078779220581, 0.131814107298851, 0.3526054322719574, -0.13020238280296326, -0.5234851837158203, -0.4019702970981598, -0.16491353511810303, -0.15903548896312714, -0.007010610308498144, 0.16454394161701202, -0.08401880413293839, 0.05337689816951752, -0.21137350797653198, 0.08583918958902359, -0.357338547706604, 0.25593358278274536, -0.20772254467010498, -0.7055376768112183, -0.023306362330913544, 0.48067882657051086, -0.7723382115364075, -0.6277550458908081, -0.061395205557346344, -0.1535145789384842, 0.014950990676879883, -0.24326913058757782, -0.5135530829429626, -0.30401551723480225, -0.25558042526245117, 0.38013455271720886, -0.14124463498592377, 0.13362105190753937, -0.08828561007976532, 0.38312721252441406, -0.945045530796051, 0.7480574250221252, -0.012374316342175007, 0.42226406931877136, -0.08140766620635986, -0.047198545187711716, -0.3533979654312134, 0.17954011261463165, 0.0016028772806748748, -0.5916625261306763, -0.15662167966365814, -0.08409205824136734 ]
Second part on a full discussion on how to do Distributed Deep Learning with Apache Spark. I will focus entirely on the DL pipelines library and how to use it from Favio V zquez https://towardsdatascience.com/deep-learning-with-apache-spark-part-2-2a2938a36d35
Deep Learning With Apache SparkPart 2
[ 0.1458347737789154, -0.25111764669418335, -0.05815817415714264, 0.08217661827802658, -0.575432538986206, -0.5058591961860657, -0.231724351644516, -0.34555837512016296, -0.03455296903848648, 0.22236698865890503, -0.3353961706161499, 0.1981755495071411, -0.22433942556381226, -0.27757135033607483, -0.31469571590423584, 0.17745062708854675, 0.009124502539634705, 0.1332859843969345, -0.16887210309505463, -0.3336522579193115, -0.2723326086997986, -0.536780059337616, 0.3109440505504608, 0.3562779426574707, -0.038970738649368286, 0.399555504322052, 0.7790294885635376, 0.35339248180389404, -0.16533292829990387, 0.17173424363136292, -0.19846825301647186, -0.022900572046637535, 0.2162952423095703, -0.2135588675737381, -0.17296291887760162, 0.35964512825012207, -0.4826103746891022, -0.7298579812049866, 0.09117335081100464, -0.4427967965602875, 0.15842416882514954, 0.42055949568748474, -0.2775290906429291, 0.5217716693878174, 0.2781815528869629, -0.040063709020614624, -1.4724889993667603, 0.36047106981277466, -0.28999340534210205, -0.10699379444122314, -0.4317205250263214, 0.07300171256065369, 0.12376713752746582, 0.41642552614212036, -0.2739124298095703, -0.07323628664016724, -0.27387866377830505, -0.23143254220485687, 0.13992679119110107, -0.12816280126571655, 0.09180015325546265, 0.40596023201942444, -0.08335337042808533, 0.24535222351551056, 0.08779258280992508, -0.05928806960582733, -0.047062307596206665, 0.3001440167427063, -0.4399234652519226, 0.0463445782661438, 0.5488433241844177, 0.03163212537765503, -0.5329205989837646, 0.24939700961112976, -0.014337862841784954, -0.1159527450799942, 0.11403489857912064, 0.1633109450340271, 0.43086281418800354, 0.5386895537376404, -0.0424673929810524, 0.002752975095063448, 0.24415624141693115, 0.10316836088895798, 0.33744463324546814, 0.1706465482711792, -0.13558712601661682, -0.2639642655849457, -0.5861173272132874, 0.28124403953552246, -0.671992838382721, -0.5221270322799683, -0.029433665797114372, 0.08289873600006104, 0.539486825466156, 0.5218910574913025, 0.6654467582702637, 0.4546324908733368, -0.25417402386665344, 0.23225246369838715, -0.3315814733505249, 0.7026878595352173, -0.41487962007522583, -0.529682993888855, -0.38369956612586975, -0.09927357733249664, -0.7519717216491699, -1.0840450525283813, -0.4475453495979309, 0.35323360562324524, -0.0005998328560963273, 0.19507361948490143, -0.069399394094944, 0.1274876594543457, -0.12218192964792252, 0.6296035647392273, 0.08148426562547684, 0.20107321441173553, 0.047518208622932434, 0.03363967686891556, -0.6299203038215637, 1.0592941045761108, 0.05708863586187363, 0.21758578717708588, -0.040159616619348526, 0.6043842434883118, 0.10084633529186249, 0.20642276108264923, 0.2223370224237442, 0.3919998109340668, 0.43844154477119446, 0.6437351107597351, 0.014752941206097603, -0.6058886051177979, 0.19997717440128326, -1.0211461782455444, -0.008003022521734238, -0.095644012093544, 0.2562442719936371, -0.14478671550750732, -0.09539465606212616, 0.04267953336238861, -0.17134511470794678, -0.18638066947460175, -0.0428021140396595, 0.18198056519031525, -0.4082845449447632, 0.37017643451690674, -0.2498275637626648, 0.022416191175580025, -0.6090989112854004, 0.403693288564682, -0.6836594939231873, 0.014661864377558231, -0.499566912651062, 0.40754419565200806, -0.06574967503547668, -0.19413940608501434, 0.14722734689712524, 0.3585837185382843, -0.13434851169586182, -0.06202606111764908, -0.03774958476424217, 0.09704416245222092, 0.552118182182312, -0.10141317546367645, 0.3735131621360779, -0.165282741189003, -0.22467611730098724, -0.26642823219299316, -0.501803457736969, -0.4039251506328583, 0.3079378008842468, -0.41496342420578003, 0.6254984140396118, -0.4576062560081482, 0.4584372937679291, -0.21656383574008942, 0.028861138969659805, 0.15871074795722961, -0.6535354852676392, -0.2393844872713089, 0.45148470997810364, -0.20600701868534088, 0.39606037735939026, -0.19024141132831573, 0.1601196974515915, 0.09045888483524323, -0.14668169617652893, 0.25090429186820984, -0.3621889054775238, -0.31407222151756287, 0.31362321972846985, -0.7473572492599487, 0.8213471174240112, -0.3224533498287201, 0.023829836398363113, 0.5182631611824036, 0.3689679503440857, 0.13646918535232544, -0.16259172558784485, 0.052465666085481644, 0.28536131978034973, -0.2307581603527069, 0.44724801182746887, -0.26866137981414795, 0.10776832699775696, 0.09820608049631119, -0.16269250214099884, -0.2635802626609802, 0.29329201579093933, -0.04761214926838875, 0.2965535819530487, -0.40969714522361755, -0.49981674551963806, -0.24632464349269867, 0.11957806348800659, 0.42265772819519043, 0.6459987163543701, 0.47208184003829956, 1.0028913021087646, -0.22326672077178955, -0.44463855028152466, 0.007784708868712187, 0.3743739426136017, 0.9001902341842651, 0.27322259545326233, 0.19839879870414734, 0.7157759070396423, 0.3594605028629303, -0.35055819153785706, 0.023284578695893288, -0.09806176275014877, -0.34867703914642334, -0.26514241099357605, 0.3090582489967346, -0.27826669812202454, -0.26205381751060486, 0.21455146372318268, 0.03930089250206947, 0.1964835822582245, 0.6834306120872498, -0.2618999481201172, 0.3766421675682068, 0.08724543452262878, 0.12011311203241348, 0.12098382413387299, 0.288105309009552, -0.24694068729877472, -0.4307502806186676, 0.14016056060791016, 0.08635679632425308, -0.008383589796721935, -0.7117288708686829, 0.3224303126335144, -0.23555150628089905, -0.6198365688323975, -0.24563342332839966, -0.31940245628356934, 0.8288805484771729, -0.4375443160533905, 0.10403180122375488, -0.6494810581207275, 0.3349653482437134, 0.23712027072906494, -0.5893170237541199, -0.08501888811588287, -0.31323012709617615, 0.25392231345176697, 0.3895687162876129, 0.6295710802078247, -0.3247765302658081, 0.07538983970880508, -0.08420239388942719, -0.16993339359760284, -0.34863516688346863, 0.36570701003074646, -0.19349443912506104, -0.4736771285533905, -0.48441410064697266, 0.16936415433883667, 0.126605823636055, 0.0022374559193849564, 0.19606846570968628, -0.8376148343086243, 0.339001327753067, 0.34076911211013794, -0.38582634925842285, -0.7101527452468872, -0.008572103455662727, 0.2103767842054367, 0.1793421506881714, 0.2136792689561844, 0.24330538511276245, -0.2605151832103729, 0.24917346239089966, -0.286758691072464, 0.1902715563774109, 0.015410970896482468, -0.10859253257513046, -0.8649764060974121, 0.26823997497558594, -0.4713588058948517, -0.19525675475597382, 0.13698558509349823, -0.2976256310939789, -0.6342194676399231, -0.08184098452329636, -6.054947376251221, 0.13704250752925873, -1.0882697105407715, -0.07030455768108368, 0.05833033472299576, 0.026221003383398056, -0.5179063677787781, 0.005056339781731367, 0.1860693097114563, 0.14243006706237793, -0.4202585816383362, -0.41148102283477783, 0.10006297379732132, 0.14014410972595215, -0.02915726788341999, 0.32814154028892517, 0.27767565846443176, 0.0901348665356636, 0.49292880296707153, 0.2749244272708893, -0.20034807920455933, 0.33301904797554016, -0.6989649534225464, 0.4064207673072815, 0.1951393187046051, -0.8759773969650269, -0.5216284990310669, 0.180169478058815, -0.17730802297592163, -0.26693058013916016, 1.0319644212722778, 0.15628109872341156, -0.5096042156219482, 0.6695433855056763, -0.3024100065231323, 0.22391045093536377, -0.17012391984462738, 0.0077916537411510944, 0.14444907009601593, -0.5884017944335938, 0.08748508244752884, 0.08051349222660065, -0.04687613248825073, -0.31518492102622986, 0.44416528940200806, -0.4846813678741455, -0.5224292874336243, 0.34954753518104553, 0.09311065077781677, 0.4208309054374695, 0.059381648898124695, -0.10234708338975906, -0.035729121416807175, -0.25456616282463074, -0.2090408354997635, -0.7596112489700317, 0.1759050488471985, 0.21848084032535553, -0.14206692576408386, 0.4324526786804199, -0.2660379409790039, -0.2240174561738968, -0.15715546905994415, -0.9161527156829834, -0.7054095268249512, -0.06395019590854645, -0.3192684054374695, -0.7684662342071533, -0.13930226862430573, 0.4219680428504944, -1.0028910636901855, 0.8152785301208496, -0.40975919365882874, -0.6660265922546387, 0.695338249206543, -0.4360780119895935, -0.43142127990722656, 0.08866757899522781, -0.034000128507614136, 0.0086032934486866, -0.2032759189605713, -0.5091533064842224, 0.010035183280706406, 0.5987789630889893, 0.47714370489120483, 0.13751207292079926, 0.29810047149658203, -0.23919181525707245, 0.20461611449718475, 0.18024927377700806, 0.6346522569656372, -0.4662427604198456, 0.4408762753009796, 0.32426291704177856, -0.16290883719921112, -0.14310649037361145, -0.21201391518115997, 0.44689875841140747, -0.2049904614686966, -0.38740432262420654, 0.46174031496047974, -0.042400527745485306, -0.593887984752655, -0.3899351954460144, 0.07823549211025238, -0.06883536279201508, 0.16867801547050476, -0.21781978011131287, 0.8925485014915466, 0.1463942974805832, 0.38973268866539, 0.24268554151058197, -0.642154335975647, -0.13630393147468567, 0.34916141629219055, -0.2572394013404846, -0.09252648800611496, 0.12657040357589722, 0.20338526368141174, 0.5427836179733276, -0.5796940922737122, 0.3200159966945648, 0.21528761088848114, 0.16977635025978088, 0.4744214415550232, 0.05176043510437012, 0.16861167550086975, 0.12464780360460281, 0.3649819493293762, -0.018161723390221596, 0.36910080909729004, 0.2201419472694397, -0.1915762573480606, 0.4994681179523468, -0.04070226848125458, -0.19018813967704773, -0.11943317204713821, 0.026422977447509766, 0.46709302067756653, -0.6584282517433167, 0.5984544157981873, 0.4083682894706726, 0.2728562355041504, -0.5049267411231995, 0.5562309622764587, -0.12497430294752121, -0.10809038579463959, 0.19352538883686066, -0.4742896258831024, -0.17353832721710205, 0.5068499445915222, -0.3780195713043213, -0.4154655337333679, -0.09088236093521118, -0.13530921936035156, 0.12560433149337769, 0.2525103986263275, 0.3825582265853882, 0.5787962079048157, -0.589317798614502, -0.0035778568126261234, -0.6895034313201904, -0.3416125774383545, 0.36584174633026123, 0.2593601942062378, 0.13588562607765198, -0.45252302289009094, -0.2783654034137726, -0.3571103513240814, -0.1385846883058548, 0.09491091221570969, -0.7383303046226501, -0.11880046129226685, -0.06422099471092224, 0.2230408787727356, -0.23116162419319153, 0.21141529083251953, 0.09844152629375458, 0.16035687923431396, 0.22173066437244415, 0.053468067198991776, -0.26522842049598694, -0.21441103518009186, 0.45522329211235046, 0.6774792671203613, -0.23891328275203705, -0.01978708617389202, 0.14970453083515167, -0.0017254679696634412, -0.48273083567619324, 0.8509103059768677, 0.2863013446331024, 0.518288791179657, 0.35863661766052246, 0.42114749550819397, -0.8183034062385559, 0.4872960150241852, -0.08639498054981232, 0.14202027022838593, -0.6415468454360962, -0.1529676467180252, 0.1835562139749527, -0.23476634919643402, 0.491640567779541, 0.1008661538362503, -0.257907897233963, 0.16000495851039886, 0.22734908759593964, 0.0666021779179573, -0.3724631667137146, -0.2153310328722, -0.6468086242675781, 0.27367720007896423, -0.20844215154647827, 0.3103123605251312, 0.343990296125412, 0.0050264508463442326, -0.5044320225715637, -0.03129066154360771, 0.1419043391942978, -0.2754037380218506, -0.20034854114055634, -0.028908057138323784, -0.01973051205277443, -0.15823590755462646, 0.16359253227710724, 0.06476658582687378, -0.26632779836654663, 0.07809228450059891, -0.17235246300697327, 0.31168100237846375, 0.06750104576349258, 0.2573017477989197, 0.12780283391475677, 0.1202353686094284, -0.12780679762363434, -0.14103740453720093, 0.9022293090820312, 0.17653623223304749, -0.4820719361305237, -0.08695562928915024, 0.34686538577079773, -0.0052918195724487305, -0.18991118669509888, -0.21645033359527588, 0.06725766509771347, -0.1583874672651291, -0.016765763983130455, -1.3054600954055786, -0.05695223808288574, 0.235290065407753, -0.2499040961265564, -0.5907999277114868, -0.210089311003685, 1.1543718576431274, 0.12148717790842056, -0.055283911526203156, -0.13879889249801636, -0.3011453151702881, 0.23359064757823944, 0.3491171896457672, -0.011137695051729679, -0.2743528485298157, 0.526119589805603, -0.12073776125907898, 0.38051626086235046, -0.06342648714780807, -1.2791433334350586, 0.060921333730220795, -0.33332106471061707, -0.44607797265052795, 0.28576862812042236, -0.1658901423215866, 0.31726571917533875, -0.2606106400489807, 0.5231534838676453, -0.10074704885482788, 0.12388624250888824, -0.48236358165740967, -0.3828531503677368, -0.08260221034288406, -0.13895189762115479, 0.5980932116508484, 0.1255476325750351, -0.03165075182914734, 0.043539006263017654, -0.3069981634616852, 0.1838895082473755, 0.18767179548740387, 0.42630523443222046, -0.13773329555988312, 0.4305630028247833, 0.16188253462314606, -0.4197160601615906, -0.18106724321842194, 0.3274843990802765, 0.27389422059059143, -0.3703298270702362, -0.1766054332256317, -0.21194027364253998, 0.08623547852039337, 0.6572831273078918, 0.7213291525840759, -0.540488064289093, 0.2445807009935379, 0.4599815607070923, 0.09515902400016785, 0.2439962476491928, 0.0338611900806427, -0.14929963648319244, 0.7686726450920105, 0.011330459266901016, 0.4679078161716461, 0.6660673022270203, -0.8092257976531982, 0.24890780448913574, -0.017084233462810516, 0.6494756937026978, -0.05500771850347519, 0.21129319071769714, 0.25020572543144226, -0.5622331500053406, 0.48795023560523987, -0.3331737816333771, -0.06002574414014816, 0.8768628835678101, -0.1736513078212738, 0.08583353459835052, -0.003882646095007658, 0.1363995224237442, 0.18514807522296906, -0.3392806649208069, -0.24043703079223633, 0.4260403513908386, -0.09917787462472916, -0.005149570293724537, 0.34451016783714294, -0.031148886308073997, -0.18182864785194397, -0.12726891040802002, 0.26372942328453064, 0.16115494072437286, 0.040310539305210114, -0.08546988666057587, 0.05153663083910942, 0.644953727722168, -0.17846305668354034, 0.514992892742157, 0.042734358459711075, 0.3641468584537506, 0.2745581269264221, 0.36873456835746765, -0.08407571911811829, -0.015363514423370361, -0.557813823223114, -0.5944586396217346, 0.5547732710838318, 0.16682584583759308, -0.07085154950618744, 0.5674241781234741, 0.7861709594726562, 0.32238951325416565, 0.43949687480926514, 0.050273068249225616, 0.032001953572034836, -0.5733055472373962, 0.4091556668281555, 0.3712162673473358, 0.16881006956100464, 0.6922393441200256, -0.4344140887260437, 0.010384623892605305, -0.26326313614845276, -0.016260461881756783, 0.006007570307701826, -0.49406856298446655, 0.4181347191333771, 0.008772797882556915, 0.09897809475660324, 0.39691826701164246, -0.11806517839431763, 0.5162895321846008, -0.5830040574073792, -0.21601124107837677, -0.30763816833496094, -0.17599207162857056, -0.08017228543758392, 0.21338124573230743, -0.05779772996902466, -0.13228438794612885, -0.03852466121315956, -0.25659236311912537, 0.14644356071949005, -0.20790186524391174, -0.17625688016414642, -0.5544177293777466, 0.6550527811050415, 0.2367071807384491, 0.6619590520858765, 0.022612322121858597, 0.2674124538898468, 0.14109721779823303, 0.027151720598340034, 0.12828949093818665, 0.0783407986164093, 0.038190193474292755, -0.5453129410743713, 0.02620450034737587, -0.14664532244205475, 0.022280501201748848, 0.49260759353637695, 0.07071290165185928, -0.29724305868148804, 0.06662417203187943, -0.05460629612207413, 0.08625822514295578, 0.23597556352615356, -0.1373578906059265, -0.47927626967430115, -0.38763999938964844, -0.05588659271597862, -0.2282148003578186, 0.09188909083604813, 0.060688119381666183, -0.11091867834329605, -0.033931490033864975, -0.0952083095908165, 0.07051985710859299, -0.13147512078285217, 0.15446354448795319, 0.1955007016658783, -0.6280733346939087, 0.05056042596697807, 0.38624969124794006, -0.6885567307472229, -0.6423320174217224, -0.20607613027095795, -0.10759519040584564, 0.04795098304748535, -0.005130639765411615, -0.5250369906425476, -0.3371102809906006, -0.12188737094402313, 0.35766759514808655, -0.151458740234375, 0.12555235624313354, -0.11435846984386444, 0.23513679206371307, -0.7499328255653381, 0.6087092757225037, 0.004272314254194498, 0.5774416923522949, -0.1972016990184784, 0.1514432281255722, -0.24860095977783203, 0.10203608125448227, -0.026706300675868988, -0.6458785533905029, -0.1644454300403595, -0.3600498139858246 ]
This article will be a bit different than my usual business-oriented articles. In a recent Daniel Shapiro, PhD https://towardsdatascience.com/deep-learning-with-digitalocean-redux-e6f447e64c75
Deep Learning with DigitalOcean: Redux
[ -0.324170857667923, -0.11820964515209198, -0.09762468189001083, 0.0160297192633152, 0.16090960800647736, -0.13409917056560516, -0.2674473524093628, 0.0016253044595941901, -0.44797733426094055, -0.02694562077522278, -0.7448635101318359, 0.19063739478588104, 0.2640604078769684, 0.2806277573108673, 0.01642041839659214, 0.40838751196861267, 0.16273392736911774, -0.2674981355667114, -0.1807415783405304, -0.0027811459731310606, -0.4206114113330841, -0.38498854637145996, 0.5379164218902588, 0.30164337158203125, -0.15491420030593872, -0.17163746058940887, 0.3340471684932709, -0.04624532535672188, -0.7133108377456665, 0.1429491490125656, -0.04350415989756584, 0.26072958111763, 0.4374215602874756, 0.08041765540838242, -0.1430174559354782, 0.04714906960725784, -0.46828678250312805, -0.2206575870513916, 0.0875096470117569, -0.36783120036125183, -0.09080318361520767, 0.22705721855163574, -0.370299369096756, 0.2356787621974945, 0.011682610027492046, -0.37297824025154114, -1.4753456115722656, 0.11487812548875809, -0.7821931838989258, -0.03394104167819023, -0.4645482003688812, 0.34445154666900635, 0.28401508927345276, -0.2378407120704651, -0.6071912050247192, 0.14244872331619263, -0.3338066339492798, -0.18165846168994904, 0.14222225546836853, -0.5329862236976624, -0.11207516491413116, 0.2774263322353363, -0.11305438727140427, 0.19650913774967194, 0.309605211019516, -0.2598879337310791, 0.14795386791229248, 0.1867915242910385, -0.4462893009185791, -0.4128859043121338, 0.139407217502594, 0.3109765946865082, -0.15684720873832703, 0.0884944498538971, -0.18604828417301178, -0.18546141684055328, 0.5866655111312866, 0.26595044136047363, 0.22445349395275116, -0.025107821449637413, -0.13078492879867554, 0.09931261837482452, 0.2943807542324066, -0.10816935449838638, 0.0663478747010231, 0.019852155819535255, -0.24859748780727386, -0.1946231573820114, -0.4929870665073395, -0.13651932775974274, -0.5402072072029114, -0.1026533916592598, 0.3092482089996338, 0.04481220617890358, 0.35510748624801636, 0.38478022813796997, 0.5169637203216553, 0.17664439976215363, -0.11729782074689865, 0.36173418164253235, -0.46213504672050476, 0.15646211802959442, 0.2191125601530075, -0.21902137994766235, -0.2407241016626358, 0.21030454337596893, -0.395214319229126, -0.468658447265625, -0.2212095856666565, 0.20218715071678162, -0.34525978565216064, 0.4388984143733978, -0.025806071236729622, 0.1330721229314804, -0.04236951470375061, 0.6631035208702087, 0.22257162630558014, 0.20581021904945374, -0.43844735622406006, -0.185016930103302, -0.34531089663505554, 0.6858156323432922, -0.03902028873562813, 0.27442502975463867, 0.19004790484905243, 0.20816276967525482, 0.032446447759866714, 0.3333398997783661, -0.15978959202766418, 0.0012182911159470677, 0.7663580775260925, 0.19737084209918976, 0.15593308210372925, -0.20356550812721252, -0.19197125732898712, -0.1290743499994278, 0.06252118945121765, -0.36231666803359985, 0.01709621585905552, -0.08493009209632874, -0.19648201763629913, -0.011066112667322159, -0.258283793926239, -0.3253572881221771, -0.15990403294563293, 0.07692486047744751, 0.2905534505844116, 0.589351236820221, -0.1495179533958435, 0.013212233781814575, -0.1351877897977829, 0.20034705102443695, -0.746881902217865, -0.30646106600761414, 0.11833801865577698, 0.4567994475364685, -0.2990932762622833, -0.07301700115203857, 0.1824663132429123, 0.31242069602012634, 0.010654556564986706, 0.09285540133714676, 0.010975833982229233, -0.23585554957389832, 0.3867799639701843, -0.16464979946613312, 0.2099168300628662, 0.0965396910905838, -0.14268018305301666, 0.15371458232402802, 0.03903118520975113, -0.11997992545366287, 0.31061479449272156, -0.23684555292129517, 0.18069596588611603, -0.058688219636678696, 0.09812348335981369, 0.20992086827754974, 0.13683651387691498, 0.17982956767082214, -0.5372759699821472, -0.009694892913103104, 0.2575804591178894, -0.08245673775672913, -0.02935801073908806, -0.14378900825977325, 0.1043078824877739, 0.020643509924411774, 0.3992672860622406, 0.43729543685913086, -0.464423269033432, 0.023871248587965965, 0.011953679844737053, -0.6205083131790161, 0.5164535045623779, 0.2839197516441345, 0.02866506017744541, 1.070591688156128, -0.28896471858024597, 0.28351539373397827, -0.27028924226760864, -0.16141514480113983, 0.15444856882095337, 0.14361199736595154, 0.25609856843948364, -0.1718006730079651, -0.03358720988035202, -0.12619349360466003, 0.12240687757730484, 0.20473547279834747, 0.2408093363046646, 0.07573151588439941, 0.2735854387283325, -0.20402631163597107, -0.05463875085115433, 0.0017597362166270614, 0.23761771619319916, 0.3077223002910614, 0.41349583864212036, 0.6022874712944031, 1.1068655252456665, -0.1585695743560791, 0.48837536573410034, 0.1670670062303543, 0.2924470901489258, 0.7007105946540833, 0.4005773663520813, 0.46987900137901306, 0.500641405582428, 0.2174350619316101, -0.23383314907550812, -0.06886764615774155, 0.05504600331187248, -0.3160754442214966, -0.272851824760437, 0.10511747002601624, -0.4326731562614441, 0.09439700841903687, 0.37297511100769043, -0.13303697109222412, 0.005305791273713112, 0.20720423758029938, -0.034008823335170746, 0.3588164150714874, 0.29894062876701355, 0.10020406544208527, -0.3084873557090759, 0.1669500470161438, 0.060958381742239, -0.12858647108078003, 0.09951726347208023, 0.5388705730438232, -0.42178183794021606, -0.42537492513656616, -0.15950004756450653, 0.1074686273932457, -0.21990694105625153, -0.08069884777069092, 0.1502155065536499, 0.5219281911849976, -0.1776731312274933, 0.380863219499588, -0.4404175877571106, -0.09053464233875275, 0.2836453914642334, -0.44594627618789673, -0.30947986245155334, -0.48796144127845764, 0.3262036442756653, -0.008846580982208252, 0.06391528248786926, -0.001438654842786491, -0.26520276069641113, -0.15411241352558136, -0.2706087529659271, -0.6109399795532227, 0.3671558201313019, -0.15406285226345062, -0.5090206861495972, -0.4657709300518036, 0.31579819321632385, 0.26868322491645813, -0.2683100998401642, 0.02354123629629612, -0.46074751019477844, -0.1790037304162979, -0.17026308178901672, 0.14914706349372864, -0.1468665599822998, -0.3274092674255371, -0.132062628865242, 0.1480303257703781, 0.015234705992043018, -0.14080265164375305, 0.034472573548555374, 0.5299867391586304, -0.042114730924367905, -0.22085076570510864, -0.25070032477378845, 0.12386540323495865, -0.8457745909690857, 0.20542040467262268, 0.28980571031570435, -0.05084540694952011, -0.1367063820362091, -0.5448899269104004, -0.1219196692109108, 0.13744913041591644, -6.36779260635376, 0.1045294851064682, -0.7044894695281982, 0.2640755772590637, -0.05687914043664932, -0.25606071949005127, -0.2351517379283905, 0.32230764627456665, -0.05764282867312431, -0.2553985118865967, -0.4333750903606415, -0.486489474773407, -0.24498838186264038, 0.43854397535324097, 0.006188371684402227, 0.7281283140182495, 0.6493080258369446, 0.2923870086669922, -0.04705239087343216, 0.5316827893257141, -0.30272290110588074, 0.013976184651255608, -0.5943039655685425, 0.21106919646263123, 0.21455559134483337, -0.2643827497959137, -0.44549864530563354, 0.4669247567653656, -0.9619495272636414, -0.17408283054828644, 0.42667508125305176, 0.09677185118198395, -0.7036277651786804, 0.20739908516407013, -0.0705716535449028, 0.2245570868253708, -0.21253086626529694, 0.03406381234526634, 0.09630629420280457, -0.3691585659980774, 0.2320985049009323, 0.2551482319831848, -0.1909574568271637, -0.5970454216003418, 0.3600870370864868, -0.26135069131851196, -0.13241229951381683, 0.08372528105974197, -0.04729617014527321, 0.15733970701694489, -0.03119269758462906, -0.1736719161272049, 0.30731403827667236, -0.06674543023109436, -0.26906225085258484, -0.8639376759529114, 0.13003765046596527, 0.48008525371551514, 0.10311435163021088, 0.11352646350860596, 0.26069724559783936, -0.20130088925361633, 0.05417962372303009, -0.8132458329200745, -0.59395432472229, -0.3203362822532654, -0.7685743570327759, -0.6339488625526428, 0.09132150560617447, 0.2549791932106018, -0.6254376769065857, 0.6681550145149231, -0.13266269862651825, -0.5808833837509155, 0.06851321458816528, -0.5071671009063721, -0.6486790776252747, -0.26782721281051636, 0.07376909255981445, -0.0172884538769722, -0.1395019292831421, -0.582746148109436, -0.16818737983703613, 0.4706287682056427, 0.1357063204050064, -0.20907233655452728, 0.2368815392255783, -0.3098185658454895, -0.16050297021865845, 0.5155321359634399, 0.5813935399055481, -0.11878654360771179, 0.2988933324813843, 0.052627090364694595, 0.15761268138885498, -0.24301332235336304, -0.18227514624595642, 0.5003089308738708, -0.09551268815994263, -0.31717273592948914, 0.2695998251438141, -0.3788755238056183, -0.6497384309768677, -0.4861610531806946, -0.035131409764289856, 0.21356023848056793, 0.06231669336557388, -0.05913068354129791, 0.6080987453460693, 0.11724943667650223, 0.29863351583480835, 0.08468159288167953, -0.45952484011650085, 0.08801864087581635, 0.3631746768951416, 0.12816467881202698, -0.3334175646305084, 0.016589034348726273, 0.254621684551239, 0.15317179262638092, -0.3084268569946289, -0.15951722860336304, 0.2519279718399048, 0.19352973997592926, 0.5339618921279907, -0.3820316195487976, -0.021548880264163017, 0.1168423593044281, 0.2909923493862152, 0.2110547423362732, 0.3629246950149536, 0.1342715620994568, -0.32844194769859314, 0.3843434751033783, 0.3531440198421478, 0.059215761721134186, -0.013305491767823696, 0.06320067495107651, -0.19428867101669312, -0.4784601628780365, 0.25783348083496094, 0.06906535476446152, 0.18752384185791016, -0.1463421732187271, 0.19630707800388336, 0.27636539936065674, 0.10551895946264267, 0.2534438371658325, -0.34978505969047546, 0.47692278027534485, 0.5436615943908691, -0.42755839228630066, -0.19198444485664368, 0.24446865916252136, 0.2193857878446579, 0.27132272720336914, 0.43405094742774963, 0.2443418949842453, 0.5830006003379822, -0.04276572912931442, -0.021262425929307938, -0.45776867866516113, -0.4293166995048523, 0.24938520789146423, 0.4098018705844879, 0.12240219861268997, -0.6174370050430298, -0.21106281876564026, -0.13275572657585144, 0.10801377147436142, 0.06954329460859299, -0.4879041910171509, -0.5725063681602478, -0.5016748309135437, 0.44531598687171936, -0.20069028437137604, 0.36762505769729614, 0.020700737833976746, 0.14235667884349823, 0.14712902903556824, 0.35518455505371094, -0.7518982887268066, -0.036480966955423355, 0.638898491859436, 0.7041759490966797, 0.00042438041418790817, -0.10988081991672516, 0.18211102485656738, -0.1773526519536972, -0.4477147161960602, 0.6158372163772583, -0.19631431996822357, 0.30411750078201294, 0.5349436402320862, -0.05246006324887276, -0.5138380527496338, 0.4127253592014313, -0.02763255313038826, -0.364753782749176, -0.054859135299921036, 0.00718240812420845, 0.6102306246757507, -0.04003611207008362, 0.5807427763938904, 0.278926283121109, -0.21750102937221527, 0.19645094871520996, 0.06264810264110565, -0.1118222326040268, -0.15808938443660736, -0.3566502034664154, -0.46400144696235657, 0.1840859353542328, -0.09818246960639954, 0.2797612249851227, 0.1693338006734848, 0.047514744102954865, -0.7162510752677917, -0.44628918170928955, 0.23066620528697968, -0.06889204680919647, -0.013074894435703754, 0.15027929842472076, -0.23640504479408264, -0.018666112795472145, 0.0780353769659996, 0.2027558982372284, 0.06248899921774864, 0.12840664386749268, -0.11577940732240677, 0.15588544309139252, -0.25151363015174866, 0.5082790851593018, 0.43106430768966675, 0.1279401183128357, 0.20866671204566956, -0.2503972351551056, 0.8464905619621277, -0.14046047627925873, -0.8893165588378906, -0.23282183706760406, -0.36424896121025085, -0.08695673942565918, -0.07058143615722656, -0.33378106355667114, 0.11695118993520737, -0.2167292684316635, 0.31297314167022705, -0.6414281129837036, 0.006569429766386747, 0.34496012330055237, -0.3808705508708954, -0.49457722902297974, -0.37096652388572693, 0.9543254971504211, -0.04232937842607498, 0.11994778364896774, -0.3194744884967804, -0.17877164483070374, 0.0010049708653241396, 0.30015119910240173, -0.19464364647865295, -0.5525063276290894, 0.505477249622345, -0.27061378955841064, 0.04235242307186127, -0.09774716943502426, -0.7262800931930542, 0.07583961635828018, -0.3112233877182007, -0.6371147632598877, -0.1023203507065773, -0.33788347244262695, 0.5471829175949097, -0.041222866624593735, 0.2899579405784607, -0.04887128248810768, -0.08280837535858154, -0.7106829285621643, -0.6879677772521973, -0.46969300508499146, 0.0778525173664093, 0.34332332015037537, 0.19390591979026794, -0.12402024120092392, 0.17805878818035126, -0.19191867113113403, 0.5145244598388672, 0.012491069734096527, 0.27058398723602295, -0.4188687801361084, 0.39474251866340637, -0.10512253642082214, -0.33261391520500183, -0.23010386526584625, 0.013717113062739372, 0.16034644842147827, -0.2010100781917572, -0.22877009212970734, -0.33304262161254883, 0.1775519698858261, 0.6074572801589966, 0.6453391313552856, -0.09353391826152802, 0.5348175168037415, 0.7118576169013977, 0.21865156292915344, 0.484160840511322, 0.33738112449645996, -0.1319855898618698, 0.3638879060745239, 0.17764882743358612, 0.5395175218582153, 0.7051792740821838, -0.2734505832195282, 0.30812889337539673, 0.02610335499048233, 0.4077076017856598, -0.09155897051095963, 0.06473816931247711, -0.1704501509666443, -0.090843565762043, 0.42413705587387085, -0.5500885248184204, -0.07494871318340302, 0.6459171175956726, 0.06624820828437805, -0.12345078587532043, 0.06413865834474564, 0.594025194644928, -0.2205078899860382, 0.23444806039333344, -0.3697988986968994, 0.30539417266845703, 0.23169341683387756, 0.0819733738899231, 0.3110077679157257, -0.19181600213050842, 0.22613413631916046, 0.2250305712223053, 0.21898052096366882, 0.22454778850078583, -0.06611642986536026, 0.2191258668899536, -0.29241010546684265, 0.3157587945461273, -0.18044143915176392, 0.32153457403182983, -0.09154500812292099, -0.005525094922631979, 0.10635218769311905, 0.3390157222747803, 0.035195108503103256, -0.5492516160011292, -0.2544788718223572, -0.2602972984313965, 0.6097913384437561, -0.23032045364379883, 0.19535014033317566, 0.1399684101343155, 0.3419198989868164, 0.23868319392204285, 0.5221899151802063, -0.26708200573921204, -0.08221407979726791, -0.21870674192905426, 0.6859576106071472, -0.03058815933763981, 0.11526860296726227, 0.562457263469696, -0.3137115240097046, -0.17801803350448608, -0.05158044770359993, 0.03089630790054798, 0.2838342785835266, -0.323425829410553, 0.1443353146314621, 0.09559089690446854, -0.11768324673175812, 0.6469303369522095, 0.06296209990978241, -0.13275544345378876, -0.533393144607544, 0.21100109815597534, -0.299856036901474, 0.116087406873703, 0.10183223336935043, 0.29534712433815, -0.38957956433296204, -0.0959751307964325, -0.17521464824676514, -0.545401394367218, 0.2270262986421585, 0.4327414631843567, -0.28340765833854675, 0.0025719900149852037, -0.08667133003473282, 0.4257301390171051, 0.46838057041168213, 0.544854462146759, 0.11606625467538834, -0.20578299462795258, 0.02541319839656353, 0.44127535820007324, -0.16803693771362305, 0.0013453657738864422, -0.4485160708427429, 0.016842689365148544, -0.31712982058525085, -0.12441131472587585, 0.08341015130281448, 0.0881945863366127, -0.3094078302383423, -0.08697709441184998, -0.08885638415813446, 0.1849590539932251, 0.43802526593208313, 0.23397070169448853, -0.14907854795455933, -0.3589319586753845, 0.14385564625263214, -0.47118908166885376, 0.03285382315516472, 0.30408522486686707, -0.04913653805851936, 0.12188705056905746, -0.45301178097724915, 0.3933347761631012, -0.17639277875423431, -0.11634863913059235, 0.050002675503492355, -0.5202102661132812, -0.02454996109008789, 0.7332448363304138, -0.7787491679191589, -0.3179449737071991, -0.05734287202358246, 0.011132215149700642, -0.3521069586277008, -0.2811738848686218, -0.5602917671203613, -0.16705122590065002, -0.020974379032850266, 0.5123984217643738, -0.2694723904132843, 0.1869489997625351, -0.294844388961792, 0.3675690293312073, -0.5148569345474243, 0.33552154898643494, -0.15196454524993896, 0.20865197479724884, -0.01731572486460209, 0.03249623626470566, -0.08772332221269608, 0.3303550183773041, -0.3665459156036377, -0.46367132663726807, -0.05632901191711426, -0.2037130743265152 ]
The human brain imitation. Vihar Kurama https://towardsdatascience.com/deep-learning-with-python-703e26853820
Deep Learning with Python
[ -0.17513719201087952, -0.22621101140975952, -0.4008994400501251, -0.15874694287776947, 0.2086307853460312, 0.22816655039787292, 0.2651597559452057, 0.2761812210083008, -0.16659490764141083, 0.06374046206474304, -0.4780306816101074, 0.3607405424118042, -0.10262177139520645, -0.49515852332115173, 0.08353342860937119, 0.10204045474529266, 0.35787713527679443, -0.32644933462142944, -0.002375827170908451, -0.012876925989985466, -0.023140277713537216, -0.48882558941841125, 0.29142120480537415, 0.2739707827568054, 0.013095562346279621, -0.0032245912589132786, 0.5864381790161133, -0.05517369508743286, -0.28667452931404114, 0.09439687430858612, -0.023973604664206505, 0.26819053292274475, 0.09692727774381638, -0.46741411089897156, -0.4172256290912628, -0.32791876792907715, -0.3421810567378998, -0.06765785813331604, 0.01847296580672264, -0.13351954519748688, -0.045940857380628586, 0.22996392846107483, -0.34186679124832153, 0.15962503850460052, 0.07131803035736084, -0.397491455078125, -1.3246477842330933, 0.21017608046531677, -0.5722764730453491, 0.044262949377298355, -0.3223782181739807, 0.7315564155578613, 0.3839346766471863, -0.07996351271867752, -0.2526441812515259, 0.30796191096305847, 0.08575907349586487, -0.2772116959095001, -0.0726078525185585, -0.2465192824602127, 0.08694762736558914, 0.7203980088233948, -0.20137451589107513, 0.009879540652036667, -0.2354755997657776, 0.335092157125473, -0.004613938275724649, 0.29048100113868713, -0.07205739617347717, 0.24199576675891876, 0.14580325782299042, 0.3244051933288574, -0.28020936250686646, 0.38577908277511597, -0.1498156040906906, -0.5648695826530457, 0.4747295081615448, 0.24368944764137268, 0.3322807848453522, 0.04889686033129692, -0.04735245183110237, 0.13807716965675354, 0.3961001932621002, 0.23816628754138947, 0.30823421478271484, 0.05369402468204498, -0.06588983535766602, -0.0425422377884388, -0.45098668336868286, -0.3159933388233185, -0.7762812376022339, -0.031097911298274994, -0.009086511097848415, 0.17282438278198242, 0.5297509431838989, 0.24948424100875854, 0.15157294273376465, 0.17872445285320282, -0.2037772238254547, 0.36984774470329285, -0.6846649646759033, 0.07822103053331375, -0.19315524399280548, -0.19898557662963867, -0.443479061126709, 0.3994889259338379, -0.38280758261680603, -0.17555831372737885, -0.637174665927887, 0.4026471674442291, -0.536101758480072, 0.26751843094825745, 0.12354730069637299, -0.2959303557872772, -0.5406880974769592, 0.568040132522583, 0.011550789698958397, 0.27297794818878174, -0.30926358699798584, -0.07480008155107498, -0.3044816851615906, 0.7837022542953491, 0.2589209973812103, 0.46917209029197693, 0.24904273450374603, 0.2310318499803543, -0.3443256616592407, 0.17758990824222565, 0.4188929796218872, 0.4560376703739166, 0.639733076095581, 0.4228244721889496, 0.3075745403766632, -0.2274768203496933, -0.1771441400051117, -0.3331936299800873, 0.2141897827386856, 0.0889035016298294, 0.010072698816657066, 0.13408006727695465, -0.2736605405807495, -0.10333018004894257, -0.3534260392189026, 0.05329224094748497, 0.35983940958976746, 0.1358368992805481, 0.017642421647906303, 0.7058253288269043, -0.16435103118419647, -0.22681845724582672, -0.5553538799285889, 0.3131970465183258, -0.858477771282196, -0.3936099708080292, 0.23310835659503937, 0.7094153761863708, -0.1802436262369156, -0.14154011011123657, 0.4771946966648102, 0.22613109648227692, 0.009087393060326576, 0.10957710444927216, -0.20164337754249573, -0.3829149305820465, 0.5192786455154419, -0.057886410504579544, -0.08118078112602234, -0.03804963082075119, 0.06767851859331131, 0.13903971016407013, -0.21026715636253357, -0.162423238158226, 0.08459754288196564, -0.41146522760391235, -0.17208918929100037, -0.3040437698364258, 0.1232168897986412, -0.08810517936944962, 0.032069526612758636, 0.12002483010292053, -0.5382780432701111, -0.14919717609882355, 0.07507703453302383, 0.08141554892063141, -0.17808358371257782, -0.463016152381897, 0.389007568359375, -0.08088959008455276, -0.16948746144771576, 0.3693658113479614, -0.26103779673576355, 0.05476817116141319, 0.3182958960533142, -0.48689255118370056, 0.8508132696151733, 0.25742045044898987, -0.5312826037406921, 0.957405149936676, 0.45008623600006104, 0.38182854652404785, -0.029773905873298645, -0.282890260219574, 0.09743994474411011, 0.027010010555386543, 0.18323157727718353, 0.009937175549566746, -0.19341900944709778, -0.29025015234947205, 0.30554068088531494, -0.010795044712722301, 0.14991311728954315, 0.27696967124938965, 0.018063701689243317, -0.6806839108467102, -0.38736486434936523, -0.09839173406362534, 0.3051017224788666, 0.21246667206287384, 0.4173918068408966, 0.30197107791900635, 0.6407092213630676, -0.23747438192367554, 0.09469243884086609, 0.25470873713493347, 0.05342809855937958, 0.8856674432754517, 0.06453016400337219, 0.14558285474777222, 0.4829518795013428, 0.2229548990726471, -0.5994144678115845, -0.2459683120250702, -0.1304347664117813, 0.025111166760325432, -0.09777578711509705, 0.02847246266901493, -0.1337568163871765, -0.05036738142371178, 0.13297104835510254, -0.014160043559968472, -0.03871827945113182, 0.15020056068897247, -0.2702733874320984, 0.4659636318683624, -0.3058105409145355, -0.046933386474847794, -0.19314348697662354, 0.15993446111679077, -0.08755640685558319, 0.3003755807876587, 0.16150136291980743, 0.29393935203552246, -0.12479835748672485, -0.24745072424411774, -0.3370337188243866, 0.18941035866737366, -0.487406462430954, -0.5198445320129395, -0.13277922570705414, 0.5862747430801392, -0.3817054033279419, 0.17266663908958435, -0.3592642545700073, 0.3888671100139618, 0.07983910292387009, -0.6259754300117493, 0.23471033573150635, -0.4931009113788605, 0.512980043888092, 0.27977100014686584, 0.29958900809288025, -0.3440188765525818, -0.1545563042163849, 0.04972865432500839, 0.26050832867622375, -0.45076343417167664, 0.19015048444271088, 0.10303447395563126, -0.40338975191116333, -0.2508012652397156, 0.23413485288619995, 0.3143828809261322, -0.1933363527059555, 0.2889193892478943, -0.16633206605911255, -0.16380861401557922, -0.22660280764102936, -0.23281188309192657, -0.46068522334098816, -0.03671612590551376, -0.12393251061439514, 0.6235038638114929, 0.049988098442554474, -0.3700608015060425, -0.4431694447994232, 0.23368525505065918, 0.09405559301376343, -0.3553757071495056, 0.01132610347121954, -0.35992011427879333, -0.6436593532562256, 0.3709608018398285, 0.1314879208803177, -0.06667797267436981, 0.34528860449790955, -0.14981454610824585, 0.04444066807627678, -0.3006209135055542, -6.290206432342529, -0.0002410608867648989, -0.15531490743160248, -0.06752855330705643, 0.10936944931745529, 0.24285241961479187, 0.10904034227132797, -0.04178301990032196, -0.029945112764835358, -0.08066202700138092, -0.7959158420562744, 0.03831731155514717, -0.028190426528453827, 0.5607901215553284, -0.18244773149490356, 0.44000133872032166, 0.29447507858276367, -0.019094837829470634, 0.36256635189056396, 0.7608263492584229, -0.25938722491264343, 0.10714183002710342, -0.5736494064331055, 0.1666041761636734, 0.40309250354766846, -0.18245327472686768, -0.7228635549545288, 0.6248717904090881, -0.1723366230726242, -0.2534279525279999, 0.2801842987537384, -0.19570063054561615, -0.4685816168785095, 0.05329161509871483, -0.47239959239959717, 0.45455068349838257, 0.11103729158639908, 0.13914921879768372, 0.510557234287262, -0.11104833334684372, -0.16090142726898193, -0.1527925580739975, 0.030071323737502098, -0.510913610458374, 0.6112052798271179, -0.20938754081726074, -0.3503706753253937, -0.21721486747264862, 0.1590760350227356, -0.13887299597263336, -0.2884664833545685, -0.18178682029247284, 0.31316065788269043, 0.4187093675136566, 0.08942986279726028, -0.8323383331298828, 0.1301611214876175, 0.3600292503833771, 0.01955256797373295, 0.3468136489391327, 0.23365077376365662, -0.3002064526081085, -0.51154625415802, -1.167995810508728, -0.4812353253364563, -0.13002637028694153, -0.30065786838531494, -0.5427467823028564, 0.16923271119594574, 0.12079639732837677, -0.8246031999588013, 0.17997848987579346, -0.17015661299228668, -0.48089635372161865, 0.5708609819412231, -0.5129358172416687, -0.7696390748023987, -0.2148468792438507, 0.43984702229499817, 0.30294162034988403, -0.6127249598503113, -0.39196351170539856, -0.3331385850906372, 0.20613841712474823, 0.013770734891295433, -0.04677025228738785, 0.19660784304141998, -0.008390426635742188, -0.12055878341197968, 0.2537156939506531, 0.3796781003475189, -0.07632963359355927, -0.056380096822977066, 0.13531439006328583, 0.19900453090667725, -0.23086680471897125, 0.059372007846832275, 0.4574895203113556, 0.04470605030655861, -0.4177977740764618, 0.501697838306427, -0.5825424790382385, -0.6343622207641602, -0.4301295280456543, -0.1495383083820343, 0.1136263832449913, -0.01776709221303463, -0.20363163948059082, 0.634605348110199, 0.16817371547222137, 0.13199986517429352, -0.0018484264146536589, -0.5038011074066162, 0.3827419877052307, 0.27642956376075745, 0.0728677436709404, -0.31785324215888977, -0.16548767685890198, 0.2576802968978882, 0.0604856014251709, -0.5062994360923767, -0.23187677562236786, 0.1907491385936737, 0.3753133714199066, 0.8914936184883118, -0.24402537941932678, 0.16149938106536865, -0.015991898253560066, 0.05955776199698448, -0.2612190544605255, 0.3837672173976898, 0.0697908103466034, 0.015182338654994965, 0.56794673204422, -0.07451324909925461, -0.0801510438323021, 0.17266498506069183, 0.034829363226890564, 0.49445176124572754, -0.6267392635345459, 0.053258415311574936, 0.14883854985237122, 0.182881698012352, 0.09872490912675858, 0.2290934920310974, -0.06321093440055847, 0.20952261984348297, 0.3136471211910248, -0.1994253247976303, 0.2055676281452179, 0.18474671244621277, -0.5631569623947144, -0.07459630072116852, 0.3120632469654083, -0.07554950565099716, -0.05182876065373421, 0.12405046075582504, 0.09506789594888687, 0.4023491144180298, 0.023496927693486214, 0.17548267543315887, -0.8064388036727905, -0.4755980670452118, 0.3897571265697479, -0.07375059276819229, -0.06999389082193375, -0.43893304467201233, -0.5399961471557617, -0.1344769299030304, -0.13208268582820892, 0.006191800814121962, -0.23371371626853943, -0.1634448766708374, -0.04703648388385773, 0.2571648359298706, -0.4096390902996063, 0.24894128739833832, -0.16251230239868164, -0.3480167090892792, 0.6307958960533142, 0.01282461080700159, -0.5586423277854919, 0.04545077681541443, 0.5866802334785461, 0.5461376309394836, -0.16858716309070587, -0.21635529398918152, 0.1563885360956192, 0.2972390055656433, -0.17200177907943726, 0.38931649923324585, 0.13533064723014832, 0.40921637415885925, -0.027849186211824417, 0.08261332660913467, -0.35067281126976013, 0.46545737981796265, 0.43654730916023254, -0.10246516019105911, -0.4829457104206085, -0.013501428999006748, 0.205539271235466, 0.02516159601509571, 0.44448262453079224, 0.3789609968662262, -0.4423510730266571, -0.07574634253978729, 0.22892425954341888, 0.07246910780668259, -0.17847292125225067, -0.46336451172828674, -0.5074926018714905, 0.3621887266635895, -0.20005005598068237, -0.09964805096387863, 0.3186720013618469, -0.19950775802135468, -0.29406917095184326, -0.31789395213127136, 0.062107350677251816, -0.34259849786758423, -0.07560896128416061, -0.08467689156532288, -0.14849840104579926, -0.49948060512542725, -0.0031991659197956324, 0.3850564956665039, -0.26319584250450134, 0.28767144680023193, -0.0011336678871884942, 0.5597923994064331, 0.020538706332445145, 0.3984655439853668, 0.5642589330673218, 0.043422531336545944, 0.05713304877281189, 0.08352791517972946, 0.9386385083198547, 0.12841835618019104, -1.0010689496994019, -0.26857540011405945, 0.08193346112966537, -0.2591235637664795, 0.03860795125365257, -0.1677723079919815, -0.0835985615849495, -0.29407909512519836, 0.21243546903133392, -0.875200092792511, -0.14988411962985992, 0.32260197401046753, -0.22415375709533691, -0.3004209101200104, -0.27923813462257385, 0.6203531622886658, -0.21527257561683655, 0.05732685327529907, -0.17488162219524384, -0.11677630245685577, 0.09996743500232697, 0.07355176657438278, -0.011687490157783031, -0.4753890633583069, 0.4782806932926178, -0.4074009358882904, -0.0303172767162323, 0.002183467149734497, -0.5830493569374084, 0.3628794848918915, -0.5079647898674011, -0.5598196387290955, -0.3386235237121582, -0.6114838719367981, 0.4760695993900299, -0.15406863391399384, -0.09513146430253983, 0.2199617177248001, 0.2338712513446808, -0.23140980303287506, -0.5541905760765076, -0.010126903653144836, 0.12479481101036072, 0.2466958463191986, -0.508351743221283, -0.056759145110845566, -0.28948792815208435, 0.1616063117980957, 0.15869185328483582, -0.16843992471694946, 0.27007466554641724, -0.28794723749160767, 0.5199939608573914, 0.0631079152226448, -0.07984355092048645, -0.20646701753139496, 0.17854580283164978, 0.11490345746278763, 0.12415403127670288, -0.33384835720062256, -0.3164175748825073, 0.18406955897808075, 0.3346838653087616, 0.8013299107551575, -0.08787138760089874, 0.1435943841934204, 0.542391836643219, 0.07818280905485153, 0.0741695687174797, -0.18815438449382782, 0.31800898909568787, -0.052618566900491714, 0.1953158676624298, 0.5857869982719421, 0.7605886459350586, -0.6383044719696045, -0.24115321040153503, 0.06354819983243942, 0.14759062230587006, 0.18520981073379517, 0.14622387290000916, -0.10576415061950684, -0.6284769177436829, 0.5120793581008911, -0.3758718967437744, 0.22649911046028137, 0.5170078277587891, -0.18292440474033356, -0.1645951271057129, 0.19015127420425415, 0.5040665864944458, -0.1411692500114441, 0.157371386885643, -0.20107169449329376, 0.09806675463914871, 0.3544193506240845, -0.17942142486572266, 0.4498184621334076, 0.36124974489212036, -0.02835671231150627, 0.09293685853481293, 0.3038651645183563, 0.056197695434093475, -0.23592837154865265, 0.33083224296569824, -0.11420970410108566, 0.44352495670318604, 0.28343480825424194, 0.8377224802970886, -0.48361751437187195, 0.419258713722229, 0.21084654331207275, 0.26215893030166626, 0.34025031328201294, -0.21216680109500885, -0.18158848583698273, -0.371390700340271, 0.4773545265197754, 0.06389788538217545, -0.12599031627178192, 0.2580636143684387, 0.6374714970588684, 0.5898833870887756, 0.5369614362716675, 0.16512960195541382, 0.11513541638851166, -0.010542824864387512, 0.13225668668746948, 0.07416815310716629, 0.2914541959762573, 0.6383668780326843, -0.313057005405426, -0.018046066164970398, -0.2878706455230713, 0.08556521683931351, 0.05089907348155975, -0.6196221709251404, -0.1979471743106842, 0.06190454587340355, -0.11761514842510223, 0.2946074903011322, 0.021611588075757027, 0.23967230319976807, -0.5439097285270691, 0.00596603425219655, 0.21471062302589417, 0.4352857172489166, -0.39070701599121094, 0.6896589398384094, -0.6210924386978149, 0.031465526670217514, 0.019419828429818153, -0.13695140182971954, 0.14713825285434723, 0.5615595579147339, -0.5519766807556152, -0.07704362273216248, 0.08808404952287674, -0.17431709170341492, 0.456642746925354, -0.10884416848421097, 0.34945955872535706, 0.29617106914520264, 0.042440351098775864, -0.005442553199827671, -0.08065996319055557, 0.02434525638818741, -0.9041715860366821, -0.43939080834388733, -0.3690580725669861, -0.40264269709587097, 0.024443818256258965, 0.22851398587226868, -0.3536817729473114, 0.19234149158000946, -0.06704442203044891, 0.6768731474876404, 0.11735434085130692, -0.17631979286670685, -0.5455080270767212, -0.013479266315698624, -0.06751720607280731, -0.11839306354522705, 0.09499410539865494, 0.4956545829772949, -0.0035189988557249308, 0.2582111656665802, -0.07804655283689499, 0.020237643271684647, -0.18733812868595123, 0.144521102309227, 0.014091936871409416, -0.4458796977996826, -0.18903566896915436, 0.3893367350101471, -0.2334408462047577, -0.5141265988349915, 0.2666027843952179, 0.25215932726860046, -0.10169419646263123, -0.4103968143463135, -0.6912270188331604, -0.18307428061962128, 0.3081439435482025, 0.6074704527854919, -0.6156822443008423, -0.27551817893981934, -0.3394709527492523, -0.14705274999141693, -0.555217981338501, 0.15055546164512634, 0.09398382157087326, 0.5520397424697876, -0.03184480592608452, -0.1361609697341919, -0.12939944863319397, 0.7216247320175171, 0.16764481365680695, -0.35291650891304016, -0.3846468925476074, 0.12869782745838165 ]
I started this article with the hopes of confronting a few misconceptions about Deep Jesse Moore https://towardsdatascience.com/deep-misconceptions-about-deep-learning-f26c41faceec
Deep Misconceptions About Deep Learning
[ 0.14033904671669006, 0.1181669533252716, -0.041797246783971786, 0.25410276651382446, 0.2978423535823822, -0.1978975087404251, 0.5151252746582031, 0.31556394696235657, -0.29544496536254883, -0.1522313803434372, -0.1907721757888794, -0.10929248481988907, 0.1479119062423706, 0.09775861352682114, -0.19652807712554932, 0.6847781538963318, 0.11676885187625885, -0.13202811777591705, -0.05482501536607742, 0.1614643782377243, -0.6881523132324219, -0.5867410898208618, 0.6895526647567749, -0.07683790475130081, -0.18001553416252136, -0.008486099541187286, 0.04930664598941803, -0.3920590579509735, -0.30492404103279114, 0.2847602665424347, -0.05518171191215515, 0.42353856563568115, 0.7036272883415222, 0.11484041810035706, -0.5808185338973999, -0.1440669745206833, -0.6406271457672119, -0.25007450580596924, 0.06723247468471527, -0.07374907284975052, -0.3446677029132843, 0.059822868555784225, -0.2903938889503479, -0.00419579166918993, -0.2453477382659912, -0.5450419783592224, -1.7388660907745361, 0.21747596561908722, -0.3431971073150635, -0.249177023768425, -0.4536893963813782, 0.6064566373825073, 0.058348387479782104, -0.008021160960197449, -0.2668500542640686, 0.08096329122781754, 0.024554792791604996, -0.5813384652137756, 0.4375145137310028, -0.4949580132961273, 0.17955030500888824, 0.4715662896633148, -0.14641322195529938, -0.0221604835242033, 0.08182694762945175, 0.22209635376930237, -0.22005774080753326, 0.34666553139686584, -0.42608362436294556, -0.2570447623729706, 0.06930144876241684, 0.48232409358024597, 0.015791745856404305, 0.08729726076126099, -0.000957248848862946, 0.19578932225704193, 0.8345513939857483, 0.18875530362129211, 0.5824176669120789, -0.17045682668685913, -0.5742524862289429, 0.009091527201235294, 0.21817712485790253, 0.4384140074253082, 0.0656166598200798, 0.04680538922548294, -0.11377342790365219, 0.26785168051719666, -0.07794813066720963, 0.1776437759399414, -0.7303804159164429, -0.04815968498587608, 0.4083250164985657, -0.17757399380207062, 0.11626012623310089, 0.09314002841711044, 0.3126376271247864, 0.06449829041957855, -0.190531924366951, 0.23874709010124207, -0.5514755845069885, 0.1223720982670784, -0.18330995738506317, 0.1274939477443695, -0.4896292984485626, 0.54070645570755, -0.23680773377418518, 0.12658119201660156, -0.6648606061935425, 0.4237706661224365, -0.9353421926498413, 0.44649118185043335, -0.14447107911109924, 0.054837748408317566, -0.07931147515773773, 0.6394771933555603, 0.39688360691070557, 0.03948449715971947, -0.1997230499982834, -0.31928712129592896, -0.6129429340362549, 0.667863667011261, 0.06293400377035141, -0.04490547999739647, 0.10041144490242004, 0.5303717255592346, -0.24664749205112457, 0.37010979652404785, -0.10215822607278824, 0.30587029457092285, 0.6416441202163696, 0.2822056710720062, 0.5447449088096619, 0.05774799734354019, -0.0024717526976019144, -0.5664160847663879, 0.0455741286277771, -0.20769834518432617, 0.2540512681007385, -0.14198873937129974, 0.07192202657461166, -0.356401652097702, -0.750421941280365, -0.32607418298721313, 0.09264640510082245, -0.1143527701497078, -0.0301866102963686, 1.084198236465454, -0.4414386749267578, 0.19466827809810638, -0.15493164956569672, 0.15566614270210266, -0.8401967883110046, -0.47916921973228455, -0.13765214383602142, 0.45262277126312256, -0.2959500551223755, -0.1937248855829239, 0.5506632328033447, 0.5206455588340759, -0.18308430910110474, 0.17262353003025055, -0.08344882726669312, 0.007863057777285576, 0.8307626843452454, 0.14324946701526642, 0.16529251635074615, -0.2613292932510376, -0.310740202665329, 0.48248884081840515, -0.13782593607902527, 0.2808704674243927, 0.29676246643066406, -0.5652772784233093, 0.020660020411014557, 0.046397969126701355, 0.13985644280910492, 0.15651258826255798, 0.185000479221344, 0.10085536539554596, -0.6571897268295288, -0.4654355049133301, 0.014519204385578632, 0.19386601448059082, -0.4783392548561096, -0.1563079059123993, 0.1282985955476761, -0.07017204165458679, 0.46773308515548706, 0.13489700853824615, -0.43943488597869873, 0.061120226979255676, 0.4942449927330017, -0.5285892486572266, 0.817221462726593, 0.37207719683647156, 0.04070698842406273, 0.8568033576011658, -0.08989973366260529, 0.3079334795475006, 0.31637516617774963, -0.20915712416172028, 0.08531058579683304, 0.1951000839471817, -0.1387685090303421, 0.18078720569610596, -0.13583213090896606, -0.1696656346321106, 0.16190767288208008, -0.10016796737909317, 0.47418496012687683, 0.08889177441596985, 0.12415879964828491, -0.36544886231422424, -0.1323210746049881, 0.12085583060979843, 0.07208794355392456, -0.10006467998027802, 0.5354254841804504, 0.16294346749782562, 0.41023507714271545, -0.38808566331863403, 0.22268329560756683, -0.02544163167476654, 0.236824631690979, 0.6018960475921631, -0.23182561993598938, -0.14041541516780853, 0.601296603679657, -0.06640785187482834, -0.6493443250656128, -0.30454394221305847, 0.2594623863697052, -0.4566133916378021, 0.053754765540361404, -0.11984052509069443, -0.5560404658317566, -0.06323552876710892, 0.302768737077713, -0.23612812161445618, -0.11890706419944763, -0.038144126534461975, -0.3275451362133026, 0.43416792154312134, 0.033908601850271225, 0.149038627743721, -0.1994938850402832, 0.1918431520462036, -0.1717633157968521, 0.038738686591386795, 0.35785362124443054, 0.6463972330093384, -0.051631491631269455, -0.1618250608444214, -0.25879594683647156, 0.4581279456615448, -0.24751436710357666, -0.36050936579704285, -0.2539719343185425, 0.460384726524353, -0.2579643130302429, 0.40702515840530396, -0.4788253903388977, 0.28982269763946533, 0.20656979084014893, -0.5520272254943848, -0.21678487956523895, -0.2977890968322754, 0.23444342613220215, -0.2109186053276062, 0.30215081572532654, -0.11260268092155457, -0.117686927318573, 0.03870702534914017, -0.24909254908561707, -0.3218178153038025, 0.33637502789497375, -0.11837173998355865, -0.4788804352283478, -0.37014636397361755, 0.2916257977485657, 0.339732825756073, -0.2816280722618103, -0.24211810529232025, -0.2946728765964508, -0.4590989947319031, -0.19652347266674042, 0.4684007167816162, -0.21942585706710815, -0.34963348507881165, -0.19148145616054535, 0.3890395164489746, 0.043240707367658615, 0.06174730136990547, -0.09903567284345627, 0.3551188111305237, -0.16691693663597107, -0.2779776155948639, 0.0005321569624356925, -0.22372476756572723, -0.8502901196479797, 0.6538078784942627, 0.032471586018800735, -0.4218344986438751, 0.09146112948656082, -0.13971258699893951, -0.3503771126270294, 0.26527929306030273, -6.119513034820557, 0.30247771739959717, -0.5009447932243347, -0.1346202790737152, -0.11516331881284714, -0.07928622514009476, -0.42845869064331055, 0.2562626898288727, -0.16925182938575745, -0.22723011672496796, -0.2285151332616806, -0.4416043162345886, -0.2205611765384674, 0.38175469636917114, 0.15527480840682983, 0.7032429575920105, 0.6921128034591675, 0.11242026835680008, 0.2629149258136749, 0.7749673128128052, -0.2922896146774292, 0.4780082404613495, -0.5051614046096802, 0.23331114649772644, 0.35424482822418213, 0.07611897587776184, -0.44852185249328613, 0.3799331784248352, -0.564134418964386, -0.18278276920318604, 0.3949839174747467, -0.04279714822769165, -0.6985644102096558, 0.29896533489227295, -0.4566488265991211, 0.36843636631965637, -0.6143969297409058, -0.1216059997677803, -0.09510568529367447, -0.12810693681240082, -0.25154584646224976, -0.295906662940979, -0.4815813899040222, -0.4314746856689453, 0.4338650107383728, -0.2731134593486786, -0.4039515256881714, -0.3029305934906006, 0.3701092302799225, -0.08965545892715454, -0.10537808388471603, -0.429250031709671, 0.38628557324409485, 0.04553893581032753, -0.03951212018728256, -0.6110860109329224, 0.2872055172920227, 0.14666247367858887, -0.5523051023483276, 0.19915015995502472, 0.3380145728588104, 0.03469330444931984, -0.05520496144890785, -0.9717188477516174, -0.09500588476657867, -0.4651733934879303, -0.42307233810424805, -0.5708856582641602, 0.10460544377565384, -0.05681018903851509, -0.4513740837574005, 0.6118913888931274, -0.31373053789138794, -0.5707142949104309, 0.09663014113903046, -0.3489629924297333, -0.6638704538345337, -0.32052767276763916, 0.49384158849716187, 0.06100741773843765, -0.44302764534950256, -0.24862921237945557, -0.22210104763507843, 0.4914988577365875, -0.0413694903254509, -0.2912113070487976, 0.1674647480249405, -0.13201536238193512, 0.0040365844033658504, 0.6776812672615051, 0.42314255237579346, 0.1010751947760582, 0.39236772060394287, 0.00002052482705039438, 0.302796870470047, -0.048964302986860275, 0.03649069368839264, 0.597343921661377, 0.06047314032912254, -0.24572370946407318, 0.5307838916778564, -0.6921067833900452, -0.4634552597999573, -0.37689217925071716, -0.1817529797554016, 0.26030534505844116, 0.3338719606399536, -0.29372143745422363, 0.8082259893417358, -0.11049729585647583, 0.47862106561660767, 0.09851967543363571, -0.8179567456245422, 0.34867045283317566, 0.24883730709552765, -0.20982684195041656, 0.07787370681762695, 0.47939997911453247, 0.35190460085868835, -0.10614921152591705, -0.08935485780239105, -0.02697557955980301, 0.5524057745933533, 0.16954615712165833, 0.5945805311203003, -0.23358318209648132, 0.1751076579093933, 0.08896368741989136, 0.46873217821121216, 0.09783274680376053, 0.508139431476593, 0.2700576186180115, -0.029345741495490074, 0.2654059827327728, 0.14342863857746124, -0.04588352516293526, 0.6250731945037842, -0.40767902135849, -0.33851349353790283, -0.4216083288192749, 0.3497748374938965, -0.027264021337032318, 0.2815197706222534, 0.20379316806793213, 0.6338316798210144, 0.22581198811531067, 0.2324572205543518, 0.21079745888710022, -0.30736735463142395, 0.6165560483932495, 0.492579847574234, -0.3870089054107666, 0.006289166864007711, -0.039228662848472595, -0.008734316565096378, 0.44640955328941345, 0.2249288111925125, -0.29696908593177795, -0.054489731788635254, -0.3281298875808716, 0.18252164125442505, -0.2901589274406433, -0.434472918510437, 0.28737494349479675, 0.03428814187645912, -0.03550466522574425, -0.6897739768028259, -0.14671170711517334, -0.04905493184924126, -0.03999852016568184, 0.22175556421279907, -0.43076789379119873, -0.440289169549942, 0.1835891157388687, 0.3875325322151184, -0.04751111567020416, -0.22664257884025574, 0.042161788791418076, 0.10041559487581253, -0.00463472306728363, -0.04124250262975693, -0.6771348118782043, -0.20931890606880188, 0.3412557542324066, 0.5309911966323853, -0.15547539293766022, -0.24439996480941772, 0.27108296751976013, -0.19334101676940918, 0.23205669224262238, 0.30486297607421875, -0.19135195016860962, 0.01755322888493538, 0.3673599660396576, 0.1130852922797203, -0.09098266810178757, 0.3950863480567932, 0.3725958466529846, 0.019360201433300972, -0.01555715687572956, -0.18506406247615814, -0.08564194291830063, -0.1545097827911377, 0.44816073775291443, 0.37971121072769165, -0.24433818459510803, 0.5479522943496704, 0.24800090491771698, -0.41574910283088684, 0.16337011754512787, -0.31122729182243347, -0.519816517829895, 0.2261919379234314, 0.08140622079372406, 0.34896281361579895, 0.04039235785603523, -0.32486021518707275, -0.24907633662223816, -0.2566966414451599, 0.12935255467891693, 0.10900638997554779, -0.047141171991825104, 0.32186588644981384, 0.05164036154747009, -0.1816810667514801, -0.05734611302614212, 0.2438768893480301, -0.09587788581848145, 0.23780089616775513, 0.1225685402750969, 0.34546154737472534, -0.37384364008903503, 0.9227620959281921, 0.6194539070129395, -0.14596661925315857, 0.2577011287212372, 0.022088458761572838, 1.1068134307861328, 0.0042145526967942715, -0.8482686877250671, -0.3811701834201813, -0.19452783465385437, -0.49152281880378723, -0.3033660352230072, -0.09870597720146179, 0.011299819685518742, -0.16579031944274902, 0.08195880800485611, -0.4221978187561035, 0.044574007391929626, 0.7353612780570984, -0.28742316365242004, -0.6385517120361328, 0.02405696175992489, 0.9587609767913818, -0.24151258170604706, 0.14422675967216492, -0.46459197998046875, -0.17106272280216217, -0.2618659734725952, 0.3385899066925049, -0.3135189116001129, -0.5073373913764954, 0.4936717748641968, -0.42040109634399414, 0.01766463741660118, -0.24173882603645325, -0.06098175421357155, 0.009476426057517529, -0.4102536141872406, -0.8816555142402649, -0.004560104105621576, -0.41691088676452637, 0.7048469185829163, -0.50043785572052, 0.13433845341205597, -0.14692753553390503, -0.07655279338359833, -0.7433694005012512, -0.4056791663169861, -0.5018277764320374, -0.19425149261951447, 0.3847571611404419, -0.013707789592444897, -0.20834092795848846, 0.35382452607154846, -0.08012782037258148, 0.3983299732208252, -0.2283865213394165, 0.06463547796010971, -0.3505251109600067, 0.48860928416252136, -0.2766627371311188, -0.4749116003513336, -0.19572877883911133, -0.17173923552036285, -0.005041875410825014, 0.005934943910688162, -0.007028902880847454, -0.025124624371528625, 0.09590794891119003, 0.6793504953384399, 0.9099216461181641, -0.18212586641311646, 0.6156826019287109, 0.3789641261100769, -0.12783750891685486, -0.09125646948814392, 0.4395565092563629, -0.34126347303390503, 0.2545452415943146, 0.39938226342201233, 0.2032211273908615, 0.7445206046104431, -0.29838329553604126, -0.19081787765026093, 0.19539262354373932, 0.5332032442092896, -0.22347131371498108, 0.21557411551475525, 0.011280513368546963, -0.11878183484077454, 0.8611498475074768, -0.4548893868923187, 0.34232327342033386, 0.5616804957389832, -0.19894321262836456, -0.49639397859573364, -0.016036421060562134, 0.729925811290741, -0.3920745551586151, -0.24574455618858337, -0.15837521851062775, 0.7049460411071777, 0.5133873224258423, -0.13638557493686676, 0.042548101395368576, -0.3993588089942932, 0.3246718645095825, 0.18868044018745422, 0.2996107339859009, -0.21622657775878906, 0.5041880011558533, 0.1632683128118515, -0.4380153715610504, 0.5053218007087708, 0.02582463063299656, 0.7038519978523254, 0.15642811357975006, -0.04017854481935501, -0.022367024794220924, -0.04154351353645325, 0.384185254573822, -0.6782661080360413, -0.3554324209690094, -0.09239990264177322, 0.7247020602226257, 0.1655830442905426, -0.47337663173675537, 0.16364295780658722, 0.35433804988861084, -0.10930702835321426, 0.685136079788208, -0.17153947055339813, 0.07788854092359543, -0.057907260954380035, 0.27603667974472046, 0.050651561468839645, 0.09381744265556335, 0.528536856174469, -0.05990869924426079, -0.09584005922079086, -0.2620687484741211, 0.10312493145465851, -0.01565990410745144, -0.39264819025993347, -0.016986962407827377, 0.09836582839488983, -0.2634522020816803, 0.3970489799976349, 0.103671133518219, 0.44746777415275574, -0.6754937171936035, 0.08716370165348053, 0.15472693741321564, 0.25788965821266174, 0.0941397100687027, 0.4407098591327667, -0.38145604729652405, 0.07479111850261688, -0.1058698371052742, -0.5541333556175232, -0.015023590996861458, 0.3018689751625061, -0.1779775321483612, 0.208970844745636, -0.05242113396525383, 0.23848021030426025, 0.5872942805290222, 0.29949286580085754, 0.2465306669473648, -0.10841120779514313, 0.20234964787960052, 0.3263488709926605, -0.7174250483512878, -0.19573435187339783, -0.44840341806411743, -0.2781515121459961, -0.03527885675430298, 0.24836762249469757, 0.04643692821264267, 0.3909713625907898, -0.4337671995162964, 0.0005481220432557166, -0.3875874876976013, 0.05562029778957367, 0.39410296082496643, 0.06413234770298004, -0.35771745443344116, -0.4838963747024536, -0.23232898116111755, -0.26137205958366394, -0.16377735137939453, 0.24414685368537903, 0.06607756018638611, 0.13507285714149475, -0.6971312165260315, 0.32595908641815186, 0.07319608330726624, 0.12684667110443115, -0.12398195266723633, -0.831168532371521, -0.1056395024061203, 0.5624400973320007, -0.5198384523391724, -0.47709769010543823, 0.25863075256347656, 0.1746080368757248, -0.398824542760849, -0.4373938739299774, -0.57944655418396, -0.6420907378196716, 0.14738430082798004, 0.2606639564037323, 0.039500970393419266, -0.018689606338739395, -0.24463136494159698, 0.04692953824996948, -0.3699949085712433, 0.3089715838432312, -0.1653955727815628, 0.21689358353614807, -0.24244874715805054, -0.19642986357212067, -0.14178037643432617, 0.34339413046836853, -0.07136589288711548, -0.1944551020860672, -0.4246634542942047, -0.21102607250213623 ]
One area that Deep Learning has not explored extensively is the uncertainty in estimates. Most Deep Learning Sachin Abeywardana https://towardsdatascience.com/deep-quantile-regression-c85481548b5a
Deep Quantile Regression
[ -0.39191436767578125, -0.48572683334350586, -0.10770143568515778, 0.058864250779151917, 0.5768994092941284, -0.05853719636797905, -0.14573873579502106, 0.014764437451958656, 0.08472072333097458, -0.07079640030860901, -0.17882923781871796, 0.16806656122207642, 0.03727312013506889, 0.05384548380970955, -0.12208345532417297, 0.3290806710720062, 0.3505324721336365, -0.44016653299331665, -0.24118530750274658, -0.13147036731243134, -0.0063117798417806625, -0.520240306854248, 0.6714320182800293, 0.2279217541217804, -0.25363847613334656, -0.3178819715976715, 0.4316035509109497, -0.21991083025932312, -0.2139989286661148, -0.033258721232414246, -0.13446731865406036, 0.34456247091293335, 0.31662777066230774, -0.14532054960727692, -0.45074233412742615, -0.10572905093431473, -0.3598801791667938, 0.0809258297085762, -0.2867332994937897, -0.1559252142906189, 0.059187453240156174, -0.2601396143436432, -0.1986909955739975, 0.17373305559158325, -0.268240362405777, -0.49687331914901733, -1.422236442565918, 0.1901196986436844, -0.5731624960899353, -0.12962621450424194, -0.22364765405654907, 0.627265214920044, 0.4665999710559845, -0.01906702108681202, -0.11980561912059784, 0.2530369460582733, 0.08359227329492569, -0.34014031291007996, 0.45292845368385315, -0.378643274307251, 0.45152953267097473, 0.5610032677650452, -0.09854111820459366, 0.11504591256380081, 0.04697581008076668, 0.028157273307442665, -0.19343368709087372, -0.23583254218101501, -0.40692469477653503, 0.02643381804227829, 0.021156683564186096, 0.5395788550376892, -0.18106107413768768, 0.31257858872413635, -0.29022446274757385, -0.33350706100463867, 0.4414372444152832, 0.23270253837108612, 0.42511019110679626, -0.4479380249977112, -0.13974736630916595, -0.4476117491722107, -0.011880862526595592, 0.48539119958877563, 0.006570091936737299, -0.046612899750471115, 0.24697285890579224, -0.13373452425003052, -0.5149405002593994, 0.0033749588765203953, -0.5693312883377075, -0.333342581987381, -0.20586809515953064, 0.017781179398298264, 0.14514003694057465, 0.2676340341567993, 0.706687331199646, 0.13932915031909943, 0.05115612596273422, 0.1389743983745575, -0.5562927722930908, 0.13700605928897858, -0.14518021047115326, -0.04347476363182068, -0.22634315490722656, 0.3214914798736572, -0.19986632466316223, -0.08011265099048615, -0.5253700613975525, 0.44186627864837646, -0.8352175354957581, 0.48171478509902954, -0.10037044435739517, -0.14571096003055573, -0.6026550531387329, 0.4123106896877289, 0.24385812878608704, -0.1549016833305359, -0.5126198530197144, -0.11815913021564484, -0.4760962128639221, 0.7336481809616089, 0.1927156001329422, 0.27844083309173584, -0.16431094706058502, 0.30889296531677246, -0.07554112374782562, 0.22407054901123047, 0.3402915596961975, 0.4492897689342499, 0.9400084614753723, 0.1525043249130249, 0.3230840265750885, -0.21263960003852844, -0.11281690001487732, -0.5725304484367371, 0.11410293728113174, -0.1991008073091507, 0.256541907787323, 0.015064016915857792, 0.07690868526697159, -0.08461479097604752, -0.004132152069360018, -0.08657701313495636, 0.47132378816604614, 0.30668121576309204, -0.11584755033254623, 0.7751846313476562, -0.9116093516349792, -0.14315693080425262, -0.21814623475074768, 0.5314955711364746, -0.5597891807556152, -0.7779621481895447, 0.10380801558494568, 0.7275534868240356, -0.24735359847545624, -0.15133965015411377, -0.02780522219836712, 0.6591619849205017, -0.13900794088840485, -0.013665243051946163, 0.04346305876970291, -0.4124281108379364, 0.6175722479820251, -0.19174468517303467, 0.6043147444725037, 0.08567391335964203, -0.30880817770957947, 0.1128724217414856, -0.07525188475847244, 0.020895063877105713, 0.20727239549160004, -0.7610973119735718, -0.24768304824829102, 0.2388027459383011, -0.0863395482301712, -0.0126881692558527, 0.34717288613319397, -0.0759272575378418, -0.6179766654968262, -0.02243046648800373, 0.16911908984184265, 0.06665173918008804, -0.0913587138056755, -0.3975304365158081, 0.19864068925380707, 0.20634055137634277, 0.5110523700714111, 0.26312005519866943, -0.3350779414176941, 0.015269187279045582, 0.26427796483039856, -0.5321497321128845, 0.7083500027656555, 0.3696211874485016, -0.017245890572667122, 0.8907959461212158, 0.10997845977544785, 0.16524238884449005, 0.0409427210688591, 0.16232088208198547, -0.13881152868270874, 0.07590718567371368, 0.1819678395986557, 0.22059418261051178, 0.23737670481204987, -0.2450115829706192, 0.29510951042175293, -0.013149547390639782, 0.43268945813179016, 0.25123822689056396, 0.07832200080156326, -0.5895984768867493, -0.08225829899311066, 0.0877779871225357, -0.13057401776313782, 0.3155044615268707, 0.5324896574020386, 0.1805507093667984, 0.6092276573181152, -0.2899726629257202, 0.08190670609474182, 0.47704604268074036, 0.2677083909511566, 0.8730592131614685, 0.09328310936689377, 0.020643029361963272, 0.5624222159385681, 0.34737905859947205, -0.369340181350708, -0.428191602230072, 0.3174872100353241, -0.01618950068950653, 0.023642273619771004, 0.2129649668931961, -0.2389330416917801, 0.24637950956821442, 0.35837775468826294, 0.22077631950378418, -0.19111435115337372, 0.4010135531425476, -0.26522260904312134, 0.645714521408081, -0.3717130422592163, 0.04835037514567375, -0.45289358496665955, 0.10318960249423981, -0.5532292723655701, 0.12758848071098328, 0.2424217313528061, 0.5414197444915771, -0.059334781020879745, -0.11729110032320023, -0.13340821862220764, 0.38005366921424866, -0.5049582123756409, -0.3773384988307953, -0.1206812858581543, 0.4497445821762085, -0.31541964411735535, 0.4671724736690521, -0.3576536476612091, 0.2822611629962921, -0.2637389898300171, -0.5428450107574463, -0.01845109462738037, -0.18626154959201813, 0.5454959273338318, 0.0839243158698082, -0.041710399091243744, -0.1611749529838562, -0.22629815340042114, 0.40275558829307556, -0.13697241246700287, -0.8185198307037354, 0.16338883340358734, 0.2780514359474182, -0.3987146019935608, -0.21504473686218262, 0.41564109921455383, 0.3908045291900635, -0.1952635943889618, 0.12596501410007477, -0.06226690486073494, -0.07910514622926712, -0.46066200733184814, 0.09792335331439972, 0.010784604586660862, -0.08110974729061127, -0.1535070240497589, 0.5422068238258362, 0.17702455818653107, -0.5985652804374695, -0.34750935435295105, 0.3756732940673828, 0.03908618539571762, -0.5297326445579529, -0.0472370944917202, 0.050433866679668427, -0.6509475708007812, 0.28054726123809814, 0.04390237480401993, -0.1991076022386551, 0.11592673510313034, 0.2125398963689804, -0.1785295158624649, -0.08089785277843475, -6.163647651672363, 0.11146771907806396, -0.8172768950462341, -0.0694659948348999, 0.1022464707493782, -0.18927226960659027, 0.1370573341846466, 0.16867662966251373, -0.17415690422058105, -0.3495400547981262, -0.614635169506073, -0.17920947074890137, -0.07893072068691254, 0.7091372609138489, -0.07563813775777817, 0.5601229071617126, 0.7717862129211426, 0.38245323300361633, 0.6897090077400208, 0.8753553628921509, -0.24389351904392242, 0.2515254616737366, -0.41628262400627136, 0.21831919252872467, 0.555874228477478, 0.04528659209609032, -0.3814658224582672, 0.7362240552902222, -0.3894802927970886, -0.29862624406814575, 0.21168985962867737, -0.2202679067850113, -0.6564949154853821, -0.02111094817519188, -0.6079027652740479, 0.4210602939128876, -0.21505962312221527, 0.29098090529441833, 0.4441613554954529, 0.2598171532154083, -0.07551157474517822, -0.28826630115509033, -0.27508798241615295, -0.3330417275428772, 0.4657568633556366, -0.246237650513649, -0.05519388988614082, 0.6170980334281921, 0.2682240903377533, -0.17694208025932312, -0.24103251099586487, -0.19009903073310852, 0.26768627762794495, -0.0796639695763588, 0.18109998106956482, -0.7524172067642212, 0.10733985155820847, 0.042244575917720795, -0.1178256943821907, 0.3307362496852875, 0.25368446111679077, -0.14130409061908722, -0.3312501609325409, -1.346268653869629, -0.29932481050491333, 0.004885868169367313, 0.17040866613388062, -0.46529683470726013, -0.010828164406120777, 0.17127451300621033, -0.6901479959487915, 0.07516677677631378, 0.14528757333755493, -0.6072316765785217, 0.23011793196201324, -0.6066392064094543, -0.1900661736726761, -0.36612367630004883, 0.07472141087055206, 0.21943886578083038, -0.3779214918613434, -0.5095700621604919, -0.3434300124645233, 0.22180162370204926, 0.22693686187267303, -0.06695064157247543, 0.0840069055557251, -0.24326778948307037, -0.39079391956329346, 0.08484264463186264, 0.1036127582192421, -0.44049718976020813, 0.30520641803741455, -0.20689421892166138, 0.3025270104408264, 0.020316001027822495, -0.2237483263015747, 0.5764794945716858, -0.03725185990333557, -0.3965422213077545, 0.5249601602554321, -0.2819327712059021, -0.5093789100646973, -0.5403310060501099, -0.11545098572969437, 0.007147992495447397, -0.0494484081864357, -0.17067691683769226, 0.5460795164108276, 0.041744448244571686, 0.401607871055603, 0.17903344333171844, -0.5804652571678162, 0.049621082842350006, 0.10752391815185547, 0.08148069679737091, -0.30002301931381226, 0.08171166479587555, 0.4227069616317749, 0.18101857602596283, 0.016336681321263313, -0.36527174711227417, -0.23297996819019318, 0.23275379836559296, 0.6476475596427917, -0.054622091352939606, 0.08407177031040192, 0.27843940258026123, 0.08701518923044205, -0.10405803471803665, 0.6326801180839539, 0.24739184975624084, -0.19986440241336823, 0.052911512553691864, -0.03651554137468338, -0.28353777527809143, 0.07194491475820541, 0.07916975766420364, 0.17483176290988922, -0.6774614453315735, 0.11006845533847809, -0.02917005680501461, 0.3266059458255768, 0.2761649787425995, 0.17186450958251953, -0.27351653575897217, 0.29905983805656433, 0.12936221063137054, -0.15953078866004944, 0.1526489555835724, 0.2885579764842987, -0.36861011385917664, 0.1834239959716797, -0.14122383296489716, -0.049352921545505524, -0.0460503026843071, 0.0002190313534811139, -0.2180807888507843, 0.33037716150283813, -0.19102843105793, -0.055254630744457245, -0.4439666271209717, -0.1869552880525589, 0.18784700334072113, 0.03531981632113457, 0.21364404261112213, -0.5360308885574341, -0.4221644103527069, -0.21745139360427856, 0.08747117221355438, 0.0902772918343544, -0.13601194322109222, -0.14521077275276184, -0.3139665424823761, 0.2857666015625, -0.04286772757768631, 0.45374777913093567, -0.18206074833869934, -0.0167001374065876, 0.385381281375885, -0.11085141450166702, -0.4251095652580261, -0.2513989806175232, 0.5950013399124146, 0.6136394143104553, -0.15860684216022491, -0.36544135212898254, 0.2488912045955658, -0.20566825568675995, 0.02949308231472969, 0.3789360821247101, 0.23396556079387665, 0.5198526978492737, 0.07315507531166077, 0.508098840713501, -0.4073314964771271, 0.40571215748786926, 0.6429420113563538, -0.3025849461555481, -0.23454530537128448, -0.08691330999135971, -0.2041933238506317, 0.18717454373836517, 0.17059870064258575, 0.7293370962142944, -0.29971441626548767, 0.16317173838615417, 0.3556331694126129, -0.11443151533603668, 0.15320006012916565, -0.26659539341926575, -0.6161147952079773, 0.15337912738323212, -0.31152859330177307, 0.30733156204223633, 0.08534102141857147, -0.2531031370162964, -0.5150018930435181, -0.22914928197860718, 0.1496094912290573, -0.1432596892118454, -0.1840251088142395, 0.1652780920267105, -0.29633817076683044, -0.16921934485435486, -0.4590686857700348, 0.417379230260849, -0.37703263759613037, 0.09696672856807709, 0.14955390989780426, 0.058003999292850494, -0.5754638910293579, 0.3872688114643097, 0.20812825858592987, -0.22295059263706207, 0.07407273352146149, 0.06140701472759247, 0.9006492495536804, -0.23412169516086578, -1.0541561841964722, -0.6224560141563416, 0.03264918923377991, -0.03031034767627716, -0.2667878270149231, -0.34725478291511536, -0.3112930655479431, -0.15935175120830536, 0.17570637166500092, -0.4638376533985138, 0.23505397140979767, 0.2672535181045532, -0.0558757409453392, -0.6523250341415405, -0.0633939877152443, 0.8707101941108704, -0.0158246997743845, 0.04396241530776024, -0.5617484450340271, -0.22983509302139282, 0.2962195575237274, 0.3643876910209656, -0.14325211942195892, -0.3238199055194855, 0.4095624089241028, -0.25521746277809143, -0.2397221326828003, -0.028755424544215202, -0.5786809921264648, 0.41090235114097595, -0.7168737649917603, -0.5879393815994263, -0.630892276763916, -0.5206498503684998, 0.4818060100078583, -0.32287365198135376, -0.16532713174819946, 0.2491462081670761, 0.09240951389074326, -0.14356544613838196, -0.6954470872879028, -0.3412797451019287, -0.03332153707742691, 0.38981640338897705, -0.2858125567436218, -0.4842694103717804, -0.1835232377052307, 0.03275448828935623, 0.02543577179312706, -0.15746352076530457, 0.10035669058561325, -0.564591646194458, 0.17415960133075714, -0.27848556637763977, -0.037953250110149384, -0.35838279128074646, 0.04686494544148445, -0.07682280242443085, 0.11934300512075424, -0.8601670861244202, -0.25865113735198975, 0.5027542114257812, 0.7417723536491394, 0.7659385204315186, 0.04532526433467865, 0.2942802309989929, 0.5228274464607239, -0.002321427222341299, 0.1384570598602295, 0.19203127920627594, 0.20438873767852783, 0.2937206029891968, 0.25684303045272827, 0.4746304452419281, 0.7619961500167847, -0.3354535698890686, -0.48807618021965027, 0.08001405000686646, 0.529478132724762, 0.16010504961013794, 0.24387389421463013, 0.1258586049079895, -0.1100800558924675, 0.6905802488327026, -0.6769595742225647, 0.367992639541626, 0.7571210265159607, -0.2187294363975525, -0.3622521162033081, -0.017376074567437172, 0.6874555349349976, -0.1712496131658554, 0.11238034814596176, -0.32119297981262207, 0.34214240312576294, -0.01934211701154709, -0.052733682096004486, 0.03475279361009598, -0.2911860942840576, 0.4081365466117859, -0.1565520316362381, 0.38354218006134033, -0.04725886881351471, -0.15829859673976898, 0.47608667612075806, -0.3122957646846771, 0.4937626123428345, 0.22389885783195496, 0.8550458550453186, -0.34868425130844116, 0.08343784511089325, 0.13491490483283997, -0.013253279961645603, 0.6108402609825134, -0.4974125027656555, -0.28498122096061707, -0.1145508885383606, 0.7566262483596802, 0.024256963282823563, 0.02091391384601593, 0.12188971787691116, 0.6777216792106628, 0.3457721471786499, 0.2587839663028717, -0.077510304749012, 0.43847888708114624, -0.3749142587184906, 0.3650341033935547, -0.33486178517341614, 0.43560895323753357, 0.4041650891304016, -0.0830397978425026, 0.1227107122540474, -0.37026447057724, 0.2252836674451828, 0.06042708083987236, -0.5574398040771484, -0.20201055705547333, 0.04174033924937248, -0.2287491112947464, 0.3003235459327698, 0.12644487619400024, -0.23684343695640564, -0.5958570837974548, 0.03567665070295334, 0.27239567041397095, -0.06645405292510986, 0.1784408837556839, 0.49474290013313293, -0.7173510789871216, 0.28618136048316956, 0.0335003100335598, -0.3024066686630249, -0.01061630342155695, 0.4964558780193329, -0.44909217953681946, -0.03439073637127876, 0.19867150485515594, -0.1706809252500534, 0.4606357514858246, -0.07638698071241379, 0.22903652489185333, 0.20509670674800873, 0.3437654376029968, 0.25181782245635986, -0.23210188746452332, -0.09453725069761276, -0.5753154158592224, 0.015230330638587475, -0.20156462490558624, -0.1757860779762268, 0.3040550649166107, 0.2951427400112152, -0.4820457100868225, 0.20063522458076477, -0.11967524886131287, 0.1700369268655777, 0.41131311655044556, 0.1629798859357834, -0.2269531488418579, 0.030019281432032585, -0.19741499423980713, -0.01930849440395832, 0.058547262102365494, 0.09743515402078629, -0.463729590177536, 0.10290098190307617, -0.1272325962781906, 0.33603015542030334, -0.4001263678073883, 0.32495373487472534, -0.15764570236206055, -0.6756317615509033, -0.3148707449436188, 0.5331662893295288, -0.43840089440345764, -0.2860330641269684, 0.20814362168312073, -0.12908980250358582, -0.40319597721099854, -0.28691592812538147, -0.6328632831573486, -0.07936445623636246, 0.027507903054356575, 0.5737783312797546, -0.21770383417606354, 0.02026936039328575, -0.22716118395328522, -0.06628482043743134, -0.49785956740379333, 0.719951868057251, 0.337714284658432, 0.5349243879318237, -0.08033707737922668, -0.3916429579257965, -0.0017652366077527404, 0.4113314151763916, -0.2708132266998291, -0.21251147985458374, -0.4116976857185364, -0.07991426438093185 ]
A key challenge in deep learning is how to get estimates on the bounds of predictors. Quantile regression, first introduced in the 70s by Koenker and Bassett [1], allows us to estimate percentiles of the underlying conditional data distribution even in cases Jacob Zweig https://towardsdatascience.com/deep-quantile-regression-in-tensorflow-1dbc792fe597
Deep Quantile Regression in Tensorflow
[ -0.19076594710350037, -0.4705652594566345, 0.12612628936767578, 0.1435926854610443, -0.009869202971458435, 0.008684350177645683, -0.27591946721076965, -0.2744239866733551, 0.21948319673538208, -0.14607968926429749, 0.0520797073841095, 0.4302312135696411, -0.22180317342281342, 0.17868636548519135, -0.25587978959083557, 0.3292485177516937, 0.1478194296360016, -0.2865075469017029, -0.09334472566843033, -0.10629460215568542, -0.13179798424243927, -0.3990059196949005, 0.4008201062679291, 0.33972597122192383, -0.11907818168401718, -0.16872771084308624, 0.6211934089660645, -0.21456004679203033, -0.2325611412525177, 0.28803637623786926, -0.04824065789580345, 0.556727945804596, 0.19231677055358887, -0.18252255022525787, -0.5377289652824402, 0.1272249072790146, -0.23863399028778076, -0.18376949429512024, -0.09340161830186844, -0.4281904101371765, 0.12007344514131546, 0.02376486174762249, 0.04493831470608711, 0.37712913751602173, -0.08157696574926376, -0.48520392179489136, -1.8367191553115845, -0.28265881538391113, -0.39607447385787964, -0.6451649069786072, -0.7519642114639282, 0.3133561611175537, -0.1690271496772766, 0.543537974357605, -0.3319564461708069, -0.10441846400499344, 0.11331479996442795, -0.5812826752662659, 0.6864509582519531, -0.18990322947502136, 0.22860656678676605, 0.026186572387814522, 0.09202172607183456, 0.4781312048435211, -0.02718397229909897, 0.3446674048900604, -0.011093602515757084, -0.1366664618253708, -0.4433438777923584, -0.21767368912696838, -0.1318265050649643, 0.35596179962158203, -0.3506964147090912, -0.18279175460338593, -0.03337732329964638, 0.1959945261478424, -0.1261727660894394, 0.27023741602897644, 0.243446484208107, -0.11931487172842026, -0.41442081332206726, -0.16044069826602936, 0.12348884344100952, -0.0027990255039185286, 0.3011990785598755, -0.04446239769458771, 0.32325229048728943, -0.0972544476389885, -0.6317417025566101, 0.4132065176963806, -0.585183322429657, -0.6507343649864197, 0.039169978350400925, -0.15843220055103302, 0.13828033208847046, 0.15771815180778503, 0.6769740581512451, 0.4517965316772461, -0.019966082647442818, 0.3149878978729248, -0.3560618758201599, 0.2652491629123688, -0.2911151647567749, -0.4790678918361664, -0.27267539501190186, -0.09028492122888565, -0.4573187828063965, -0.03130913898348808, -0.20344732701778412, 0.4973272383213043, -0.4353325366973877, 0.4131472110748291, 0.15399090945720673, -0.002389125991612673, -0.40329691767692566, 0.27500733733177185, 0.33011481165885925, -0.11692138761281967, -0.4354592263698578, 0.10756133496761322, -0.1250205785036087, 0.7826520204544067, 0.3422003984451294, 0.11479856073856354, -0.10911224037408829, -0.09295576810836792, 0.1705331802368164, 0.43765148520469666, 0.1641901731491089, 0.4347040057182312, 0.6881695985794067, 0.41770127415657043, 0.45852574706077576, -0.022584009915590286, -0.05891580507159233, -0.3328494429588318, -0.06533725559711456, -0.21159406006336212, -0.12168791145086288, -0.1890001893043518, 0.1779213696718216, 0.058233801275491714, -0.23057636618614197, -0.24917840957641602, 0.3532036244869232, 0.2887532711029053, 0.3029491901397705, 0.39843103289604187, -0.24959413707256317, -0.2043064534664154, -0.16187061369419098, 0.33881059288978577, -0.47575846314430237, -0.5643255710601807, 0.06665624678134918, 0.2891331613063812, -0.16482408344745636, -0.16085414588451385, -0.1881679892539978, 0.7503185868263245, -0.16238991916179657, 0.325626403093338, -0.03660036250948906, -0.4143926799297333, 0.7193558216094971, -0.586931049823761, 0.08000268042087555, 0.2735152244567871, -0.07825012505054474, 0.125663161277771, -0.18755948543548584, 0.35756608843803406, 0.17573615908622742, -0.4015907943248749, -0.08867015689611435, 0.01729718968272209, 0.24154824018478394, -0.37653467059135437, 0.5056741833686829, -0.02380550652742386, -0.37280595302581787, 0.3135361671447754, 0.49420762062072754, -0.07379540055990219, 0.328527569770813, -0.09469959139823914, 0.26042303442955017, 0.2934856116771698, 0.3295995593070984, 0.14217795431613922, -0.41873499751091003, -0.2340489774942398, 0.35038191080093384, -0.5869836807250977, 0.41896456480026245, 0.2056719809770584, -0.10490307956933975, 0.9348819851875305, -0.1145147830247879, -0.28275468945503235, 0.12599390745162964, 0.021264495328068733, 0.009101936593651772, 0.021024065092206, 0.20238268375396729, -0.14577950537204742, -0.15531517565250397, -0.3211081326007843, 0.05516638234257698, 0.3822505474090576, 0.4544854164123535, 0.22920401394367218, -0.40456971526145935, -0.28309592604637146, 0.03851158171892166, 0.030062848702073097, 0.04720575734972954, 0.36554014682769775, 0.3965628147125244, 0.09310564398765564, 0.8465999960899353, -0.17980264127254486, -0.0898473933339119, 0.1956067830324173, 0.3982851803302765, 0.6927453279495239, 0.43077796697616577, -0.0346171073615551, 0.9864961504936218, 0.3687502145767212, -0.3317626118659973, -0.2693997323513031, 0.46383026242256165, -0.5393452644348145, 0.035797636955976486, 0.35690829157829285, -0.44105520844459534, -0.042755816131830215, 0.2220383882522583, 0.15772733092308044, 0.17204509675502777, 0.4238845705986023, -0.21847227215766907, 0.1953178495168686, -0.007820873521268368, 0.082085020840168, -0.31355345249176025, 0.0890338122844696, -0.6341289281845093, 0.045489877462387085, 0.06534123420715332, 0.5778422951698303, -0.4594201147556305, -0.23859219253063202, -0.06592627614736557, 0.2806927263736725, -0.28451359272003174, -0.21239782869815826, -0.252465158700943, 0.6051471829414368, -0.05345866084098816, 0.1912214756011963, -0.3462761342525482, 0.09055955708026886, -0.0224471315741539, -0.5506059527397156, -0.18580031394958496, -0.12939907610416412, 0.344461590051651, 0.09514345228672028, 0.28528258204460144, -0.20289935171604156, -0.147063210606575, 0.2513868808746338, -0.010895644314587116, -1.0476925373077393, 0.15262311697006226, 0.4813460409641266, -0.48186588287353516, -0.1306600123643875, 0.15157584846019745, 0.1655859351158142, 0.06824281811714172, -0.12781380116939545, -0.3897857069969177, -0.3295096755027771, -0.28649067878723145, 0.09690401703119278, 0.2071891874074936, -0.3721342384815216, -0.30404144525527954, 0.4233019948005676, -0.2290230095386505, -0.5179980993270874, -0.2989698052406311, 0.5103617906570435, -0.00913950800895691, -0.28242751955986023, 0.05714401602745056, 0.0665917694568634, -0.6775987148284912, 0.1328611671924591, 0.26312437653541565, -0.10566048324108124, -0.12256988137960434, 0.14291933178901672, -0.4047107696533203, 0.029148699715733528, -6.223684310913086, 0.3462158739566803, -0.6075806021690369, -0.10581480711698532, 0.2163345366716385, -0.190543532371521, 0.1688152253627777, 0.2771334946155548, -0.29525548219680786, -0.34178435802459717, -0.28640836477279663, -0.738359272480011, -0.5817095637321472, 0.7310903072357178, 0.20838448405265808, 0.051702357828617096, 0.744733989238739, 0.25926318764686584, 0.4281662404537201, 0.40315091609954834, -0.2938651144504547, -0.335202157497406, -0.23126308619976044, 0.1521051973104477, 0.04121757298707962, 0.018000274896621704, -0.447687566280365, 0.5584922432899475, -0.4853655993938446, -0.18778391182422638, 0.04974297434091568, -0.37699660658836365, -0.7073401212692261, 0.32848361134529114, -0.23830287158489227, 0.37835779786109924, -0.19839000701904297, 0.258774995803833, 0.4191640615463257, -0.18188853561878204, 0.08053689450025558, 0.2503792345523834, -0.33402350544929504, -0.5403081178665161, -0.1208450198173523, 0.1761419177055359, 0.22519060969352722, 0.7467067837715149, 0.042270611971616745, 0.03479527309536934, 0.14442507922649384, -0.18344978988170624, -0.150898739695549, 0.04403305798768997, 0.06696037948131561, -0.9459475874900818, 0.00005395398329710588, 0.16909638047218323, -0.21084895730018616, 0.6642463803291321, 0.22325818240642548, -0.23158620297908783, 0.027234971523284912, -0.9669526815414429, -0.14234046638011932, -0.25154727697372437, -0.4395059645175934, -0.47537392377853394, 0.14655357599258423, 0.20498411357402802, -0.5396417379379272, 0.17793138325214386, -0.1500745266675949, -0.7152590155601501, 0.2570783495903015, -0.4565422236919403, -0.0683727040886879, -0.6715050339698792, 0.2995358109474182, -0.04546589031815529, -0.09914498776197433, -0.7815970778465271, -0.12426509708166122, 0.28505751490592957, 0.2866826355457306, -0.18533414602279663, 0.1309691071510315, 0.15970872342586517, -0.5191699862480164, -0.19836872816085815, 0.2109386920928955, -0.2860841155052185, 0.3361974358558655, -0.21543194353580475, 0.032039664685726166, -0.03582106530666351, -0.1555318534374237, 0.36904531717300415, -0.13910314440727234, -0.2201327383518219, 0.3222382664680481, -0.3204309642314911, -0.46879953145980835, -0.43072324991226196, -0.017212016507983208, 0.5327581763267517, -0.28777021169662476, 0.09754177182912827, 0.508951723575592, 0.12524224817752838, -0.02436409331858158, 0.6424126029014587, -0.7014924883842468, -0.4931133985519409, 0.31953656673431396, 0.161015585064888, -0.3785928785800934, -0.02946745976805687, 0.39968714118003845, 0.37545689940452576, -0.015284215100109577, -0.10859768092632294, -0.10418078303337097, 0.1556885540485382, 0.6909338235855103, -0.06161617115139961, 0.12357023358345032, 0.40878579020500183, -0.03053818643093109, -0.15527278184890747, 0.7075412273406982, 0.43110647797584534, -0.5181387662887573, 0.033514998853206635, 0.27874571084976196, -0.16609741747379303, 0.10519341379404068, 0.03228205814957619, 0.08936437964439392, -0.42430993914604187, 0.5568427443504333, 0.23696105182170868, 0.26365792751312256, -0.3722051680088043, 0.05990638956427574, -0.0005179308936931193, 0.49747151136398315, 0.02867158129811287, -0.35081279277801514, 0.19009779393672943, 0.47099846601486206, -0.015951281413435936, -0.2391488403081894, -0.2797602713108063, -0.11520937830209732, 0.2209613025188446, 0.2739255428314209, -0.07370325177907944, 0.4565243124961853, -0.5997132658958435, -0.0678158700466156, -0.0439489483833313, -0.40596938133239746, 0.23711426556110382, -0.22471247613430023, 0.15862160921096802, -0.49722784757614136, -0.03543858602643013, -0.11066745966672897, 0.27066510915756226, -0.08588695526123047, -0.313926100730896, -0.14437541365623474, -0.0844234898686409, 0.17716695368289948, 0.13542325794696808, 0.2929263114929199, -0.102570541203022, -0.0542350709438324, 0.021359805017709732, 0.1920255422592163, -0.013957344926893711, -0.5325721502304077, 0.3535699248313904, 0.7402431964874268, -0.16482560336589813, -0.4270462691783905, 0.4639160931110382, -0.6645751595497131, -0.241995707154274, 0.47153007984161377, 0.2103794813156128, 0.5418545603752136, 0.320940762758255, 0.07191948592662811, -0.4936252534389496, 0.3358709216117859, 0.44185593724250793, -0.19646383821964264, 0.18312597274780273, 0.05925257131457329, 0.6266927719116211, -0.13580431044101715, 0.36113008856773376, 0.43170803785324097, -0.14725981652736664, 0.2938437759876251, 0.2923669219017029, -0.11243031919002533, -0.08465515822172165, -0.4375421106815338, -0.4762561023235321, -0.23624998331069946, -0.10645529627799988, 0.38354507088661194, -0.13432522118091583, 0.09511428326368332, -0.4689768850803375, -0.01865340583026409, 0.1693386286497116, -0.0906488448381424, -0.3109847903251648, 0.14229190349578857, -0.04467351734638214, -0.32558369636535645, -0.19530266523361206, 0.3645462691783905, -0.3734993040561676, -0.025658270344138145, 0.3485555946826935, 0.019818706437945366, -0.6343675255775452, 0.28164416551589966, 0.22087927162647247, -0.49496614933013916, -0.07779393345117569, 0.009786571376025677, 0.6309189796447754, -0.3792831301689148, -1.2144551277160645, -0.4150109589099884, 0.39915648102760315, -0.12642551958560944, -0.057817887514829636, 0.015910007059574127, 0.12363629043102264, -0.11851335316896439, 0.011073124594986439, -0.30560508370399475, 0.2588283121585846, -0.10398170351982117, -0.41090407967567444, -0.5482223033905029, 0.08776956796646118, 0.7964918613433838, 0.4120886027812958, -0.06792040914297104, -0.39256614446640015, -0.14818957448005676, 0.2655401825904846, 0.15921010076999664, -0.04062957689166069, -0.31851449608802795, 0.6168234944343567, -0.10502035915851593, 0.21377424895763397, 0.09271646291017532, -0.5092133283615112, 0.23275414109230042, -0.49932560324668884, -0.45596179366111755, -0.3567655682563782, -0.5021793246269226, 0.48275986313819885, 0.08249373733997345, -0.019584648311138153, -0.00611403351649642, -0.0375259630382061, -0.11831820756196976, -0.46516871452331543, -0.47096776962280273, -0.4300777018070221, 0.3234603703022003, -0.061538197100162506, -0.25988221168518066, -0.09304766356945038, -0.44797107577323914, 0.08051001280546188, 0.21690642833709717, 0.22442319989204407, -0.5521372556686401, 0.37386971712112427, -0.3067207932472229, -0.10872498899698257, -0.37039726972579956, 0.6055161356925964, 0.3852701485157013, 0.1978749930858612, -0.6731564402580261, -0.10439271479845047, 0.49058258533477783, 0.7097327709197998, 0.446579247713089, -0.09943226724863052, 0.5804017186164856, 0.49352866411209106, -0.19336985051631927, 0.19395998120307922, 0.055109407752752304, 0.07762549072504044, 0.2745656669139862, 0.1628449559211731, 0.29985764622688293, 0.5854907035827637, -0.6881581544876099, -0.25022003054618835, -0.040908083319664, 0.6910355687141418, 0.24137939512729645, 0.09983068704605103, -0.10977359861135483, -0.08449938893318176, 0.5367274284362793, -0.41673964262008667, -0.3052234351634979, 1.0399575233459473, 0.040225524455308914, 0.09508302807807922, -0.054685670882463455, 0.603249728679657, 0.0708998292684555, 0.33728837966918945, -0.45714735984802246, 0.010145816020667553, -0.13956326246261597, 0.05635639280080795, 0.17732667922973633, -0.22656184434890747, 0.3792603015899658, -0.42167550325393677, 0.14728188514709473, -0.05032239109277725, -0.015451486222445965, 0.16404525935649872, -0.4445047974586487, 0.11060713976621628, 0.1077025979757309, 0.6668148040771484, -0.07399077713489532, 0.11807289719581604, 0.28986412286758423, -0.3830110430717468, 0.7531847953796387, -0.29816603660583496, -0.24146854877471924, -0.3854808509349823, 0.907158613204956, -0.22933925688266754, -0.3563210666179657, 0.15910455584526062, 0.2926543951034546, -0.00003049948463740293, 0.4779958128929138, -0.4516073167324066, 0.05627065524458885, -0.08899720013141632, 0.7165440917015076, -0.14906126260757446, 0.6084794998168945, 0.5364536643028259, -0.08780677616596222, 0.001635002321563661, -0.011895786039531231, 0.501259982585907, 0.20949852466583252, -0.39320093393325806, 0.1627352386713028, 0.1398445963859558, -0.18125811219215393, 0.5816357731819153, -0.008281463757157326, 0.1299334317445755, -0.28672122955322266, -0.08972075581550598, -0.12570258975028992, -0.03174777701497078, 0.19946034252643585, -0.05831886827945709, -0.01939314417541027, -0.10728630423545837, -0.03297284618020058, -0.20535872876644135, 0.2671857476234436, 0.1731170415878296, -0.06535185128450394, 0.16359356045722961, -0.02293814904987812, 0.32682573795318604, 0.36232784390449524, -0.12501342594623566, -0.05726155266165733, 0.23039208352565765, 0.01794387213885784, 0.25467631220817566, -0.21967314183712006, 0.08069617301225662, -0.1700701117515564, 0.2110660970211029, 0.004810512065887451, 0.2713795006275177, 0.44510334730148315, -0.09038907289505005, -0.3220355808734894, 0.05193266645073891, -0.3188055455684662, -0.1002524122595787, 0.31514960527420044, 0.3015976548194885, -0.2915612757205963, -0.17265532910823822, -0.3112708032131195, -0.2676587700843811, 0.18386033177375793, -0.19465239346027374, -0.042291220277547836, 0.462926983833313, -0.19922521710395813, 0.16630862653255463, -0.6923430562019348, 0.32210031151771545, -0.3460327684879303, -0.6536429524421692, -0.2355121672153473, 0.370892196893692, -0.7434443235397339, 0.01698126271367073, 0.23109282553195953, -0.060175616294145584, 0.0983356460928917, -0.1813805103302002, -0.21052350103855133, -0.1316847801208496, -0.3225458562374115, 0.5077933073043823, -0.04089857265353203, 0.342222660779953, -0.3091523051261902, 0.021298564970493317, -0.8837807178497314, 0.5691890120506287, 0.1580468863248825, 0.3978573679924011, -0.6119243502616882, -0.14893893897533417, -0.20949846506118774, 0.41359302401542664, -0.3661077320575714, -0.4858127534389496, -0.3172062337398529, -0.06333693861961365 ]
Detecting Violence with Neural Networks Sebastian Kwiatkowski https://towardsdatascience.com/deep-surveillance-6b389abeaf95
Deep Surveillance
[ -0.13408994674682617, -0.6734790205955505, 0.2856708765029907, 0.278131902217865, 0.4384147822856903, 0.07376320660114288, 0.4872051179409027, -0.11528781801462173, -0.24716217815876007, -0.1727418601512909, -0.4112546741962433, -0.17180116474628448, -0.3386422097682953, -0.32020044326782227, -0.13416063785552979, 0.26169735193252563, 0.7160043120384216, -0.1068693995475769, -0.1430097222328186, -0.09926482290029526, -0.17721258103847504, -0.43955716490745544, 0.5398982763290405, 0.038405850529670715, -0.31400832533836365, -0.31809332966804504, 0.3804478645324707, -0.1640779823064804, -0.19321860373020172, 0.31019383668899536, 0.09496985375881195, 0.47389906644821167, 0.25114721059799194, -0.18382982909679413, -0.3474283516407013, -0.19911782443523407, -0.691889762878418, -0.5221731662750244, -0.5008824467658997, -0.33216047286987305, -0.1401694267988205, 0.12115956842899323, -0.6135271787643433, 0.4136796295642853, -0.29485979676246643, -0.39881715178489685, -1.5326709747314453, 0.4103603661060333, -0.20714886486530304, -0.17142505943775177, 0.18130283057689667, 0.5018272399902344, 0.03279365599155426, 0.380630761384964, -0.2574552297592163, -0.01883086934685707, -0.03649027645587921, -0.4089582860469818, 0.41869017481803894, -0.4098682999610901, -0.10253219306468964, 0.14967302978038788, -0.1483604609966278, 0.138780415058136, 0.10786913335323334, -0.0977938324213028, 0.3391290009021759, 0.24774718284606934, -0.01876833103597164, -0.43655070662498474, 0.16556096076965332, 0.19770343601703644, 0.09475864470005035, 0.15668843686580658, -0.5239183306694031, -0.0296401958912611, 0.6638715863227844, 0.4536269009113312, 0.29909083247184753, 0.5778405070304871, -0.1454303115606308, -0.4471037685871124, -0.01796751469373703, 0.2820028066635132, 0.436904639005661, -0.09646383672952652, 0.21975895762443542, 0.14012502133846283, -0.46371516585350037, -0.24152643978595734, -0.09455538541078568, -0.18512770533561707, 0.5519057512283325, 0.11633916199207306, 0.4194355905056, 0.2681175768375397, 0.08857487887144089, 0.1880258321762085, -0.48170024156570435, 0.045241035521030426, -0.7279879450798035, 0.302428662776947, -0.44161590933799744, -0.5056223273277283, -0.015953119844198227, -0.11022311449050903, -0.30381518602371216, 0.029922286048531532, -0.6917592883110046, 0.18350732326507568, -0.4384338855743408, -0.18633317947387695, -0.00985383614897728, -0.13007886707782745, -0.3040001094341278, 0.5529536008834839, 0.6707324981689453, -0.060930535197257996, 0.4203517735004425, -0.0824948102235794, -0.06785107403993607, 1.0839673280715942, 0.13243834674358368, 0.1126662939786911, -0.09691508114337921, -0.01799151487648487, 0.3903520107269287, 0.01887335255742073, 0.42009323835372925, 0.292847603559494, 0.17260658740997314, 0.6182792782783508, 0.3190748393535614, 0.054008059203624725, 0.0660630539059639, -0.7369915246963501, -0.17550309002399445, 0.05311048775911331, 0.1108737364411354, 0.19264811277389526, 0.10504195839166641, -0.4388711750507355, -0.1366572380065918, -0.49302127957344055, 0.3504955470561981, 0.18387292325496674, -0.09696012735366821, 0.46351391077041626, -0.2503451108932495, 0.13659733533859253, -0.6942582726478577, 0.47957003116607666, -0.40602895617485046, -0.6106921434402466, -0.17841508984565735, 0.1661481410264969, 0.19780869781970978, -0.22336679697036743, 0.5208447575569153, 0.23483234643936157, 0.04225637763738632, 0.3481464385986328, 0.1187395229935646, -0.06338057667016983, 0.41240596771240234, 0.21299295127391815, 0.3903026878833771, 0.20826156437397003, -0.21689839661121368, 0.3143380284309387, -0.08263169974088669, 0.3500268757343292, 0.3013696074485779, -0.5964315533638, 0.41253724694252014, 0.1921844333410263, -0.12214689701795578, -0.37860366702079773, 0.168472558259964, -0.06007906422019005, -0.3117460608482361, -0.10259050875902176, 0.08188702166080475, -0.04137171059846878, -0.02167769894003868, 0.09018873423337936, 0.1425965130329132, 0.478375643491745, 0.06782671064138412, 0.2031335085630417, 0.03811628371477127, -0.20783531665802002, 0.007797131314873695, -0.7485950589179993, 0.5413129329681396, 0.0012118786107748747, 0.05751453712582588, 0.4107113182544708, 0.489321231842041, 0.05150619149208069, -0.2014741599559784, -0.44431576132774353, 0.2516438663005829, 0.296388179063797, -0.10936400294303894, -0.3668539226055145, -0.0031025561038404703, -0.4926183223724365, 0.45320096611976624, 0.009023268707096577, 0.23462827503681183, -0.33726966381073, -0.023851314559578896, -0.62422776222229, -0.12492072582244873, 0.30652162432670593, -0.2420959174633026, 0.39994949102401733, 0.12096310406923294, 0.2586207389831543, 0.5960918068885803, -0.48302024602890015, -0.011314662173390388, 0.32486772537231445, -0.03530333191156387, 0.5315408706665039, -0.15766911208629608, 0.052233535796403885, 0.5898956060409546, -0.13111434876918793, -0.5909010171890259, -0.3794899582862854, -0.06015266850590706, -0.5831227898597717, -0.0580015555024147, 0.26702991127967834, -0.328105628490448, -0.24028630554676056, 0.14101997017860413, -0.26156890392303467, -0.2614922523498535, 0.1997588574886322, -0.23725563287734985, 0.37305644154548645, -0.32798609137535095, 0.256254106760025, 0.13260290026664734, -0.1766611486673355, 0.15602795779705048, 0.13758839666843414, -0.057174958288669586, 0.5105234980583191, -0.41241735219955444, -0.7800871133804321, 0.1241585910320282, -0.21846817433834076, 0.5926868915557861, -0.40823325514793396, -0.622636079788208, 0.3530159890651703, -0.21137657761573792, 0.4670235216617584, -0.39261260628700256, 0.3993071913719177, 0.29450803995132446, -0.769225537776947, 0.045427437871694565, -0.3085254430770874, 0.7588949799537659, 0.02995796874165535, 0.6567621231079102, -0.32800978422164917, 0.012745139189064503, 0.3009990155696869, 0.08100154250860214, -0.46405676007270813, 0.37754085659980774, 0.6140273213386536, -0.0957675650715828, -0.28022462129592896, -0.15992410480976105, 0.39343923330307007, -0.04801442101597786, 0.027498776093125343, 0.016102544963359833, -0.4707070589065552, -0.13497881591320038, 0.18073126673698425, -0.27927109599113464, -0.1379767507314682, -0.5306301712989807, 0.45522060990333557, -0.00047517457278445363, 0.09457322210073471, -0.507364809513092, 0.505840003490448, 0.2674449682235718, -0.3269553482532501, -0.10561306029558182, -0.03953767567873001, -0.918855607509613, 0.23909428715705872, -0.22112376987934113, -0.3367636799812317, 0.19780828058719635, -0.03266008943319321, -0.40222451090812683, 0.2317109853029251, -6.2326531410217285, 0.5793273448944092, -0.45443063974380493, -0.050614941865205765, -0.3010355532169342, 0.014183081686496735, 0.16515296697616577, 0.07893236726522446, -0.11414320766925812, -0.24273131787776947, -0.19410070776939392, -0.2509099543094635, -0.0335400253534317, 0.35383522510528564, -0.09116824716329575, 0.22637590765953064, -0.14000244438648224, -0.18120317161083221, 0.6560253500938416, 0.2791498601436615, -0.6595132350921631, 0.18754348158836365, 0.04966095834970474, 0.218200221657753, 0.6499168276786804, 0.08717618882656097, -0.3614005148410797, 0.3699890971183777, -0.24446672201156616, -0.0572718121111393, 0.19485901296138763, -0.2739170789718628, -0.6594725847244263, 0.4353407919406891, -0.3782910406589508, -0.022593151777982712, -0.08231914788484573, 0.33250153064727783, 0.14046210050582886, 0.30523571372032166, -0.09184987097978592, 0.11992773413658142, -0.7340615391731262, -0.008381296880543232, 0.4904119074344635, -0.2916429340839386, -0.2122855931520462, 0.34656524658203125, 0.011374954134225845, -0.4220055341720581, -0.07973246276378632, 0.026501070708036423, -0.034810345619916916, 0.08257261663675308, 0.013264871202409267, -0.5451337695121765, 0.5854401588439941, 0.17910225689411163, -0.15848667919635773, 0.635987401008606, 0.20528261363506317, 0.04228723794221878, 0.18036183714866638, -0.6659041047096252, 0.12267839908599854, -0.0635920912027359, -0.3749624788761139, -0.8796511292457581, 0.3324616551399231, 0.14372646808624268, -0.3778306841850281, 0.29262232780456543, 0.3093101382255554, -0.8870536088943481, 0.17094916105270386, -0.23103877902030945, -0.34370073676109314, -0.42816436290740967, 0.44442224502563477, 0.03127950802445412, -0.2839687466621399, -0.03342936933040619, -0.24009166657924652, 0.05222863703966141, 0.313864529132843, -0.21865011751651764, -0.03146696090698242, 0.20793399214744568, -0.13317187130451202, 0.15701952576637268, 0.11822940409183502, -0.3576434850692749, 0.6183858513832092, -0.3914506733417511, 0.17664843797683716, 0.06120845675468445, -0.14176927506923676, 0.4292314052581787, -0.05163133889436722, -0.0003437022678554058, 0.6691300868988037, -0.48849281668663025, -0.7975075840950012, -0.8179013133049011, 0.18592040240764618, 0.18712906539440155, 0.019855329766869545, -0.0017235379200428724, 0.6764145493507385, 0.1270568072795868, 0.18225820362567902, 0.1487806886434555, -0.5472709536552429, -0.06955571472644806, 0.114341601729393, -0.31021806597709656, -0.37521716952323914, 0.03954966366291046, 0.7402364015579224, 0.07231646776199341, -0.309719055891037, -0.016775239259004593, -0.13765554130077362, 0.8262486457824707, 0.7991346716880798, -0.4042898714542389, -0.3044077455997467, 0.2256254106760025, 0.07949485629796982, -0.1383407562971115, 0.8453105688095093, 0.6440280675888062, -0.6614426374435425, 0.22196127474308014, 0.48502907156944275, 0.06622087210416794, 0.1729590892791748, -0.23869501054286957, 0.5381768345832825, 0.007476484403014183, -0.14366388320922852, 0.02163584902882576, 0.16719868779182434, 0.42775583267211914, 0.409681111574173, -0.04537780582904816, 0.2651824653148651, 0.3196343183517456, -0.1144278421998024, 0.0929848700761795, 0.02640322595834732, -0.34937289357185364, 0.21107502281665802, 0.051017746329307556, 0.10341443866491318, 0.1174025684595108, 0.23605044186115265, -0.21551689505577087, 0.20215433835983276, -0.2765223979949951, 0.17430569231510162, -0.257480263710022, -0.3586758077144623, 0.1837567389011383, 0.10300006717443466, 0.09673608839511871, -1.0236738920211792, -0.21939659118652344, -0.1806650459766388, 0.11370545625686646, -0.09460142999887466, -0.7204777002334595, -0.42512452602386475, -0.11481266468763351, 0.01939416117966175, -0.2314600646495819, 0.08154784888029099, 0.26615506410598755, -0.5231696367263794, 0.5875505805015564, 0.22691527009010315, 0.2651335597038269, -0.5434264540672302, 0.49593594670295715, 0.6658948659896851, 0.011186588555574417, 0.07045788317918777, 0.10081776231527328, 0.08942488580942154, -0.0949002355337143, -0.18181563913822174, 0.18020005524158478, -0.02338925190269947, 0.02649233303964138, 0.33952459692955017, -0.38403216004371643, 0.2081737220287323, 0.41487205028533936, -0.564659059047699, 0.0491141676902771, -0.0558311752974987, 0.20910334587097168, 0.1602386087179184, 0.45169633626937866, 0.45771506428718567, 0.08950754255056381, 0.3423166275024414, 0.3198373317718506, -0.04435662925243378, -0.10701195150613785, -0.021512620151042938, -0.2924332618713379, -0.25691619515419006, 0.2726998031139374, 0.2279055118560791, 0.07769893109798431, -0.05436917766928673, -0.2698899209499359, -0.5940242409706116, 0.05426982790231705, -0.030266333371400833, 0.24363431334495544, -0.05399923399090767, -0.05702082812786102, -0.1784939467906952, 0.04171809181571007, 0.19619114696979523, -0.27710387110710144, 0.20930726826190948, 0.45231515169143677, 0.25791117548942566, -0.11333547532558441, 0.4107517898082733, 0.5390490889549255, -0.4803658127784729, -0.2545182704925537, 0.16017930209636688, 0.28615111112594604, -0.028405634686350822, -0.43710073828697205, -0.14257457852363586, 0.034602075815200806, -0.4197462499141693, -0.0546577125787735, 0.05096793174743652, 0.314018577337265, 0.008241012692451477, 0.042537182569503784, -0.455327570438385, -0.48600757122039795, 0.31258058547973633, -0.2715016007423401, -0.45538130402565, 0.011168099008500576, 0.7949379682540894, -0.23547430336475372, 0.296580046415329, -0.2616983950138092, -0.11246098577976227, 0.06610304117202759, -0.4187822937965393, -0.2768513262271881, -0.2063075751066208, 0.4355163276195526, -0.3703734278678894, 0.024806933477520943, -0.32934901118278503, -0.3137425482273102, -0.3627772927284241, -0.4231593906879425, -0.725466251373291, -0.1863715946674347, -0.1916559636592865, 0.6008368134498596, -0.5118642449378967, 0.21982261538505554, 0.2880999445915222, 0.6053325533866882, -0.5497501492500305, -0.43751734495162964, -0.716510534286499, -0.07847344875335693, 0.0025055957958102226, -0.6618375778198242, -0.12744000554084778, -0.10146377235651016, 0.15376868844032288, 0.23057770729064941, 0.02336476370692253, -0.0007433791761286557, -0.01759597659111023, 0.2236872762441635, -0.16967307031154633, -0.005546474829316139, -0.2097920924425125, 0.1055484488606453, -0.24171078205108643, -0.04808645322918892, -0.07426313310861588, -0.08020453155040741, -0.20576243102550507, 0.33975809812545776, 0.7792648077011108, 0.05423865467309952, 0.5109186172485352, 0.2135930061340332, 0.27775466442108154, -0.1921941339969635, 0.3480510115623474, -0.5567433834075928, 0.09668949246406555, 0.13429194688796997, 0.3239424526691437, 0.5164498686790466, -0.6752377152442932, 0.1476873755455017, 0.47607341408729553, 0.6745346188545227, -0.06812196969985962, -0.015287995338439941, -0.16646145284175873, 0.03945314884185791, 0.8631094694137573, -0.13316082954406738, 0.22647137939929962, 0.41327404975891113, -0.19307097792625427, 0.2282727211713791, 0.08398692309856415, 0.427754670381546, 0.16917932033538818, 0.44382748007774353, -0.5849741101264954, 0.6500162482261658, 0.2981957495212555, -0.11915367841720581, 0.17059828341007233, -0.15155591070652008, -0.22566069662570953, 0.18679137527942657, 0.17993488907814026, 0.006434529088437557, -0.22250276803970337, 0.46346673369407654, -0.6657997965812683, 0.42566341161727905, 0.3171859085559845, 0.573275089263916, -0.042145196348428726, 0.19621455669403076, 0.30855491757392883, 0.07882920652627945, 0.17398768663406372, -0.1228707805275917, -0.3083401918411255, -0.22112879157066345, 0.6572768092155457, 0.19342230260372162, -0.571956217288971, -0.5496582984924316, 0.3342881202697754, 0.10040297359228134, 0.49901700019836426, 0.3304450213909149, -0.003982351161539555, -0.12906551361083984, -0.10327375680208206, 0.002592973643913865, 0.1004992127418518, 0.19932472705841064, 0.14227651059627533, -0.017893288284540176, 0.0745648518204689, 0.15507489442825317, 0.0065384809859097, -0.253398060798645, -0.1344875693321228, -0.16834916174411774, 0.01428150199353695, -0.1729709953069687, -0.3856890797615051, 0.48295357823371887, -0.4744687080383301, 0.08889258652925491, -0.06043070927262306, 0.3343059718608856, -0.2566626965999603, 0.1595255732536316, -0.35617804527282715, -0.250054270029068, 0.128102108836174, -0.20674997568130493, 0.380470871925354, 0.43976908922195435, -0.4151642620563507, -0.2705555558204651, 0.3128083646297455, -0.27436643838882446, 0.38348811864852905, 0.16522717475891113, 0.3119233548641205, -0.023290980607271194, -0.009453308768570423, 0.056439951062202454, -0.5221970081329346, -0.05445251986384392, -0.4938356578350067, -0.6937953233718872, -0.4167165756225586, 0.22400064766407013, 0.3224497139453888, -0.19484208524227142, -0.2332303673028946, 0.1982567012310028, -0.09973679482936859, 0.6273196935653687, 0.48698359727859497, 0.26517441868782043, -0.41149234771728516, -0.17978066205978394, -0.1299583464860916, -0.4659006893634796, 0.0919453501701355, 0.12675808370113373, -0.01351988036185503, 0.2712339162826538, -0.16943396627902985, 0.1255255937576294, -0.16623710095882416, 0.3687930107116699, -0.3733672797679901, -0.6117491722106934, -0.06885319948196411, 0.16290880739688873, -0.3328531086444855, -0.2586003541946411, 0.2873035967350006, 0.3462916612625122, 0.030874010175466537, -0.715602695941925, -0.3062919080257416, -0.21860726177692413, 0.3412371575832367, 0.1787790209054947, -0.14367908239364624, -0.3227117955684662, -0.22460727393627167, -0.031070686876773834, -0.5934360027313232, 0.3661175072193146, 0.007859023287892342, 0.1628313958644867, 0.20871645212173462, -0.45280468463897705, -0.17955636978149414, 0.6908150911331177, 0.07876309752464294, -0.47496354579925537, -0.5110141634941101, -0.12748338282108307 ]
#4 Research Paper Explained SAGAR SHARMA https://towardsdatascience.com/deepminds-playing-capture-the-flag-with-deep-reinforcement-learning-a9f71256442e
DeepMinds Playing Capture The Flag with Deep Reinforcement Learning
[ -0.26234349608421326, -0.49512189626693726, -0.14329129457473755, 0.14847560226917267, 0.14269788563251495, -0.21442730724811554, -0.24941205978393555, -0.10920846462249756, -0.5338361859321594, 0.11669868230819702, -0.214555561542511, -0.3479038178920746, -0.12012897431850433, -0.28599807620048523, 0.12920387089252472, 0.5691927671432495, 0.27057746052742004, -0.14703842997550964, -0.24362075328826904, -0.10153701156377792, -0.0781240165233612, -0.44287821650505066, 0.40743765234947205, 0.35751622915267944, 0.2984141707420349, 0.04804738238453865, 0.24650663137435913, -0.18432319164276123, -0.024637898430228233, 0.4105091989040375, -0.09122726321220398, 0.09988701343536377, 0.8364339470863342, 0.12856678664684296, -0.5524691939353943, -0.19796891510486603, -0.8622329831123352, -0.06766705214977264, 0.20816566050052643, -0.1708947867155075, 0.11970788240432739, -0.18462572991847992, -0.3563060164451599, 0.5058921575546265, 0.06553322076797485, -0.5315791964530945, -1.4407501220703125, 0.7547507286071777, -0.04906035587191582, 0.10647223889827728, -0.2782026529312134, 0.5101352334022522, -0.15917807817459106, 0.02897918038070202, -0.19092118740081787, 0.08083365857601166, 0.10645213723182678, -0.049042798578739166, -0.12791776657104492, -0.3129386007785797, -0.010203434154391289, 0.4082559049129486, -0.08381129056215286, -0.31115958094596863, 0.3663099706172943, -0.21080422401428223, 0.3010571300983429, 0.2601558566093445, -0.21235467493534088, -0.25007155537605286, -0.06063457950949669, 0.31927987933158875, -0.12703679502010345, 0.2399989813566208, -0.1839490830898285, -0.2133602648973465, 0.8665798306465149, 0.18285226821899414, 0.2377461940050125, -0.011606457643210888, -0.4928431510925293, -0.2576034963130951, 0.12416943162679672, 0.44034287333488464, 0.31254106760025024, -0.09186898171901703, -0.042153652757406235, -0.24723805487155914, -0.9041697382926941, 0.2633054256439209, -0.4291382133960724, -0.5648065209388733, 0.34419289231300354, 0.1590430587530136, 0.22213569283485413, 0.7557645440101624, 0.38462457060813904, 0.08527806401252747, -0.054848719388246536, -0.1024206206202507, -0.5588425993919373, 0.2502661943435669, -0.08769986033439636, -0.2513430714607239, -0.5843543410301208, -0.009827534668147564, -0.3876008987426758, -0.2624903619289398, -0.668938159942627, 0.08529801666736603, -0.22594904899597168, 0.010229457169771194, 0.3808998465538025, 0.11613894253969193, 0.14131267368793488, 0.6833586096763611, 0.07606752216815948, 0.11017107963562012, -0.27467095851898193, 0.3166188597679138, -0.31242984533309937, 0.9937995076179504, -0.06197330728173256, 0.19264639914035797, 0.10908375680446625, 0.14557136595249176, 0.15460045635700226, 0.24960950016975403, 0.19578109681606293, 0.28693878650665283, 0.715886652469635, 0.23967520892620087, -0.308514267206192, -0.1293497234582901, -0.4835216999053955, -0.638438880443573, -0.012890937738120556, -0.40639060735702515, -0.05415059253573418, 0.12486256659030914, -0.3170711398124695, -0.11712080240249634, 0.11395217478275299, -0.18845127522945404, 0.5665788650512695, 0.39124077558517456, -0.20394238829612732, 0.4166663587093353, -0.3615531325340271, -0.018869025632739067, -0.21142147481441498, 0.096945621073246, -0.67594313621521, -0.31638115644454956, -0.40538156032562256, 0.6704916954040527, -0.05476830527186394, -0.5048277378082275, 0.1574220508337021, 0.7040750980377197, 0.16871240735054016, -0.3230981230735779, -0.21903125941753387, -0.32650262117385864, -0.007520414888858795, 0.2380526214838028, 0.5211814045906067, 0.513059675693512, -0.46426117420196533, -0.4159936010837555, -0.2050216794013977, 0.07361998409032822, 0.4971963167190552, -0.3055904507637024, 0.1927453875541687, -0.3065987527370453, -0.9069342613220215, 0.07812461256980896, 0.43478667736053467, 0.130331888794899, -0.6618348956108093, -0.28011828660964966, 0.1734735667705536, 0.6289642453193665, -0.3970303535461426, -0.17776650190353394, 0.11751274764537811, 0.007234267890453339, 0.28174641728401184, 0.1562279760837555, -0.2729380130767822, 0.22569318115711212, 0.24051564931869507, -0.4371301233768463, 0.546283483505249, 0.34895309805870056, -0.1488371193408966, 0.6337336897850037, 0.6344801783561707, 0.28831666707992554, -0.4108337163925171, 0.311807245016098, 0.2690736651420593, -0.11693869531154633, 0.3632369041442871, 0.00039028815808705986, -0.05522922798991203, 0.1816474199295044, -0.015679217875003815, 0.04086850583553314, 0.06415612250566483, 0.3841720223426819, 0.18644362688064575, -0.2229529619216919, -0.2202608734369278, 0.22629906237125397, -0.09490732848644257, 0.44745969772338867, 0.42060917615890503, 0.09966691583395004, 0.5046588182449341, -0.04029751196503639, 0.04380439221858978, 0.43764451146125793, 0.17999295890331268, 1.306984782218933, -0.1771809160709381, 0.3365974724292755, 0.828285276889801, 0.09972880780696869, -0.8350951671600342, -0.4461984634399414, 0.09917853027582169, -0.23252001404762268, -0.35163769125938416, -0.017087873071432114, -0.29060128331184387, 0.2859431803226471, 0.2225790023803711, 0.20349138975143433, 0.07938991487026215, 0.5109272003173828, -0.42653802037239075, -0.07767295092344284, -0.3076683580875397, 0.25207850337028503, -0.4928108751773834, -0.2433703988790512, 0.13625894486904144, 0.1240946501493454, 0.25685396790504456, 0.4639391601085663, -0.306490421295166, -0.4346270263195038, -0.016958678141236305, 0.30836495757102966, -0.3758070468902588, -0.5302186608314514, -0.22680118680000305, 0.6061404347419739, -0.2409302145242691, 0.19151732325553894, -0.8591938018798828, -0.07658440619707108, -0.410635381937027, -1.016626000404358, -0.09015445411205292, 0.1606311798095703, 0.4741223454475403, 0.1592075228691101, 0.27249300479888916, -0.3548216223716736, 0.29496046900749207, 0.19208557903766632, -0.22423690557479858, -0.6573728322982788, 0.3077608346939087, 0.03201966732740402, -0.2796986997127533, -0.5338844060897827, 0.19332338869571686, -0.2556333839893341, -0.3373295068740845, 0.17958183586597443, -0.2202707976102829, -0.1632964313030243, -0.3218892812728882, 0.11790657788515091, -0.28393203020095825, -0.1291857361793518, 0.10115938633680344, 0.8077229261398315, 0.49498215317726135, -0.08402715623378754, -0.3411048650741577, 0.15474127233028412, -0.042020343244075775, -0.06928103417158127, 0.15237930417060852, 0.18051360547542572, -1.1964848041534424, 0.5708622336387634, 0.09101609885692596, -0.6560149788856506, 0.09472078084945679, -0.019412308931350708, -0.14614339172840118, 0.2636401653289795, -6.078536510467529, -0.08760175853967667, -0.41877514123916626, 0.19569599628448486, -0.012643563561141491, 0.06148327514529228, -0.014250208623707294, -0.09815539419651031, 0.42338523268699646, 0.04281819611787796, -0.23565968871116638, -0.3899765610694885, -0.3406965732574463, 0.12649604678153992, 0.32693949341773987, 0.7222038507461548, 0.7120136022567749, 0.07291186600923538, 0.6065338850021362, 0.6434109807014465, -0.7446925640106201, 0.3646194040775299, -0.5395731329917908, 0.2824755609035492, 0.36234015226364136, 0.039361726492643356, -0.23577746748924255, 0.031220218166708946, -0.39022332429885864, -0.23018550872802734, 0.32543694972991943, 0.18857145309448242, -0.5908218026161194, 0.30809569358825684, -0.530100405216217, 0.21035252511501312, -0.33306095004081726, 0.019880840554833412, 0.1428106427192688, -0.3600459098815918, 0.04368816316127777, -0.14247313141822815, -0.016638455912470818, -0.5219327807426453, 0.6384398341178894, -0.3995892405509949, -0.17826974391937256, 0.3294107913970947, 0.19884705543518066, -0.27755773067474365, -0.009413652122020721, -0.1443478763103485, 0.16572391986846924, -0.1286039650440216, -0.1642683446407318, -0.5932214856147766, 0.20466729998588562, 0.28332793712615967, -0.2668684422969818, 0.3358748257160187, 0.6228209137916565, -0.1416785717010498, -0.2304195761680603, -0.5137289762496948, -0.22899092733860016, -0.2566339075565338, -0.08056271076202393, -0.6173480749130249, -0.016195334494113922, 0.12066488713026047, -0.7120176553726196, 0.12846383452415466, -0.2622241973876953, -0.6396005153656006, 0.026609232649207115, -0.6227081418037415, -0.47952911257743835, 0.005380909889936447, 0.33323490619659424, 0.3405262529850006, -0.6825987696647644, -0.8133596777915955, -0.053974539041519165, 0.14291152358055115, 0.009791894815862179, -0.11771542578935623, -0.03338951990008354, 0.23871441185474396, -0.08572264015674591, 0.3509089946746826, 0.4937421977519989, -0.3001248836517334, 0.47256577014923096, 0.3720471262931824, 0.18815767765045166, -0.2803812026977539, 0.18221229314804077, 0.4793640077114105, -0.16045667231082916, 0.029051419347524643, 0.5275460481643677, -0.2662185728549957, -0.28841185569763184, -0.5364885330200195, -0.23949874937534332, 0.3800748586654663, 0.030026940628886223, -0.3321976959705353, 0.7957693934440613, -0.06858450919389725, 0.4465053677558899, 0.09793111681938171, -0.08118167519569397, 0.22922000288963318, 0.4163671135902405, -0.17128121852874756, 0.2546212375164032, 0.29940399527549744, 0.4568827450275421, -0.012675497680902481, -0.08656411617994308, -0.36355018615722656, -0.2957601547241211, 0.5599039196968079, 0.40755167603492737, -0.3308985233306885, 0.06667352467775345, 0.2555038332939148, 0.5893034934997559, -0.43342602252960205, 0.8739261031150818, 0.22683702409267426, -0.11771170049905777, 0.3310401439666748, 0.09459992498159409, 0.020251421257853508, -0.026462212204933167, 0.008102753199636936, 0.49816685914993286, -0.6028279662132263, 0.237062007188797, -0.027731657028198242, 0.23959949612617493, 0.005362587049603462, 0.14793606102466583, -0.19895917177200317, 0.10654601454734802, 0.09551353752613068, 0.044994231313467026, 0.29211968183517456, -0.020805200561881065, -0.2523084878921509, -0.21369652450084686, -0.33199092745780945, 0.12396321445703506, -0.2664995789527893, -0.17060329020023346, -0.24420960247516632, 0.4912273585796356, -0.3451601266860962, -0.01651245728135109, -0.5907355546951294, -0.22652587294578552, -0.005300040822476149, -0.010534010827541351, 0.2226187288761139, -0.4389412999153137, -0.26164546608924866, 0.08831696957349777, 0.1753394454717636, 0.2872421145439148, -0.337902694940567, -0.24897825717926025, 0.0822121724486351, -0.04963558167219162, -0.4663161039352417, 0.35689887404441833, -0.3537152111530304, -0.37544164061546326, 0.3255990445613861, -0.37347379326820374, -0.08154214173555374, -0.11282531917095184, 0.7371867299079895, 0.5038571953773499, -0.023970631882548332, -0.06364186853170395, 0.22902774810791016, 0.05273992940783501, -0.011776319704949856, 0.028372734785079956, 0.3227927088737488, 0.2998983561992645, 0.40612611174583435, 0.12584863603115082, -0.022690868005156517, 0.22347687184810638, 0.4251713752746582, -0.29443153738975525, -0.3563353419303894, 0.05377889424562454, -0.17407171428203583, 0.2111378163099289, 0.3929824233055115, 0.5463654398918152, -0.15685012936592102, 0.1521405130624771, 0.6768087148666382, 0.07922206819057465, -0.3712077736854553, -0.33339300751686096, -0.7006015181541443, 0.35242918133735657, -0.17684239149093628, 0.09630772471427917, 0.1758047640323639, -0.3561699092388153, -0.5678728818893433, 0.003063820069655776, 0.6830316185951233, -0.5020812749862671, 0.22126390039920807, 0.11850190907716751, -0.19591784477233887, -0.0007475731545127928, -0.34475526213645935, 0.12898167967796326, -0.27335506677627563, 0.08353311568498611, 0.11381109803915024, 0.43563112616539, -0.22708572447299957, 0.7286522388458252, 0.8224270939826965, -0.35775086283683777, -0.19694367051124573, 0.160990908741951, 0.8625187277793884, -0.1465059518814087, -0.8408837914466858, -0.14179988205432892, -0.28656017780303955, -0.42413583397865295, -0.39784497022628784, -0.04756765440106392, -0.4625649154186249, -0.2886081635951996, 0.17925521731376648, -0.5278913378715515, -0.03882087022066116, 0.4622989892959595, -0.22387699782848358, -0.3017456531524658, 0.1720382422208786, 0.8323721289634705, -0.39428946375846863, 0.3066999018192291, -0.4123907685279846, 0.03220800310373306, 0.04072944447398186, 0.15445168316364288, -0.12163776904344559, -0.35173356533050537, 0.1275881677865982, -0.44943249225616455, 0.007725900504738092, -0.2679162323474884, -0.7341676354408264, 0.41633057594299316, -0.012228486128151417, -0.4230699837207794, -0.419673889875412, -0.4781026244163513, 0.06699295341968536, -0.2635895907878876, -0.039523638784885406, 0.1894788295030594, 0.5145993828773499, -0.5044614672660828, -0.49925145506858826, -0.4658524692058563, 0.20768383145332336, 0.5591775178909302, -0.391142874956131, -0.5098644495010376, -0.26505833864212036, 0.057139746844768524, 0.37216708064079285, 0.21341270208358765, 0.008363612927496433, -0.4678270220756531, 0.20405302941799164, -0.053478140383958817, 0.043632812798023224, -0.03335218504071236, 0.07151204347610474, 0.19905230402946472, 0.22707083821296692, -0.2417878359556198, 0.01323738507926464, -0.05119847133755684, 0.393209844827652, 0.3341173827648163, -0.03578392043709755, -0.07946096360683441, 0.4356594681739807, 0.2033475637435913, -0.17540283501148224, -0.1399632692337036, -0.22362251579761505, -0.07756957411766052, -0.040250424295663834, 0.5537375807762146, 0.3334128260612488, -0.9555964469909668, -0.3182401657104492, 0.2644873857498169, 0.3897365629673004, 0.328707218170166, 0.5043677091598511, -0.09737132489681244, -0.47619298100471497, 0.5708999037742615, 0.027806183323264122, 0.08991517871618271, 0.5549850463867188, -0.060593388974666595, -0.4890313148498535, 0.4832223355770111, 0.9052004218101501, -0.3504590690135956, 0.13060717284679413, -0.41473421454429626, 0.6818868517875671, 0.36697232723236084, -0.21174198389053345, 0.3420572876930237, -0.17435894906520844, 0.3070191442966461, -0.06543286144733429, 0.2746492922306061, -0.19854839146137238, -0.20436988770961761, -0.13019807636737823, -0.29682672023773193, 0.2782869338989258, 0.4033453166484833, 0.409404456615448, -0.34850239753723145, 0.44266605377197266, 0.08090667426586151, 0.31721624732017517, 0.11137904226779938, -0.2516883909702301, 0.1124659851193428, -0.19757188856601715, 0.42934510111808777, 0.1259012669324875, -0.40496036410331726, 0.2469271719455719, 0.584770679473877, -0.05726101994514465, 0.5298337936401367, 0.12064408510923386, -0.06301148980855942, -0.2614804804325104, 0.39718687534332275, 0.18876203894615173, 0.02865694835782051, 0.32466182112693787, -0.1748448610305786, -0.39979854226112366, -0.32325994968414307, 0.16647008061408997, 0.04716472327709198, -0.514092743396759, 0.08535417169332504, -0.18168854713439941, 0.07471039146184921, 0.2623834013938904, 0.06685599684715271, 0.17887912690639496, -0.18685738742351532, -0.47947558760643005, -0.44713011384010315, -0.0942663699388504, -0.07206868380308151, 0.5747353434562683, -0.4025217294692993, 0.057814497500658035, 0.30752813816070557, -0.32722148299217224, -0.062399618327617645, 0.4883228540420532, -0.22401560842990875, -0.27983540296554565, 0.09897942841053009, 0.002690349007025361, 0.4683336019515991, 0.27583402395248413, 0.28037604689598083, -0.13746510446071625, 0.05826101452112198, 0.04542253911495209, -0.11680394411087036, -0.3235013782978058, -1.0531810522079468, -0.2492058128118515, -0.059741660952568054, -0.10275962203741074, 0.07211723178625107, -0.21494752168655396, -0.5192362070083618, 0.16817393898963928, -0.5426190495491028, 0.567728579044342, 0.700329601764679, -0.021860677748918533, -0.09880401939153671, -0.32731878757476807, 0.09046757221221924, 0.22594699263572693, -0.07288892567157745, 0.8149795532226562, -0.12983866035938263, 0.5389527082443237, -0.2903904318809509, 0.27777552604675293, -0.713110625743866, 0.33694007992744446, -0.29382050037384033, -0.1897822767496109, -0.15505972504615784, 0.28372400999069214, -0.3238527178764343, -0.6715997457504272, 0.2882644832134247, 0.09053818136453629, -0.34021371603012085, -0.5968429446220398, -0.3954448103904724, 0.06062781438231468, 0.3347848057746887, 0.2733538746833801, -0.41866910457611084, -0.03968443721532822, 0.1391327679157257, 0.42027559876441956, -0.5093128681182861, 0.704756498336792, -0.033417828381061554, 0.42803099751472473, 0.29897433519363403, -0.28205740451812744, -0.15609347820281982, 0.8967450261116028, -0.21287432312965393, -0.5031551122665405, -0.37837010622024536, -0.16168344020843506 ]
DeepSchool.io is an open-source, community based project to teach the A-Z of Deep Learning Sachin Abeywardana https://towardsdatascience.com/deepschool-io-deep-learning-learning-ce4385a8978c
DeepSchool.io: Deep Learning Learning
[ -0.04982958734035492, -0.09173184633255005, -0.07115864753723145, 0.026644889265298843, 0.3659537732601166, -0.2500484883785248, -0.05802742391824722, 0.26858463883399963, -0.04789299890398979, 0.06381309032440186, -0.6008972525596619, -0.13265788555145264, 0.08510863780975342, 0.13649949431419373, 0.16631104052066803, -0.02835857681930065, 0.24522890150547028, -0.10127151757478714, -0.28552478551864624, -0.10515760630369186, -0.3434036374092102, -0.461127907037735, 0.5891610980033875, 0.4177597463130951, -0.15264572203159332, 0.42504599690437317, 0.5914614200592041, -0.3088585138320923, -0.2695772349834442, -0.101224385201931, 0.08389586210250854, -0.03171373903751373, 0.6277858018875122, -0.21723942458629608, -0.5591663718223572, -0.32641422748565674, -0.581768274307251, -0.18597814440727234, -0.21446052193641663, -0.016166167333722115, -0.16575519740581512, 0.06629481166601181, -0.06188512220978737, 0.44266098737716675, -0.08237768709659576, -0.13665273785591125, -1.227604866027832, 0.21173033118247986, -0.31288889050483704, 0.24650204181671143, 0.06150231137871742, 0.3769700527191162, 0.40133991837501526, -0.0003354458895046264, 0.07405529916286469, 0.24187442660331726, -0.16406458616256714, -0.3622596561908722, -0.1711275577545166, -0.39124345779418945, 0.3833126127719879, 0.9565882086753845, -0.13697302341461182, 0.1384236216545105, 0.0028332320507615805, 0.17445258796215057, -0.2487010508775711, 0.2557392716407776, -0.4324079155921936, 0.1711684614419937, 0.1423162817955017, 0.3985542356967926, -0.35554033517837524, 0.5296262502670288, 0.09117455035448074, -0.4399268627166748, 0.48538878560066223, 0.3845598101615906, 0.4796297550201416, -0.15315453708171844, -0.19653308391571045, 0.2220091074705124, 0.401082307100296, 0.5674605965614319, 0.32123178243637085, 0.14206533133983612, -0.252358615398407, -0.015039604157209396, -0.431171715259552, -0.0646238699555397, -0.4925076961517334, -0.12734103202819824, -0.040285367518663406, 0.14784179627895355, 0.4457595646381378, 0.45845791697502136, 0.4741615653038025, -0.008228693157434464, 0.029113583266735077, 0.24326270818710327, -0.4988746643066406, 0.11796635389328003, -0.3602912425994873, -0.1276283711194992, -0.3435334265232086, 0.5682086944580078, -0.3781836926937103, -0.29513904452323914, -0.26778534054756165, 0.5155048370361328, -0.5401918888092041, 0.3323366940021515, -0.4817614257335663, 0.07682016491889954, -0.1430802345275879, 0.3739972412586212, -0.20188479125499725, -0.23552504181861877, -0.3455701768398285, -0.25515565276145935, -0.6752443909645081, 0.6704246997833252, 0.19928684830665588, 0.4316403567790985, 0.013702359050512314, 0.5115755796432495, -0.22965380549430847, -0.02739860862493515, 0.28964242339134216, 0.44546788930892944, 0.7544129490852356, 0.24500437080860138, 0.4314351975917816, -0.48137444257736206, -0.24470803141593933, -0.34707871079444885, 0.21073982119560242, -0.20437166094779968, 0.13165700435638428, 0.0776597186923027, -0.14492681622505188, -0.3741863965988159, -0.526725709438324, -0.054971255362033844, 0.28348177671432495, -0.08604727685451508, -0.4153004586696625, 0.5995931625366211, -0.5998789072036743, -0.3521725833415985, -0.2548261880874634, 0.3538081645965576, -0.8623384237289429, -0.5422561764717102, -0.13388074934482574, 0.3456367552280426, 0.05197517201304436, -0.11463084071874619, 0.6350501179695129, 0.25622621178627014, -0.10582242906093597, 0.03575550764799118, -0.4694010615348816, -0.3003116250038147, 0.5248883366584778, 0.21214421093463898, 0.0318741574883461, -0.32756516337394714, -0.1246008649468422, 0.30087676644325256, -0.3445212244987488, -0.1450442522764206, 0.27824515104293823, -0.32578539848327637, 0.1721968948841095, -0.18069495260715485, 0.1567331701517105, -0.145643413066864, 0.17718017101287842, -0.22389310598373413, -0.6565243005752563, -0.6506643891334534, 0.03691631555557251, 0.018103795126080513, -0.38599056005477905, -0.28462153673171997, 0.14331047236919403, 0.09069672226905823, -0.06040801852941513, 0.39110615849494934, -0.70266193151474, -0.32061606645584106, 0.08955135941505432, -0.6719887256622314, 0.7827568650245667, -0.026162849739193916, -0.10961436480283737, 0.7257876396179199, 0.24294184148311615, 0.21898424625396729, -0.26462322473526, 0.08308875560760498, 0.41523492336273193, 0.033816367387771606, -0.2140408456325531, 0.23961685597896576, 0.02298428863286972, -0.01503006462007761, 0.2361380159854889, -0.21473762392997742, -0.02715451642870903, 0.15933838486671448, 0.5641917586326599, -0.40341606736183167, -0.26366621255874634, 0.04236367717385292, 0.011439448222517967, 0.10493940114974976, 0.4676741659641266, 0.32429710030555725, 0.7981377840042114, -0.49354180693626404, 0.07570022344589233, 0.2130221724510193, 0.14298108220100403, 0.7515567541122437, 0.18909576535224915, 0.1654256284236908, 0.5961527824401855, -0.14202021062374115, -0.4498306214809418, -0.5438081622123718, -0.08163177967071533, -0.07336829602718353, -0.029714880511164665, 0.027944056317210197, -0.16326706111431122, -0.056172192096710205, 0.06741799414157867, 0.03765398636460304, -0.04255262389779091, 0.2790333032608032, -0.39494818449020386, 0.5311968922615051, 0.06701671332120895, 0.1816037893295288, -0.12796621024608612, 0.16153094172477722, -0.3306032419204712, 0.16763538122177124, 0.4728570282459259, 0.3467554748058319, 0.07865400612354279, -0.3762381374835968, -0.24592137336730957, 0.060295358300209045, -0.4898488223552704, -0.5148960947990417, -0.20760577917099, 0.7069547772407532, -0.33856281638145447, 0.0031035130377858877, -0.4542977809906006, 0.42171064019203186, 0.32817915081977844, -0.4995236396789551, 0.33551153540611267, -0.45502936840057373, 0.5024850368499756, 0.1067783534526825, 0.19278714060783386, -0.20883126556873322, -0.2920437753200531, 0.14067232608795166, -0.25071609020233154, -0.4186866581439972, 0.46338844299316406, -0.0011983598815277219, -0.21613341569900513, -0.3051120340824127, -0.02058388851583004, 0.29121387004852295, -0.6382913589477539, 0.04526916518807411, -0.14794008433818817, -0.0837903842329979, -0.17934948205947876, -0.20501631498336792, -0.667612612247467, 0.15536659955978394, 0.245842844247818, 0.6063236594200134, 0.4335688352584839, -0.060622118413448334, 0.10773047804832458, 0.191269189119339, -0.2440659999847412, -0.22699008882045746, -0.11992985755205154, -0.22827592492103577, -0.45541447401046753, 0.2523135840892792, 0.17223943769931793, -0.13550345599651337, 0.32724353671073914, -0.2799336314201355, 0.09454948455095291, -0.31220296025276184, -6.188094139099121, 0.1734398901462555, -0.719879686832428, -0.08101800084114075, 0.20206104218959808, 0.0018279466312378645, -0.015516437590122223, 0.08540905267000198, -0.12311657518148422, -0.036032263189554214, -0.7791707515716553, 0.07847784459590912, 0.15742696821689606, 0.34189045429229736, -0.061254389584064484, 0.8229638338088989, 0.2175378054380417, 0.37627649307250977, 0.282675176858902, 0.4784037172794342, -0.5074405670166016, 0.258070170879364, -0.2685644030570984, 0.5365107655525208, 0.5566746592521667, -0.42467212677001953, -0.6411998867988586, 0.4494894742965698, -0.15534500777721405, -0.1540689468383789, 0.35084661841392517, -0.22526656091213226, -0.4338923990726471, 0.10621889680624008, -0.60794597864151, 0.19511890411376953, -0.07782519608736038, 0.315260112285614, -0.03518940508365631, -0.43645787239074707, -0.05360047146677971, -0.20433443784713745, -0.3055451214313507, -0.621391773223877, 0.6109272241592407, -0.47675976157188416, -0.3081427216529846, 0.15604963898658752, 0.38324078917503357, 0.07894595712423325, -0.5018789172172546, -0.31065231561660767, 0.1841803342103958, 0.18748556077480316, -0.08658208698034286, -0.5968165397644043, -0.04974996671080589, 0.12298650294542313, -0.20945283770561218, 0.16580083966255188, -0.05729801952838898, -0.22153888642787933, -0.4167932868003845, -0.9109161496162415, -0.19484855234622955, -0.006986773107200861, -0.3837719261646271, -0.7487172484397888, -0.40388602018356323, 0.07347189635038376, -0.8802675008773804, 0.5752970576286316, -0.007539271842688322, -0.6169050335884094, 0.1391935497522354, -0.5519471764564514, -0.27976861596107483, -0.19337601959705353, 0.1340554803609848, 0.40025511384010315, -0.33656030893325806, -0.1290019452571869, -0.5434306263923645, 0.3244059979915619, 0.17564547061920166, -0.13586604595184326, 0.3957166075706482, -0.6160071492195129, -0.013541413471102715, 0.49134257435798645, 0.40903177857398987, -0.24589504301548004, -0.02667894959449768, 0.2173376977443695, 0.19571614265441895, -0.360787957906723, -0.6109031438827515, 0.9412072896957397, -0.0007615808281116188, -0.32655084133148193, 0.48417046666145325, -0.2126699686050415, -0.38965487480163574, -0.3367486000061035, 0.11996230483055115, 0.09503328055143356, 0.3353615999221802, -0.5591748952865601, 0.5691919326782227, 0.14895880222320557, 0.18770048022270203, -0.19499285519123077, -0.8470510244369507, 0.2012704312801361, 0.2752630412578583, -0.20713624358177185, -0.47414201498031616, -0.07067276537418365, 0.3159714341163635, 0.19414404034614563, -0.16760694980621338, -0.22920851409435272, 0.2575359344482422, 0.4006417989730835, 0.41549694538116455, -0.17108866572380066, 0.30905580520629883, -0.0626600831747055, 0.5215946435928345, -0.07102063298225403, 0.33148467540740967, 0.08734908699989319, -0.03503861650824547, 0.029946347698569298, 0.20565569400787354, 0.06996537744998932, 0.3054487705230713, -0.0113146947696805, 0.15254971385002136, -0.5161201357841492, -0.01843855157494545, 0.07431993633508682, 0.44101643562316895, 0.09333578497171402, 0.5665106773376465, 0.23376621305942535, -0.12123684585094452, 0.4392279088497162, -0.0451228991150856, 0.26250603795051575, -0.060131583362817764, -0.5355218052864075, 0.06597346812486649, 0.2785063683986664, -0.12014270573854446, -0.06171586737036705, -0.061620082706213, -0.0519457645714283, 0.1350971907377243, 0.06985554099082947, 0.11450839042663574, -0.9416911005973816, -0.4272874891757965, 0.46124181151390076, 0.09519349038600922, 0.4970596134662628, -0.48401010036468506, -0.4027676284313202, -0.31027302145957947, -0.2900368571281433, 0.2563801109790802, 0.14488084614276886, -0.16075731813907623, 0.036277081817388535, 0.29062727093696594, -0.2741674482822418, 0.08182225376367569, 0.1601601243019104, 0.276938259601593, 0.4495416283607483, 0.26932933926582336, -0.578636884689331, 0.07213423401117325, 0.4405403435230255, 0.49738800525665283, -0.272982120513916, -0.31439656019210815, 0.15425388514995575, 0.24064938724040985, -0.09346497803926468, 0.5221437811851501, 0.25805893540382385, 0.511001467704773, 0.05136610567569733, 0.5000271797180176, -0.6865259408950806, 0.486839234828949, 0.007239880971610546, -0.17359629273414612, -0.5051835179328918, 0.01833365298807621, -0.18479213118553162, 0.06389503926038742, 0.5229364633560181, 0.06652943789958954, -0.26485735177993774, -0.0487329326570034, 0.3030378520488739, 0.13251258432865143, -0.044247496873140335, -0.45327943563461304, -0.389556348323822, 0.5378197431564331, -0.06953325122594833, 0.20858971774578094, 0.24146510660648346, -0.18223847448825836, -0.3106768727302551, -0.023339951410889626, 0.271499902009964, -0.48435690999031067, 0.1731014996767044, 0.007189426105469465, -0.14448168873786926, -0.36935731768608093, 0.258825421333313, 0.2874623239040375, -0.3623933494091034, 0.309693306684494, -0.1458517611026764, 0.17487329244613647, -0.02261376567184925, 0.66599041223526, 0.30546900629997253, -0.0473221056163311, -0.11800786107778549, 0.2298043817281723, 0.9202725291252136, 0.308392733335495, -0.5157756805419922, -0.6817027926445007, -0.10723616182804108, 0.1837204247713089, -0.4873371124267578, 0.1273953914642334, -0.00971252378076315, -0.395378053188324, 0.25304779410362244, -1.0249675512313843, -0.002339310711249709, 0.4732789397239685, -0.15248234570026398, -0.20610859990119934, -0.4201417565345764, 0.8387117385864258, -0.5022267699241638, 0.15951868891716003, -0.05906808748841286, -0.17827612161636353, -0.07087014615535736, 0.11517511308193207, -0.18274986743927002, -0.44014060497283936, 0.576439619064331, -0.18155713379383087, 0.07296308130025864, 0.11063827574253082, -0.8892302513122559, 0.13736970722675323, -0.614841639995575, -0.1718970686197281, -0.21132779121398926, -0.3362009823322296, 0.05937688425183296, 0.0823703184723854, 0.04968082159757614, 0.045210547745227814, -0.1731434017419815, -0.4206323027610779, -0.6245551705360413, -0.4037562310695648, -0.2527525722980499, 0.36191439628601074, -0.13854926824569702, -0.20481722056865692, -0.20677843689918518, 0.1148204430937767, 0.41503778100013733, -0.22468367218971252, 0.30687713623046875, -0.5559172034263611, 0.28635457158088684, -0.014875547029078007, -0.07588861882686615, -0.3149416148662567, 0.14746762812137604, -0.04606931284070015, -0.3485356569290161, -0.3798687756061554, -0.28186148405075073, 0.30904096364974976, 0.2908042073249817, 0.7767461538314819, -0.05149725452065468, -0.003361253533512354, 0.7260300517082214, -0.01168977003544569, 0.01049509085714817, -0.2423115372657776, 0.08521155267953873, 0.4120910167694092, 0.2770368456840515, 0.5112715363502502, 0.6885284781455994, -0.49903032183647156, -0.14765071868896484, -0.2636910080909729, 0.21017684042453766, -0.0045023891143500805, 0.054161060601472855, -0.021802354604005814, -0.11565583944320679, 0.7033559083938599, -0.33643803000450134, 0.3234792947769165, 0.4688616693019867, -0.1656067669391632, -0.28680357336997986, -0.15005815029144287, 0.7712119221687317, -0.24960209429264069, 0.016308166086673737, -0.07318218797445297, 0.36293575167655945, 0.1963268667459488, -0.033409446477890015, -0.02168000489473343, -0.207413911819458, -0.05808674916625023, 0.31566321849823, 0.0864398330450058, 0.3335529863834381, 0.027511171996593475, 0.235772967338562, -0.26788410544395447, 0.7443878650665283, 0.06721849739551544, 0.997134268283844, -0.5240819454193115, 0.1935042440891266, 0.12738288938999176, 0.07347900420427322, 0.03376329690217972, -0.45561710000038147, -0.5483559966087341, 0.051222942769527435, 0.6468613743782043, 0.05115775018930435, 0.296026349067688, 0.33701586723327637, 0.6653496623039246, 0.48415234684944153, 0.47676798701286316, 0.011701357550919056, 0.17076294124126434, -0.24082662165164948, 0.028904790058732033, -0.3806273341178894, 0.5681012868881226, 0.49488338828086853, -0.04727165773510933, -0.03803131729364395, -0.26011666655540466, 0.0454426147043705, 0.10727029293775558, -0.3745570480823517, 0.06603121757507324, 0.05096765235066414, -0.03618323430418968, 0.17468693852424622, -0.15915422141551971, 0.06749685853719711, -0.47965869307518005, 0.0290738083422184, 0.14456982910633087, 0.17895598709583282, -0.10500668734312057, 0.6365022659301758, -0.48725375533103943, 0.16489765048027039, -0.28726816177368164, -0.30166998505592346, 0.16563120484352112, 0.5291743874549866, -0.18080288171768188, -0.15197482705116272, 0.4181310832500458, -0.08071660250425339, 0.7962311506271362, 0.08450063318014145, 0.05284547805786133, -0.15092507004737854, 0.1922750324010849, -0.35413533449172974, -0.0467512346804142, -0.037491340190172195, -0.6189829707145691, -0.36960452795028687, -0.29029417037963867, -0.05412651598453522, 0.2152763307094574, 0.5548227429389954, -0.24935758113861084, 0.21965909004211426, 0.12556177377700806, 0.3421984314918518, 0.41864874958992004, -0.08315093070268631, -0.5652193427085876, -0.39099568128585815, -0.08286209404468536, -0.022327261045575142, 0.004205372184514999, 0.3294543921947479, -0.24150821566581726, 0.31655895709991455, -0.3867957890033722, 0.3090445399284363, -0.2281949818134308, 0.24850687384605408, -0.03825166076421738, -0.8882004618644714, -0.024337923154234886, 0.7333494424819946, -0.10092775523662567, -0.017605474218726158, 0.14608539640903473, 0.1684962958097458, -0.02070847898721695, -0.7013433575630188, -0.43043285608291626, 0.07454117387533188, 0.11347246170043945, 0.3392650783061981, -0.054117247462272644, -0.32294151186943054, -0.3160935044288635, -0.07026460021734238, -0.6470871567726135, 0.7117525339126587, 0.1953546404838562, 0.4869353771209717, 0.09279979765415192, -0.01637166179716587, 0.09930022060871124, 0.4064711630344391, -0.11643990874290466, -0.20555265247821808, -0.3890443742275238, -0.16620269417762756 ]
Scene (Harry Potter reference) - Dumbledore wields a wand Ashik Poovanna https://towardsdatascience.com/defence-against-the-data-arts-python-v-s-r-5f4529c1d90f
Defence Against the Data Arts : Python v/s R
[ -0.3334297239780426, -0.05838156118988991, 0.11564940959215164, 0.14455191791057587, -0.30452772974967957, 0.027491066604852676, 0.251362144947052, -0.31859320402145386, -0.31308913230895996, 0.7375375032424927, -0.45192649960517883, -0.13707152009010315, -0.13933543860912323, -0.08266902714967728, 0.3368333578109741, 0.13198387622833252, 0.023454265668988228, 0.2725662887096405, -0.10218536108732224, -0.17436224222183228, 0.022625776007771492, -0.47444668412208557, 0.4728114902973175, 0.2017485350370407, 0.43342864513397217, 0.02815406769514084, 0.7850921750068665, 0.05222940444946289, -0.4206898510456085, 0.2132759839296341, -0.05143262818455696, 0.1100870668888092, 0.749859631061554, -0.44553953409194946, -0.08558615297079086, -0.35611748695373535, -0.586470365524292, 0.09801097959280014, 0.08395899087190628, -0.4987466335296631, -0.10339930653572083, 0.6024423837661743, -0.15445642173290253, 0.2620643973350525, -0.2549337148666382, -0.3512016236782074, -1.0290141105651855, 0.49056389927864075, -0.12841951847076416, 0.4039851129055023, -0.9395391345024109, 0.6567371487617493, -0.28813567757606506, -0.3963495194911957, -0.1843324601650238, 0.05311455577611923, -0.08115764707326889, -0.14205065369606018, -0.018310299143195152, -0.38265353441238403, 0.046819210052490234, 0.29705965518951416, -0.36395618319511414, 0.21352756023406982, 0.030061889439821243, 0.2571491003036499, -0.13721676170825958, 0.4159289598464966, -0.46964961290359497, 0.031208569183945656, 0.30890798568725586, 0.4997831881046295, -0.43970122933387756, 0.09744028747081757, -0.27395179867744446, -0.05002005025744438, 0.5791913270950317, 0.12904039025306702, 0.3981883227825165, 0.315291166305542, 0.31801939010620117, 0.11042872816324234, 0.5063031315803528, 0.530049204826355, 0.1531473845243454, -0.05431565269827843, -0.0013070479035377502, 0.08321132510900497, -0.6386070847511292, -0.5227260589599609, -0.553623378276825, -0.22765307128429413, 0.1570269912481308, 0.3894200026988983, 0.3272710144519806, 0.34518033266067505, 0.16645769774913788, -0.463577002286911, 0.17508283257484436, 0.039072442799806595, -0.8208222389221191, 0.0248731542378664, -0.4284880459308624, -0.3114894926548004, -0.5629950761795044, 0.6383336782455444, -0.1870657205581665, -0.011439968831837177, -0.31051167845726013, 0.7199346423149109, -0.7638306617736816, 0.0030753547325730324, -0.42436710000038147, -0.18769696354866028, 0.07358390092849731, 0.8102849721908569, 0.15433752536773682, 0.3767245411872864, -0.25377124547958374, 0.4823765456676483, 0.15520520508289337, 0.6759783625602722, 0.12775146961212158, 0.28148308396339417, 0.6517635583877563, 0.273262083530426, -0.3156583309173584, 0.09577543288469315, 0.29874035716056824, 0.2290990650653839, 0.6116966605186462, 0.669291079044342, 0.2796192169189453, -0.324012815952301, -0.3939889967441559, -0.4509281814098358, 0.04862824082374573, 0.5850985050201416, 0.13276803493499756, 0.0073214382864534855, 0.037300337105989456, -0.21528486907482147, -0.2464303970336914, 0.2970331013202667, 0.403576523065567, 0.00881427712738514, -0.07768546789884567, 0.5351352095603943, 0.02100243605673313, -0.039684899151325226, -0.3699842393398285, 0.7002543210983276, -0.6845964789390564, -0.22234609723091125, 0.07721754908561707, 0.26025792956352234, 0.21600894629955292, 0.026478499174118042, -0.05923285335302353, 0.05634771287441254, 0.08355500549077988, -0.05348393693566322, -0.0625162273645401, -0.2501303255558014, 0.9987369179725647, 0.29968830943107605, -0.07313831150531769, -0.397771954536438, -0.2683698832988739, -0.23902839422225952, -0.35157454013824463, 0.23933912813663483, 0.821274995803833, -0.06113810837268829, 0.23299935460090637, -0.17504678666591644, -0.16575635969638824, 0.1845916509628296, 0.0932127982378006, -0.43588316440582275, -0.7443257570266724, -0.07543320953845978, -0.21743416786193848, 0.053155411034822464, -0.25320175290107727, 0.02537497691810131, -0.06381373852491379, -0.2002641260623932, 0.5168821811676025, 0.1712719053030014, -0.4147340655326843, 0.5051395297050476, 0.629952073097229, -0.3122110068798065, 1.176023006439209, 0.18537971377372742, -0.3830777704715729, 0.05630280822515488, 0.40230560302734375, 0.37030884623527527, 0.17768244445323944, -0.05478648468852043, 0.3852681815624237, 0.16452503204345703, -0.1410522311925888, -0.07645902782678604, -0.2901197075843811, 0.4345821440219879, 0.36785387992858887, -0.19095541536808014, -0.33087587356567383, 0.5337207317352295, -0.12898851931095123, -0.5979917645454407, 0.1169951930642128, 0.3290623426437378, 0.23141342401504517, -0.051385100930929184, 0.3570185601711273, 0.3383846879005432, 0.21367280185222626, -0.5206125974655151, -0.1360904574394226, -0.29854723811149597, -0.27975308895111084, 1.2034825086593628, 0.43100881576538086, 0.11566971242427826, 0.5370775461196899, -0.6130388379096985, -1.1099892854690552, -0.012406080961227417, -0.03922160714864731, 0.08043095469474792, -0.6353609561920166, -0.2344152331352234, -0.023917319253087044, -0.013317159377038479, 0.28280502557754517, -0.7680566906929016, -0.24445019662380219, 0.22988095879554749, -0.387448251247406, 0.4885731339454651, -0.26210781931877136, 0.5927097797393799, 0.11290524154901505, -0.059515997767448425, -0.1697896122932434, 0.25238874554634094, 0.25596529245376587, 0.4026097059249878, 0.1317913681268692, -0.20241796970367432, 0.1553920954465866, 0.18814527988433838, -0.3535323441028595, -0.4812268018722534, -0.18321818113327026, 0.4501602351665497, -0.628293514251709, 0.3399934470653534, -0.4075738787651062, 0.3373972475528717, 0.06252343207597733, -0.622247576713562, -0.025030257180333138, -0.31146934628486633, 0.18432018160820007, 0.3308676481246948, 0.19580048322677612, -0.5311776995658875, -0.09217850118875504, -0.2844636142253876, 0.182998925447464, -0.2302434891462326, 0.46491482853889465, -0.5705313086509705, 0.16180364787578583, -0.5356337428092957, -0.4240049719810486, 0.7262716293334961, -0.9483035802841187, 0.03434176743030548, -0.07172101736068726, -0.11624441295862198, -0.035738248378038406, -0.06983189284801483, -0.09440824389457703, -0.5642362236976624, -0.40168312191963196, 0.27885177731513977, 0.013778639025986195, 0.005265368614345789, -0.3250107765197754, 0.4924909770488739, -0.4687650799751282, 0.15386970341205597, 0.0718419998884201, -0.39153891801834106, -0.567876398563385, 0.5417080521583557, -0.174284428358078, 0.21205462515354156, -0.04824179410934448, -0.014832643792033195, -0.5464913845062256, 0.32743436098098755, -5.954514026641846, 0.40023189783096313, -0.8121170401573181, -0.10940086841583252, 0.09985025972127914, 0.37411612272262573, -0.18924513459205627, 0.06465575844049454, -0.002241246635094285, -0.32353684306144714, -0.348825067281723, -0.13854415714740753, 0.11906067281961441, 0.48292338848114014, 0.25516191124916077, 0.3398933708667755, 0.21374313533306122, -0.6337776184082031, -0.06114499270915985, 0.280270516872406, -0.3208620250225067, 0.4244779050350189, -0.7402744889259338, 0.005839661229401827, 0.6097047924995422, -0.058332089334726334, -0.46483394503593445, -0.257252037525177, -0.5412791967391968, -0.1545363813638687, 0.4876517355442047, -0.23247456550598145, -0.5552490949630737, 0.33116722106933594, -0.38212040066719055, -0.1353905349969864, 0.27198636531829834, 0.018398279324173927, 0.3727641701698303, -0.5586007237434387, -0.5117703676223755, -0.11964283883571625, -0.018172815442085266, 0.12574441730976105, 0.5986785292625427, -0.49284905195236206, -0.4870290160179138, -0.258979469537735, 0.18506570160388947, -0.07047505676746368, -0.2154691070318222, -0.4356585443019867, -0.21527184545993805, 0.16165180504322052, -0.08333119750022888, -0.12756121158599854, 0.004939260892570019, 0.5592416524887085, -0.40362125635147095, 0.002219045301899314, 0.1829076111316681, -0.12963247299194336, -0.5642191767692566, -0.2300596535205841, -0.3597385287284851, -0.15859127044677734, -0.23917154967784882, -0.7962005138397217, 0.19783931970596313, -0.48371580243110657, -0.7312320470809937, 0.04118917137384415, -0.6789404153823853, -0.8062036633491516, 0.8387465476989746, 0.3061956465244293, -0.5381550788879395, 0.11080016195774078, 0.525463879108429, -0.06058630719780922, -0.7865898013114929, -0.9288889765739441, 0.1038033738732338, 0.08904416859149933, -0.8383230566978455, -0.2747725248336792, 0.19999314844608307, -0.27378708124160767, 0.5894395709037781, 0.30995047092437744, 0.9868724346160889, -0.088223397731781, -0.07157327979803085, 0.6177464127540588, 0.1872754693031311, -0.17229264974594116, 0.4204055368900299, -0.321971595287323, 0.3392048180103302, 0.3953433036804199, 0.49683594703674316, 0.04710032045841217, -0.08981605619192123, -0.7233647108078003, -0.22945597767829895, 0.12980079650878906, -0.34316661953926086, -0.010437586344778538, 0.3538132607936859, -0.2546352446079254, -0.3323097825050354, -0.014420016668736935, 0.011541814543306828, 0.19584526121616364, 0.6798428297042847, -0.17464473843574524, 0.06315868347883224, 0.6878451704978943, 0.3975338935852051, -0.2753947377204895, -0.3084605932235718, 0.3157312870025635, 0.2201959639787674, -0.23569341003894806, 0.06016625836491585, 0.11810801178216934, 0.02668328955769539, 0.30037614703178406, 0.35911181569099426, -0.5605101585388184, -0.3918456435203552, 0.10833460092544556, 0.1226235032081604, 0.26803019642829895, 0.06708892434835434, 0.06307338178157806, 0.24452804028987885, -0.2679334580898285, 0.3490055799484253, -0.5380711555480957, 0.18427088856697083, -0.13628998398780823, 0.17226505279541016, 0.22792284190654755, 0.10561424493789673, -0.2887747585773468, 0.7617285251617432, 0.43918347358703613, 0.384513258934021, 0.3042415976524353, -0.04952592775225639, -0.00044100137893110514, 0.12369786947965622, -0.07058461010456085, -0.1464335024356842, -0.33719611167907715, -0.013915522955358028, 0.2971394658088684, 0.5226563811302185, 0.08332223445177078, 0.12114086747169495, -0.18589110672473907, -0.7571548819541931, 0.1140410527586937, 0.29345181584358215, -0.28028419613838196, -0.15572255849838257, -0.2562876343727112, 0.544447660446167, -0.1251818835735321, 0.026543011888861656, 0.2682044506072998, -0.5360762476921082, 0.6686855554580688, 0.21020829677581787, -0.6410349011421204, -0.3262583613395691, -0.32939550280570984, -0.556057870388031, 0.421033650636673, 0.19207501411437988, -0.37371572852134705, -0.31818920373916626, 0.4211711883544922, 0.24872690439224243, -0.4904903769493103, -0.06551533937454224, 0.2027486115694046, 0.39839744567871094, -0.4345886707305908, 0.4327778220176697, 0.11897482722997665, 0.21955865621566772, 0.3296292722225189, -0.41984277963638306, -0.14526890218257904, -0.010198880918323994, 0.9670960903167725, 0.12771205604076385, -0.24571070075035095, -0.1059747040271759, -0.032412633299827576, -0.20119036734104156, 0.03856896981596947, 0.37303870916366577, -0.3004609942436218, 0.22741176187992096, -0.04552194103598595, 0.9116981625556946, 0.11582876741886139, -0.0005473143537528813, -0.3731631338596344, 0.17213307321071625, -0.020822716876864433, 0.29382169246673584, -0.041482288390398026, -0.5154639482498169, -0.5213262438774109, -0.24041230976581573, 0.17647968232631683, -0.3859562873840332, 0.07124438136816025, -0.04456222802400589, 0.08317524194717407, 0.009079487062990665, 0.15060552954673767, 0.8128724098205566, -0.7655425667762756, 0.3558560311794281, -0.3542364239692688, 0.17381951212882996, 0.4085548222064972, 0.3196340799331665, 0.47543203830718994, -0.4564305543899536, -0.04760783910751343, -0.24536697566509247, 0.7188007235527039, -0.018114563077688217, -0.1923941671848297, -0.4659104645252228, -0.20516090095043182, -0.4295005202293396, -0.1437358260154724, 0.3511950671672821, 0.028446003794670105, -0.26737555861473083, -0.17250239849090576, -0.9503685235977173, -0.3785788118839264, 0.3877052366733551, -0.28696098923683167, 0.06466404348611832, -0.3224222660064697, 0.7437242269515991, -0.358462929725647, 0.16126985847949982, -0.20246875286102295, 0.1248963326215744, 0.02169153094291687, -0.036297205835580826, -0.28456228971481323, -0.504331111907959, 0.25731971859931946, -0.57466059923172, -0.08930935710668564, 0.18650655448436737, -0.7564504146575928, 0.43065276741981506, -0.4735775887966156, -0.5857718586921692, -0.1270381212234497, 0.04237886145710945, 0.11881174892187119, -0.09391560405492783, -0.3950267434120178, -0.2741383910179138, 0.14636021852493286, -0.46201854944229126, -0.24669860303401947, -0.3607526421546936, 0.46720147132873535, -0.007786142639815807, -0.22858074307441711, -0.06438453495502472, 0.03179784491658211, 0.8477610349655151, 0.31919944286346436, 0.23978300392627716, 0.20245619118213654, -0.40697744488716125, 0.7084024548530579, 0.3055175840854645, -0.4710116684436798, 0.03608119860291481, -0.24059206247329712, -0.3378380537033081, 0.11701399087905884, -0.08543974161148071, 0.06191523000597954, -0.5565659403800964, 0.38232332468032837, 1.2835147380828857, -0.4374145269393921, 0.15436017513275146, 0.605722963809967, 0.269435852766037, -0.3528566360473633, -0.5007750988006592, 0.10432305932044983, -0.17020031809806824, -0.022548643872141838, 0.007566283456981182, 0.3811589479446411, -0.5019659996032715, 0.10975364595651627, 0.3269946277141571, 0.38155704736709595, 0.35073018074035645, 0.18976564705371857, 0.26868945360183716, -0.6501798629760742, 0.2724604904651642, 0.08142565935850143, -0.09342607110738754, 0.07095974683761597, -0.1853463053703308, 0.3982330560684204, 0.2709212601184845, 0.4183763861656189, -0.11680887639522552, -0.6616185903549194, -0.12603621184825897, 0.14606548845767975, 0.24522453546524048, 0.13580361008644104, 0.6212541460990906, 0.05319850146770477, 0.050368525087833405, 0.23363986611366272, 0.3654775619506836, 0.3500312566757202, -0.0708668977022171, -0.21929793059825897, -0.22575287520885468, 0.5488846898078918, 0.14424416422843933, 0.16113032400608063, -0.6811062693595886, 0.7354303598403931, 0.06530463695526123, 0.6334103941917419, -0.12317625433206558, -0.3878408372402191, -0.15805041790008545, -0.10726456344127655, 0.37640535831451416, 0.14735464751720428, -0.2204693704843521, 0.4309813678264618, 0.540550708770752, 0.4600086510181427, 0.15447163581848145, 0.17462807893753052, -0.44763362407684326, 0.3789310157299042, 0.2572740912437439, -0.011272111907601357, -0.08521918952465057, 0.6104791164398193, -0.2732647657394409, -0.08947835862636566, -0.5181914567947388, -0.0027844037394970655, -0.03507799655199051, -0.19407911598682404, 0.03718635439872742, 0.0235466156154871, 0.1149921789765358, 0.3232744634151459, -0.040799662470817566, 0.41778552532196045, -0.37483611702919006, -0.16225659847259521, 0.21617701649665833, -0.012160766869783401, 0.3792422115802765, 0.2977348566055298, -0.42409420013427734, -0.2678169310092926, -0.41134408116340637, 0.18131273984909058, 0.18468041718006134, 0.09345535188913345, -0.21074257791042328, 0.05747116357088089, 0.1377669870853424, 0.12205034494400024, 0.36967000365257263, 0.6270727515220642, 0.5598439574241638, 0.05987265706062317, -0.1598595231771469, 0.4179754853248596, -0.23200488090515137, 0.2765501141548157, -0.7854261994361877, -0.7915402054786682, -0.06981563568115234, -0.08435845375061035, 0.27896061539649963, 0.00046913090045563877, -0.22211213409900665, -0.3317353427410126, -0.4891461133956909, 0.026437044143676758, 0.0515945740044117, -0.3437550663948059, -0.40720951557159424, -0.1966479867696762, 0.1295984834432602, -0.04939080402255058, 0.12851569056510925, 0.2511541247367859, -0.5125612020492554, -0.10342712700366974, 0.04781029745936394, 0.03777892515063286, -0.21861767768859863, -0.35425952076911926, -0.20529240369796753, -0.4899207651615143, -0.600212037563324, 0.3936893343925476, -0.2525968849658966, -0.29501208662986755, 0.20873995125293732, 0.07219129800796509, -0.310361385345459, -0.27089041471481323, -0.37460073828697205, -0.4044959843158722, 0.39972013235092163, 0.1832893043756485, -0.16687250137329102, 0.2164163440465927, -0.4863855242729187, 0.19848568737506866, -0.0027974664699286222, 0.33696267008781433, 0.0308236051350832, 0.3407886326313019, 0.017864566296339035, 0.08748020976781845, 0.007173446472734213, 0.6533257365226746, -0.15397819876670837, 0.0982530489563942, -0.14520148932933807, 0.3003581166267395 ]
This topic was covered in last week Data Science Office hours session. Irshad Muhammad https://towardsdatascience.com/defining-a-data-science-problem-28c21d817c0b
Defining a Data Science problem
[ -0.05864590033888817, 0.015465887263417244, -0.08134737610816956, -0.011050977744162083, -0.1630285680294037, -0.04244424030184746, -0.045469097793102264, -0.2683316767215729, -0.17764678597450256, -0.018111176788806915, -0.09722316265106201, -0.22917397320270538, -0.4217316508293152, 0.1647169440984726, -0.062307585030794144, 0.6405577063560486, -0.050085291266441345, -0.00717913918197155, -0.19949205219745636, 0.19100454449653625, -0.5408381223678589, -0.5006707906723022, 0.6633515357971191, -0.4447360932826996, 0.2913399338722229, -0.1663772314786911, 0.5178491473197937, 0.3058459758758545, -0.5197104215621948, 0.6100864410400391, 0.3503139019012451, 0.426007479429245, 0.4381479024887085, 0.043897390365600586, -0.3757694959640503, 0.010721932165324688, 0.12558743357658386, 0.03305680677294731, 0.06712055951356888, -0.44057613611221313, -0.06539537012577057, -0.07416817545890808, -0.3973388075828552, 0.406462162733078, 0.08838985115289688, -0.40592139959335327, -1.7301042079925537, -0.05827891081571579, -0.5497432947158813, 0.10439212620258331, -0.15727369487285614, 0.5880768895149231, -0.2012166529893875, 0.1939806342124939, -0.37506625056266785, -0.022062579169869423, -0.09735199809074402, -0.4664628207683563, 0.0392213799059391, -0.5441653728485107, 0.4903010129928589, 0.16693471372127533, 0.09426482766866684, 0.07283046096563339, 0.48848608136177063, 0.15586358308792114, -0.27864089608192444, 0.3656579256057739, -0.22084486484527588, 0.49079737067222595, -0.23544788360595703, 0.16982804238796234, -0.35130470991134644, 0.3639122545719147, -0.12626665830612183, 0.3300493657588959, 0.42200252413749695, 0.38866961002349854, 0.18597298860549927, -0.0050115929916501045, -0.09399709105491638, -0.08547472208738327, 0.11037185788154602, 0.17294038832187653, 0.09387551993131638, 0.1185518205165863, -0.23417863249778748, 0.03707494959235191, -0.4316573143005371, 0.10782153904438019, -0.08289054781198502, -0.12429656833410263, 0.10988937318325043, -0.1857622116804123, 0.011991534382104874, 0.5347189903259277, 0.49764400720596313, -0.06817304342985153, -0.23828065395355225, 0.26748591661453247, -0.4445085823535919, 0.175257608294487, -0.1916375756263733, 0.05185963958501816, -0.266898512840271, 0.2270398885011673, -0.07375377416610718, -0.10468979924917221, -0.3174458146095276, 0.23891809582710266, -0.5642424821853638, 0.39835256338119507, 0.44212600588798523, 0.2115781158208847, -0.16434375941753387, 0.9026578664779663, 0.2288985401391983, -0.14939987659454346, -0.17231935262680054, 0.14173954725265503, -0.5835995674133301, 0.2744714021682739, -0.15825653076171875, -0.2354743778705597, 0.15420624613761902, 0.23575609922409058, 0.3897865116596222, 0.7192346453666687, 0.16065874695777893, 0.6726828217506409, 0.508855402469635, 0.039999883621931076, 0.33007293939590454, -0.34665971994400024, -0.16094312071800232, -0.886288583278656, -0.1298685520887375, -0.3482007384300232, 0.4462144076824188, 0.20122265815734863, 0.20920813083648682, -0.46754154562950134, -0.25857508182525635, -0.5887857675552368, -0.1973625272512436, -0.12389704585075378, -0.11690189689397812, 0.5172688961029053, -0.18522994220256805, 0.0003474025579635054, -0.22669732570648193, 0.060537081211805344, -0.5053284168243408, -0.06292091310024261, 0.1303710639476776, 0.09796157479286194, -0.11827284842729568, -0.1424926519393921, -0.2429971694946289, 0.4403027892112732, -0.12276152521371841, -0.06709832698106766, -0.16188929975032806, -0.22193516790866852, 0.5701499581336975, 0.1882694810628891, 0.2767842411994934, -0.1773298680782318, -0.09682724624872208, 0.03920714557170868, -0.10427519679069519, -0.4943222999572754, 0.1398717761039734, 0.027440141886472702, 0.30810728669166565, -0.16500818729400635, 0.1772252917289734, -0.38580748438835144, 0.27793753147125244, 0.2085733711719513, -0.6096593737602234, -0.12359151989221573, 0.27296963334083557, 0.7788554430007935, 0.13379298150539398, -0.018633874133229256, 0.19543345272541046, -0.2710155248641968, 0.35400640964508057, 0.0994996502995491, 0.006852456368505955, -0.15030735731124878, 0.4242176115512848, -0.8344908356666565, 0.5042861700057983, 0.07422147691249847, -0.22534430027008057, 0.4158601462841034, -0.02239004708826542, 0.23923203349113464, -0.059463780373334885, -0.09956274181604385, 0.5419226884841919, -0.16209401190280914, -0.18351736664772034, 0.19422650337219238, -0.0654745027422905, 0.1992434859275818, -0.021533608436584473, 0.1722903996706009, 0.31091436743736267, -0.26493948698043823, -0.3747576177120209, -0.4308535158634186, -0.19973567128181458, -0.2335890382528305, 0.2900580167770386, 0.34031975269317627, 0.21488767862319946, 0.2918209433555603, 0.713782787322998, -0.27117517590522766, -0.2458168864250183, 0.2861829698085785, 0.07952336966991425, 0.3053162395954132, 0.21959912776947021, 0.06731463223695755, 0.7515004277229309, -0.3469012975692749, -0.08651372045278549, 0.1923118531703949, 0.7750981450080872, -0.3758898973464966, -0.5044970512390137, 0.28334659337997437, -0.2879793047904968, 0.19530151784420013, 0.32100600004196167, -0.09163615107536316, -0.18874332308769226, 0.5456783175468445, -0.5723394155502319, 0.22618058323860168, 0.01445847935974598, -0.1161748468875885, -0.6655828952789307, 0.004864739254117012, -0.04660532623529434, 0.21084921061992645, 0.2929973900318146, 0.9203183650970459, 0.053265899419784546, -0.48436418175697327, -0.15485455095767975, 0.2743120789527893, -0.2012602984905243, -0.578895628452301, -0.1337888240814209, 0.12294704467058182, -0.8710334897041321, 0.5907323956489563, -0.2864059507846832, -0.047748297452926636, -0.16069601476192474, -0.467486172914505, 0.24494430422782898, 0.013629142194986343, -0.005623590666800737, 0.4377864897251129, 0.3473552167415619, 0.14713141322135925, 0.05800160765647888, 0.06210898235440254, -0.08180631697177887, -0.4835701882839203, 0.5544729828834534, 0.1194133311510086, -0.25779902935028076, -0.21917027235031128, 0.21392716467380524, -0.043237119913101196, -0.1677854359149933, 0.09620839357376099, 0.21117965877056122, -0.44948965311050415, -0.17102207243442535, 0.22265811264514923, -0.34281498193740845, -0.22356200218200684, -0.19722490012645721, 0.38197430968284607, 0.0592801459133625, -0.530706524848938, 0.05257858335971832, -0.05010311305522919, -0.2706875801086426, -0.3873295485973358, 0.016878152266144753, 0.08136475831270218, -0.8337867856025696, 0.9781425595283508, 0.37973466515541077, -0.20682112872600555, -0.04225977510213852, 0.15474368631839752, -0.7810267210006714, 0.20099517703056335, -6.226855754852295, 0.22831295430660248, -0.4641532897949219, 0.10939668118953705, -0.3982301950454712, -0.11669443547725677, 0.23260964453220367, 0.10727906972169876, 0.21889625489711761, -0.16659148037433624, -0.529583752155304, -0.45657575130462646, 0.12053703516721725, 0.45264214277267456, 0.126093789935112, 0.631809651851654, 0.5954151749610901, -0.16470691561698914, 0.10495497286319733, 0.2860632538795471, -0.49317294359207153, 0.323323130607605, -0.3389489948749542, 0.5223878026008606, 0.6969563961029053, 0.08747994154691696, -0.7793019413948059, 0.7000518441200256, -0.4354492127895355, -0.1417829394340515, 0.7285538911819458, 0.10145458579063416, -0.8237009644508362, 0.0558481328189373, -0.35227105021476746, -0.04970443248748779, -0.0734567940235138, -0.003525517415255308, 0.1484784185886383, -0.15067633986473083, -0.15916438400745392, -0.24528571963310242, -0.26731693744659424, -0.5845814347267151, 0.4208718538284302, -0.20242540538311005, -0.1601046472787857, -0.19926640391349792, -0.2559364438056946, -0.31356081366539, -0.03190944343805313, -0.02442341484129429, 0.16510556638240814, -0.1241990253329277, 0.041338689625263214, -0.7164487242698669, 0.6342493295669556, -0.0624312125146389, -0.49434614181518555, 0.18894554674625397, 0.225785493850708, -0.5684394240379333, -0.19681890308856964, -0.6778175830841064, -0.6036421060562134, -0.2847546339035034, -0.37885987758636475, -0.5489816665649414, 0.14827077090740204, 0.13213500380516052, -0.8369194269180298, 0.4708886444568634, -0.29749882221221924, -0.6498110294342041, 0.576304018497467, -0.33319586515426636, -0.3140372335910797, 0.3549807667732239, 0.46891751885414124, -0.5297820568084717, -0.22901147603988647, -0.6938926577568054, -0.04731712117791176, 0.5963219404220581, 0.3523639440536499, 0.17096921801567078, 0.2752052843570709, 0.29962924122810364, -0.008686532266438007, 0.433127760887146, 0.6536440849304199, -0.13698196411132812, 0.6497543454170227, 0.07502061128616333, -0.03378903865814209, -0.270976185798645, 0.10068739205598831, 0.14137835800647736, 0.28613078594207764, -0.21780893206596375, 0.7060562968254089, -0.09305710345506668, -0.894841730594635, -0.4626016616821289, -0.4913037121295929, 0.27689072489738464, -0.09705828130245209, 0.004735050722956657, 0.684018075466156, -0.07379432022571564, 0.09699493646621704, 0.31844180822372437, -0.9823282361030579, -0.05000027269124985, 0.22435416281223297, -0.007737285923212767, -0.5524864792823792, 0.32149773836135864, 0.8607359528541565, 0.16265517473220825, 0.06739990413188934, -0.20803293585777283, -0.07883014529943466, 0.02980540134012699, 0.01166166178882122, -0.11375117301940918, -0.08069814741611481, 0.4604151248931885, 0.27624401450157166, 0.15692295134067535, 0.4328126013278961, 0.13423217833042145, -0.137638658285141, 0.2519839107990265, 0.1298898309469223, 0.22982002794742584, 0.29783689975738525, 0.0009885352337732911, 0.2307925522327423, -0.5150827765464783, 0.5967419743537903, 0.11360988765954971, 0.532234787940979, -0.20180383324623108, 0.6061210632324219, 0.16111992299556732, 0.09036557376384735, 0.3534672260284424, 0.15385396778583527, 0.23510800302028656, 0.25985974073410034, -0.23937392234802246, 0.06414550542831421, 0.07899203151464462, -0.34907546639442444, 0.5784536004066467, 0.7696078419685364, 0.05688565596938133, 0.08550465106964111, -0.6102461814880371, 0.07015916705131531, -0.718575119972229, -0.592746913433075, -0.3816870450973511, 0.15709728002548218, 0.30602484941482544, -0.43324241042137146, 0.4009365141391754, -0.195376455783844, 0.43786412477493286, 0.06894528120756149, -0.20882844924926758, -0.2454514354467392, 0.15703308582305908, 0.11810246109962463, -0.4946296513080597, 0.018751775845885277, 0.51833176612854, 0.006190854590386152, 0.5252715349197388, -0.2671222388744354, -0.4048512876033783, -0.31476759910583496, 0.6635211110115051, 0.6138474345207214, -0.0502893440425396, 0.1812625378370285, 0.39672645926475525, -0.3412521779537201, -0.19694937765598297, 0.43436866998672485, -0.40393680334091187, 0.09862737357616425, 0.32689201831817627, 0.43514642119407654, -0.5644813179969788, 0.4079357385635376, 0.4761095941066742, -0.18356090784072876, -0.31879082322120667, 0.32894498109817505, 0.43156859278678894, 0.3621896803379059, 0.5233124494552612, 0.2302968055009842, -0.31365683674812317, 0.28780436515808105, -0.4272446036338806, -0.21071858704090118, -0.023503748700022697, 0.08656401932239532, -0.5619332790374756, 0.3068583011627197, -0.12263470143079758, -0.11762048304080963, -0.2009824812412262, -0.5441726446151733, -0.09833496063947678, 0.07090295106172562, 0.22195670008659363, -0.08934251964092255, 0.03088287077844143, 0.37394869327545166, -0.10186215490102768, 0.2517322301864624, 0.3550182282924652, 0.3300974667072296, -0.2582244873046875, 0.18468692898750305, 0.2626893222332001, 0.13992807269096375, -0.2949388325214386, 0.7347867488861084, 0.7582144737243652, -0.43542757630348206, -0.3383212089538574, -0.1679510474205017, 0.7838501930236816, -0.26782336831092834, -0.5687869787216187, -0.6149700880050659, -0.24069921672344208, -0.1355595886707306, -0.9792753458023071, 0.3768610656261444, 0.1538194864988327, -0.054613977670669556, 0.11671433597803116, -0.5362992286682129, 0.20898373425006866, 0.21117916703224182, -0.010456998832523823, -0.7937982678413391, -0.1708846539258957, 0.8365270495414734, 0.1679883748292923, -0.0057801753282547, -0.36304381489753723, -0.2775215208530426, 0.13795867562294006, 0.2609337270259857, -0.11517030745744705, -0.4213733673095703, 0.516179084777832, -0.45378220081329346, -0.2730085551738739, 0.06189630553126335, -0.26015713810920715, 0.20641711354255676, -0.28315210342407227, -0.8554966449737549, -0.3812391757965088, -0.18808501958847046, 0.38258469104766846, -0.32844799757003784, -0.45498010516166687, -0.08325976878404617, 0.1964942067861557, -0.41894403100013733, -0.10379859060049057, -0.5184725522994995, -0.3353947401046753, 0.2830890417098999, 0.07962717115879059, -0.019051555544137955, -0.1878751516342163, 0.22534829378128052, 0.5645899176597595, -0.07183585315942764, 0.011788963340222836, -0.650232195854187, 0.007900749333202839, -0.3083530068397522, -0.1643393635749817, -0.4806358516216278, -0.03182719275355339, 0.11512018740177155, 0.06535794585943222, -0.19239924848079681, -0.45015355944633484, -0.03331785649061203, 0.4647960364818573, 0.7699633240699768, -0.19551174342632294, 0.3911917209625244, 0.05371217429637909, -0.09275989979505539, -0.33473172783851624, 0.07077828794717789, -0.2225073277950287, -0.18153038620948792, 0.2749090790748596, 0.619090735912323, 0.31290656328201294, -0.41400250792503357, 0.010473420843482018, 0.028539203107357025, 0.30227574706077576, -0.12303825467824936, 0.15748073160648346, -0.1756744533777237, -0.511660099029541, 0.6549376845359802, -0.13594689965248108, -0.09222538024187088, 0.3737083673477173, 0.20703168213367462, -0.11706672608852386, -0.1943872720003128, 0.9889188408851624, 0.010097136721014977, -0.15705998241901398, -0.34455910325050354, 0.15068770945072174, 0.20389552414417267, 0.07363992929458618, -0.187338724732399, -0.23874779045581818, 0.21600301563739777, -0.1600961536169052, 0.6863256692886353, 0.23839308321475983, -0.01744474098086357, -0.07681705802679062, -0.40079694986343384, 0.3139069080352783, 0.009850535541772842, 0.248959481716156, 0.3273814618587494, 0.17331811785697937, 0.14455896615982056, 0.2793256342411041, 0.11144594848155975, -0.5898764133453369, -0.21975037455558777, -0.014788635075092316, 0.1999204307794571, -0.3496451675891876, -0.2119307816028595, 0.44725942611694336, -0.07520715147256851, 0.1461845189332962, 0.23097920417785645, 0.21010567247867584, -0.04312960430979729, 0.2781127095222473, 0.483755499124527, -0.1167343407869339, 0.390606552362442, 0.69917231798172, -0.18473340570926666, -0.5439462065696716, -0.18410737812519073, 0.372079998254776, 0.41116753220558167, -0.38470539450645447, 0.34561511874198914, 0.17103096842765808, 0.11794989556074142, 0.16210231184959412, 0.1491728127002716, -0.014743533916771412, -0.37187114357948303, -0.21407099068164825, 0.17874862253665924, 0.13424280285835266, 0.13075748085975647, 0.29470378160476685, -0.4432147443294525, 0.3019668757915497, -0.3442882299423218, -0.15522748231887817, 0.24083220958709717, 0.18486392498016357, -0.2512439489364624, 0.1091449037194252, 0.11224174499511719, 0.07113347202539444, 0.7013624310493469, -0.019272834062576294, -0.22915619611740112, -0.5450707077980042, 0.3246253728866577, -0.1031048372387886, -0.3887380361557007, -0.2897075414657593, -0.0213624257594347, -0.13255514204502106, -0.152959406375885, 0.009784909896552563, -0.1715596318244934, 0.1421343982219696, -0.3185589015483856, 0.062222689390182495, -0.7153878808021545, -0.08670061081647873, 0.2432335466146469, -0.08819502592086792, -0.23935365676879883, -0.37811189889907837, 0.1265069842338562, -0.32329389452934265, -0.30004873871803284, 0.25728142261505127, -0.29511773586273193, -0.12045256793498993, -0.3590294420719147, 0.20568165183067322, 0.04783061519265175, 0.02627752535045147, -0.5470673441886902, -0.2527799904346466, -0.014659243635833263, 0.08864739537239075, -0.32664796710014343, -0.07873712480068207, 0.2391560822725296, -0.3937433362007141, -0.4763864278793335, 0.014844575896859169, -0.06408598273992538, -0.38721224665641785, -0.00817111786454916, 0.14691060781478882, 0.016399487853050232, 0.3661230206489563, -0.126064270734787, 0.051463909447193146, -0.15026433765888214, 0.5308409333229065, -0.05523677542805672, 0.315787672996521, -0.08369885385036469, -0.1764603853225708, -0.2193765938282013, -0.046590883284807205, 0.17483675479888916, -0.5902400612831116, -0.22907482087612152, 0.08609525114297867 ]
Demystifying CryptoCurrency Price Chalita Lertlumprasert https://towardsdatascience.com/demystifying-cryptocurrency-price-prediction-5fb2b504a110
Mirror, Mirror on the Wall, Will Crypto Prices Rise or Fall?
[ -0.058101557195186615, -0.11663851886987686, 0.31911423802375793, 0.2666342854499817, 0.14499007165431976, 0.3051908016204834, -0.3693356513977051, 0.02971424162387848, -0.13241888582706451, 0.14188441634178162, -0.166167214512825, 0.39676547050476074, 0.11814205348491669, 0.4051283001899719, -0.04263583570718765, 0.07586295902729034, 0.3958190679550171, 0.1790868192911148, 0.3100598454475403, 0.012900804169476032, -0.3704250752925873, -0.18358176946640015, 0.5171595215797424, -0.36922410130500793, -0.33268728852272034, -0.1523422747850418, 0.21847164630889893, -0.06316648423671722, -0.3726367950439453, 0.44352659583091736, -0.34201884269714355, 0.41745543479919434, -0.10816038399934769, -0.03156265243887901, -0.17939920723438263, -0.15387265384197235, -0.21265056729316711, -0.27960309386253357, -0.1949283927679062, -0.47990816831588745, -0.18045982718467712, 0.22565600275993347, 0.011092066764831543, 1.141546368598938, -0.6032766699790955, -0.34051892161369324, -1.4765784740447998, -0.2347516119480133, -0.42025262117385864, -0.1379396617412567, -0.2527461051940918, 0.2087903767824173, -0.1445915251970291, 0.12304007261991501, -0.4509422481060028, 0.15390439331531525, -0.1351771503686905, -0.13322432339191437, 0.07222463935613632, -0.062241487205028534, 0.1628631055355072, 0.03228123113512993, 0.014768697321414948, 0.19861635565757751, 0.021296780556440353, 0.3853236138820648, 0.1583118587732315, -0.05994819849729538, -0.2574094235897064, 0.029214758425951004, -0.016400305554270744, 0.11905510723590851, -0.342133104801178, -0.1748296469449997, -0.07926097512245178, 0.382030189037323, 0.05083167925477028, 0.5950602293014526, 0.38068386912345886, -0.13379058241844177, 0.06758585572242737, -0.17268788814544678, 0.7038496136665344, -0.2106151580810547, 0.040436264127492905, -0.4249175488948822, 0.14162041246891022, 0.08642945438623428, -0.2217099666595459, 0.5545817613601685, -0.4300547242164612, -0.322135865688324, 0.3283473253250122, 0.2387310117483139, -0.4455968141555786, -0.32327714562416077, 0.4325026571750641, -0.1866692304611206, -0.016345715150237083, 0.4250689744949341, -0.05237136408686638, -0.262696772813797, -0.20660564303398132, -0.50142902135849, -0.16196663677692413, -0.22150905430316925, -0.7445207238197327, -0.27234572172164917, -0.14259479939937592, 0.4425869584083557, -0.3809283971786499, 0.19917556643486023, 0.2990955412387848, 0.37980014085769653, -0.3504870533943176, 0.40586739778518677, -0.01746736466884613, -0.015918873250484467, -0.014476767741143703, 0.14731468260288239, 0.4750303328037262, 0.8354475498199463, 0.2739015519618988, -0.4314593970775604, 0.6735650300979614, 0.13236577808856964, 0.27879294753074646, 0.14347964525222778, 0.13661479949951172, 0.5274069309234619, 0.23484154045581818, 0.08505334705114365, -0.11270502209663391, -0.24692191183567047, 0.22405174374580383, -0.7590138912200928, 0.13894744217395782, -0.35608258843421936, 0.6458342671394348, -0.09525923430919647, -0.09335417300462723, -0.19670094549655914, -0.3186663091182709, 0.05652178078889847, 0.15369555354118347, 0.2774905860424042, -0.24059869349002838, 0.1649598479270935, -0.309087872505188, 0.0084650544449687, -0.21950842440128326, -0.005629955790936947, -0.13044695556163788, -0.06211027875542641, -0.1317828744649887, -0.30988672375679016, -0.46728456020355225, -0.2557751536369324, -0.30180785059928894, 0.559914231300354, 0.026356780901551247, 0.029477985575795174, 0.006131875328719616, -0.10012718290090561, 0.5097332000732422, 0.2848646342754364, 0.280275821685791, 0.47294607758522034, -0.08963581919670105, 0.25685644149780273, -0.2660185694694519, 0.39086902141571045, 0.49912700057029724, -0.0021907459013164043, 0.30113181471824646, 0.06724520027637482, 0.17387185990810394, -0.14400464296340942, 0.10545650869607925, 0.32665684819221497, -0.5678500533103943, 0.04970278590917587, 0.392622172832489, 0.08842652291059494, 0.1352442502975464, 0.21172910928726196, 0.09741099178791046, 0.20233410596847534, 0.2575790286064148, -0.0484849214553833, -0.46127983927726746, -0.19221264123916626, 0.38952478766441345, -0.5720571875572205, 0.1674402803182602, -0.23029395937919617, 0.027386784553527832, 0.3809258043766022, -0.0325152762234211, -0.20664413273334503, -0.18958382308483124, 0.01645158976316452, 0.303943008184433, 0.07429161667823792, -0.17179538309574127, -0.3197489082813263, 0.014350484125316143, 0.1487603634595871, -0.0693950355052948, 0.3788851201534271, 0.0384659506380558, -0.11637215316295624, 0.04601652920246124, -0.25154584646224976, 0.12406189739704132, 0.014068414457142353, 0.06560622900724411, 0.18868781626224518, -0.3479951024055481, 0.4392808675765991, 0.2845792770385742, -0.12608745694160461, 0.022667724639177322, 0.016807300969958305, 0.001966948388144374, 0.6227537393569946, 0.5935632586479187, 0.037708133459091187, 0.14194278419017792, -0.12016937881708145, -0.1534113883972168, -0.1690988540649414, 0.45789340138435364, -0.6351606845855713, 0.313764363527298, 0.41070082783699036, -0.4471079707145691, 0.019160684198141098, 0.5379844903945923, -0.3178946077823639, -0.3287160098552704, 0.077626533806324, 0.12088198959827423, 0.4130469262599945, -0.1794721484184265, 0.2514488995075226, 0.06765668839216232, -0.19498103857040405, -0.5879679322242737, -0.34951332211494446, -0.2874624729156494, 0.47247740626335144, -0.20675408840179443, -0.15544597804546356, -0.28170695900917053, 0.2528976798057556, 0.05689351633191109, -0.13575994968414307, -0.19035112857818604, 0.28060537576675415, -0.022451862692832947, 0.6210941076278687, 0.19452853500843048, 0.1561797708272934, 0.32857969403266907, -0.1648615002632141, -0.24681593477725983, -0.49927768111228943, 0.24359889328479767, 0.447481632232666, 0.4370590150356293, -0.31128573417663574, -0.5702048540115356, 0.35946547985076904, 0.2676152288913727, -0.7967845797538757, 0.3019801676273346, 0.19533908367156982, -0.3783886134624481, -0.37788066267967224, 0.07430592179298401, 0.5974514484405518, -0.054072774946689606, 0.06586213409900665, -0.3028624355792999, -0.17300333082675934, 0.17730793356895447, 0.007571341469883919, 0.14841771125793457, -0.3057110905647278, -0.1614769697189331, 0.5586447715759277, -0.24940507113933563, -0.16602738201618195, 0.04435738921165466, -0.04146824777126312, -0.14308468997478485, 0.2133980691432953, 0.24790097773075104, 0.20585209131240845, 0.008594212122261524, 0.24843154847621918, 0.2583998143672943, -0.450934499502182, -0.03769438713788986, -0.30305954813957214, -0.3012773394584656, 0.11853232979774475, -6.460635185241699, -0.04924699291586876, -0.10776295512914658, -0.4245213270187378, 0.04858586564660072, -0.21635916829109192, 0.11326345056295395, 0.38983872532844543, 0.09459636360406876, -0.13765931129455566, -0.08301806449890137, -0.5969254374504089, -0.11144920438528061, 0.15403220057487488, -0.030873766168951988, 0.22522476315498352, 0.6662243604660034, 0.03383501619100571, 0.046720270067453384, 0.17333243787288666, -0.4948646128177643, -0.047609031200408936, 0.2985316216945648, 0.41825541853904724, 0.09046297520399094, 0.13163508474826813, -0.00648517394438386, 0.09795587509870529, -0.37508413195610046, 0.06622599065303802, 0.0960429236292839, 0.03892315924167633, -0.36551907658576965, 0.40093478560447693, -0.010427325963973999, -0.008619085885584354, -0.2200421541929245, -0.02461434155702591, 0.12015087157487869, 0.21600812673568726, 0.020458674058318138, 0.6378573775291443, -0.03714809939265251, -0.13519726693630219, 0.5109475255012512, -0.1662144511938095, -0.06953421235084534, 0.1256410926580429, -0.339359313249588, -0.11439093947410583, 0.17637395858764648, -0.053221285343170166, 0.09042228758335114, -0.07122443616390228, -0.25563105940818787, -0.09592189639806747, -0.12330649793148041, 0.30834153294563293, -0.19321884214878082, 0.5801309943199158, -0.09111782163381577, -0.2519169747829437, 0.1712692528963089, -0.4327235221862793, 0.05945301055908203, -0.21887068450450897, -0.4183371663093567, -0.7581194043159485, 0.5889075398445129, 0.2716200649738312, -0.819481372833252, -0.21465086936950684, -0.21710234880447388, -1.023165225982666, 0.4906420111656189, -0.06937765330076218, -0.03366636857390404, 0.06708940863609314, 0.07130128145217896, -0.408720999956131, -0.12607981264591217, -0.5462482571601868, 0.355253666639328, 0.18000666797161102, -0.14823952317237854, -0.8038358092308044, -0.10322879254817963, 0.08494886010885239, -0.3768276572227478, 0.3626118302345276, 0.5833846926689148, -0.25362417101860046, 0.2609521746635437, -0.31633493304252625, 0.0006684250547550619, 0.14378143846988678, 0.33160340785980225, 0.2159515768289566, 0.07698226720094681, 0.21646124124526978, 0.18846125900745392, -0.6564871072769165, -0.30661970376968384, -0.2153915911912918, -0.3914676904678345, 0.15128085017204285, -0.015042293816804886, 0.24829259514808655, 0.46071094274520874, -0.27970385551452637, -0.268209844827652, 0.08015867322683334, -0.36006689071655273, -0.22992992401123047, 0.490637868642807, -0.1553388088941574, -0.7597582936286926, 0.18521229922771454, 0.4904756247997284, -0.006136292591691017, -0.15259519219398499, -0.2073812633752823, 0.05769599601626396, 0.025288553908467293, -0.10181533545255661, -0.0634680688381195, 0.11087793856859207, -0.0063118599355220795, 0.37453752756118774, 0.11448192596435547, 0.20863503217697144, 0.10889413207769394, -0.5966551899909973, -0.4939895272254944, 0.4367334246635437, 0.2029877007007599, 0.23859575390815735, 0.3326564431190491, 0.30461347103118896, -0.23199468851089478, 0.5255642533302307, -0.15174823999404907, 0.06863312423229218, -0.41488081216812134, 0.519415020942688, 0.13119059801101685, 0.3590957522392273, -0.12357575446367264, 0.3922500014305115, 0.49615660309791565, -0.1903815120458603, -0.3377186954021454, 0.23911930620670319, 0.07497627288103104, -0.08315471559762955, 0.17527413368225098, 0.4885193407535553, -0.3378466069698334, -0.1762014776468277, -0.43894222378730774, 0.19630368053913116, -0.4338333010673523, -0.7723750472068787, 0.2358420342206955, 0.3126541078090668, 0.3023550808429718, -0.597495436668396, 0.19225932657718658, 0.06179086118936539, 0.18738290667533875, 0.11840212345123291, -0.11699781566858292, -0.403844952583313, -0.019695861265063286, -0.0014252244727686048, -0.32045066356658936, 0.33496996760368347, -0.018550144508481026, -0.2378486543893814, 0.03209557756781578, -0.07486730068922043, -0.28437915444374084, -0.10499607771635056, 0.3355422019958496, 0.4430525302886963, -0.30456358194351196, 0.03630660101771355, 0.6265066266059875, 0.0358455665409565, -0.34524017572402954, 0.2817439138889313, 0.23517698049545288, 0.1066184714436531, -0.048554886132478714, 0.229074165225029, -0.5137062668800354, 0.1159212738275528, 0.47368621826171875, -0.3479729890823364, -0.09634166210889816, -0.056473951786756516, 0.3256460428237915, 0.21673902869224548, 0.3958855867385864, 0.5902864933013916, -0.33458036184310913, 0.4507257342338562, 0.24396322667598724, 0.16512806713581085, 0.07229278981685638, -0.23232348263263702, -0.6258129477500916, -0.7812464833259583, 0.15460364520549774, 0.4023768901824951, -0.2334878295660019, -0.23419858515262604, -0.05838114395737648, -0.263133704662323, 0.07539087533950806, 0.3924922049045563, -0.2713259756565094, -0.0976550504565239, 0.02688104473054409, -0.09056338667869568, 0.17004230618476868, 0.22670035064220428, -0.005601064767688513, 0.07416941225528717, 0.19025251269340515, -0.017237944528460503, -0.3533903658390045, 0.2353438436985016, 0.5903558731079102, -0.09911314398050308, 0.10182249546051025, -0.3729720115661621, 0.6005071401596069, -0.37577328085899353, -0.46931639313697815, -0.854285717010498, -0.5682544112205505, -0.08009622991085052, -0.261555552482605, -0.5261709690093994, 0.47640568017959595, -0.3373205363750458, -0.03135383129119873, -0.3996330797672272, -0.0026396841276437044, 0.3570554852485657, -0.4513506591320038, -0.40530094504356384, -0.2579602599143982, 0.5549569725990295, 0.06777423620223999, 0.3048950433731079, -0.07653786987066269, -0.41444164514541626, 0.287623792886734, -0.36223143339157104, -0.11356175690889359, -0.2991940975189209, 0.458875447511673, 0.2527897357940674, 0.46592479944229126, 0.16940553486347198, -0.42095762491226196, 0.2938721179962158, -0.23299451172351837, -0.35815030336380005, -0.24059441685676575, -0.0619942769408226, 0.35818102955818176, -0.09864898025989532, 0.1047259122133255, -0.2979101538658142, -0.4922657012939453, -0.6188957691192627, -0.2821088433265686, -0.2749800682067871, -0.30896875262260437, 0.14293348789215088, 0.22803272306919098, -0.06746651232242584, -0.2785326838493347, -0.28594768047332764, 0.11356502771377563, -0.09070132672786713, 0.10965339094400406, -0.5428494215011597, 0.493129700422287, 0.07629180699586868, -0.08806923776865005, 0.19397054612636566, 0.21553300321102142, 0.16591550409793854, -0.04083094373345375, -0.42175841331481934, 0.05273923650383949, 0.22069473564624786, 0.23092177510261536, 0.7378968596458435, 0.2634316682815552, 0.5760802626609802, 0.3702329099178314, -0.2269003689289093, -0.06362610310316086, -0.007511718198657036, -0.053292836993932724, 0.366940438747406, 0.33549994230270386, 0.15573462843894958, 0.1975872814655304, -0.19935497641563416, 0.07366616278886795, 0.139470174908638, 0.18452250957489014, -0.5067509412765503, 0.31421878933906555, 0.05599245801568031, -0.09758885204792023, 0.7073661684989929, 0.0867362767457962, -0.42281845211982727, 0.005774514749646187, 0.028983842581510544, 0.22600261867046356, 0.2637046277523041, 0.5633090138435364, 0.3551267981529236, 0.6258665919303894, -0.13506753742694855, -0.13421018421649933, -0.21967889368534088, -0.45467641949653625, 0.0482301339507103, -0.4792797565460205, -0.06740011274814606, -0.021072685718536377, 0.36836880445480347, 0.19822005927562714, -0.20041073858737946, -0.23913970589637756, -0.2795775234699249, 0.40876907110214233, 0.18722198903560638, 0.3477576971054077, -0.18532194197177887, 0.6053298711776733, -0.30491843819618225, -0.16395993530750275, 0.015472558327019215, -0.6751323938369751, -0.3468485176563263, 0.0050180586986243725, 0.2545129358768463, 0.06755702942609787, -0.1737697422504425, -0.11321020126342773, -0.09987469017505646, 0.14131197333335876, 0.36697623133659363, -0.08841458708047867, -0.24718673527240753, 0.019318372011184692, -0.05188264697790146, 0.7479177117347717, 0.4233102798461914, 0.37653180956840515, -0.268868088722229, -0.03481316938996315, 0.3574594259262085, 0.17434513568878174, -0.12906470894813538, 0.19561167061328888, 0.05969623103737831, 0.05456248298287392, 0.134905144572258, 0.8443792462348938, -0.01852145604789257, 0.24450385570526123, -0.5445564389228821, 0.20804066956043243, -0.2878015637397766, 0.5454711318016052, 0.2920890748500824, 0.37544071674346924, -0.214266836643219, -0.3236582577228546, -0.1257048100233078, -0.39574289321899414, 0.46859925985336304, 0.5950495600700378, 0.004004330839961767, -0.5752100348472595, 0.17896632850170135, -0.10005151480436325, 0.3601277470588684, 0.20725329220294952, 0.1495116949081421, -0.043075643479824066, -0.11173892766237259, 0.2550450563430786, 0.09030944854021072, 0.00591648742556572, -0.3977360129356384, 0.31942805647850037, -0.7660503387451172, -0.1390204280614853, -0.10649612545967102, -0.2837119400501251, 0.15835371613502502, 0.11043312400579453, -0.46214306354522705, -0.268062025308609, 0.07191327959299088, 0.49976933002471924, -0.31744125485420227, -0.5549450516700745, -0.2198944240808487, -0.6393033266067505, 0.16501843929290771, -0.2818543612957001, 0.1963476538658142, 0.15892870724201202, -0.050610706210136414, 0.14519564807415009, -0.24352659285068512, 0.055066272616386414, -0.41882237792015076, -0.5718206167221069, 0.010566084645688534, 0.2954481542110443, -0.56919926404953, 0.18951846659183502, 0.21467933058738708, 0.026368865743279457, -0.13122835755348206, -0.4324903190135956, -0.41949620842933655, 0.08019636571407318, 0.17918068170547485, 0.0800948217511177, -0.05173792690038681, 0.011577742174267769, -0.38895055651664734, -0.125678151845932, -0.45731791853904724, 0.3888814449310303, 0.05900012329220772, 0.012272019870579243, -0.09701059013605118, -0.1768229454755783, 0.11707799881696701, 0.021776428446173668, -0.14931629598140717, -0.3742969334125519, 0.03847822546958923, -0.07999338209629059 ]
In this tutorial (derived from my original post here), you will learn what Stefan Hosein https://towardsdatascience.com/demystifying-generative-adversarial-networks-c076d8db8f44
Demystifying Generative Adversarial Networks
[ 0.027309024706482887, -0.23582516610622406, 0.1760013997554779, -0.19080471992492676, -0.08531743288040161, -0.0014128554612398148, -0.0027032033540308475, -0.4127618372440338, -0.3266611099243164, -0.041033633053302765, -0.45124560594558716, 0.08921430259943008, -0.31306686997413635, -0.19125278294086456, -0.027856575325131416, 0.407021701335907, 0.11559886485338211, -0.07373794913291931, -0.09012547880411148, 0.06695079058408737, -0.6441827416419983, -0.3851461112499237, 0.6528833508491516, 0.10765550285577774, 0.3259178698062897, -0.21219302713871002, 0.6262057423591614, 0.13526533544063568, -0.5215031504631042, 0.04202637821435928, 0.19853711128234863, 0.6209955811500549, 0.27521809935569763, -0.15489189326763153, -0.4083491265773773, -0.1874728500843048, -0.3220743238925934, -0.35539013147354126, -0.3111638128757477, -0.2333441525697708, -0.14971935749053955, 0.3160037398338318, -0.4308288097381592, 0.46618685126304626, 0.02180420607328415, -0.26444771885871887, -1.5555384159088135, 0.09927849471569061, -0.2499368041753769, -0.16218814253807068, -0.6752051711082458, 0.2789750099182129, 0.10916086286306381, 0.06688079982995987, -0.5550154447555542, -0.42938485741615295, -0.17684662342071533, -0.3488130271434784, 0.3120015859603882, -0.14889925718307495, -0.17061267793178558, 0.1354844868183136, -0.006534164305776358, 0.337568461894989, 0.33915412425994873, 0.19619755446910858, 0.036820344626903534, 0.12938126921653748, -0.12429630011320114, -0.21507714688777924, 0.04786629602313042, 0.099500872194767, -0.22378595173358917, 0.21902678906917572, 0.12560398876667023, 0.28459393978118896, 0.17221595346927643, -0.0824064314365387, 0.5207737684249878, 0.04965055733919144, -0.19662407040596008, 0.2441713958978653, 0.3237585723400116, -0.30828994512557983, 0.4101446568965912, 0.12300239503383636, 0.11052227020263672, 0.36718738079071045, -0.44710052013397217, 0.06893252581357956, 0.001793020055629313, -0.28877463936805725, 0.2962512969970703, -0.16013549268245697, 0.5306352972984314, 0.2725805342197418, 0.7541981935501099, 0.05923266336321831, -0.5423349142074585, 0.11279482394456863, -0.3298775255680084, 0.29892879724502563, -0.3868837058544159, -0.6969249248504639, -0.09277408570051193, -0.5508893728256226, -0.19818799197673798, -0.2996516227722168, -0.25517702102661133, 0.40088731050491333, -0.5961058139801025, 0.31590506434440613, -0.11848898231983185, -0.03783348575234413, 0.11381256580352783, 0.6588094830513, 0.07679840922355652, 0.05387112870812416, -0.1756315976381302, 0.3862350583076477, -0.11375623941421509, 0.6574870347976685, 0.19624629616737366, 0.18483741581439972, 0.12412913888692856, -0.043240681290626526, 0.043166931718587875, 0.27213263511657715, -0.08707796037197113, 0.5272102952003479, 0.537794291973114, 0.30916643142700195, 0.281154066324234, -0.06498163193464279, -0.01053271722048521, -0.5361751317977905, 0.20413145422935486, -0.028033925220370293, 0.10613767057657242, -0.00304010440595448, 0.1428622156381607, 0.07788458466529846, -0.5846482515335083, -0.1999114602804184, -0.30269843339920044, 0.05750226229429245, 0.001060201320797205, 0.34053248167037964, -0.09530307352542877, -0.29673781991004944, -0.09334661066532135, 0.3619188368320465, -0.6037513017654419, -0.170691579580307, 0.020137524232268333, 0.3698250651359558, 0.05655210465192795, -0.24439959228038788, 0.06969483196735382, 0.04953068122267723, -0.027749761939048767, 0.13393254578113556, -0.0951300859451294, 0.28946810960769653, 0.8139005303382874, -0.3816518485546112, -0.044971466064453125, 0.4198509156703949, -0.1073429062962532, -0.03888311609625816, -0.04856511205434799, -0.024995308369398117, 0.46240466833114624, -0.45652106404304504, 0.8272809982299805, 0.07624475657939911, 0.19468091428279877, -0.04059446603059769, 0.16778989136219025, -0.15759846568107605, -0.5509533882141113, -0.1334773600101471, 0.06546062976121902, -0.09410987794399261, 0.5611929297447205, 0.26086992025375366, 0.23426873981952667, 0.36197447776794434, 0.38461029529571533, 0.502679705619812, -0.6767553091049194, -0.4135681092739105, 0.47324126958847046, -0.4494507908821106, 0.5185859799385071, 0.33362284302711487, 0.1379295289516449, 0.6868903040885925, 0.15725071728229523, 0.08615467697381973, -0.0949544906616211, -0.14662134647369385, 0.0662057101726532, 0.37641575932502747, -0.21597565710544586, 0.010409833863377571, -0.2517857849597931, -0.19895325601100922, -0.13550470769405365, 0.19030427932739258, 0.28596267104148865, -0.1340756118297577, 0.030786531046032906, -0.5610931515693665, -0.2683088779449463, 0.04572121053934097, 0.15378297865390778, 0.019614925608038902, -0.1931580901145935, 0.19518934190273285, 0.6193242073059082, -0.25798776745796204, 0.0035735659766942263, 0.2523247301578522, -0.026235220953822136, 0.47913771867752075, 0.5599035620689392, 0.14082668721675873, 0.7634226679801941, -0.06776946038007736, -0.3760201632976532, -0.23028309643268585, 0.07683483511209488, -0.49902573227882385, -0.10354629158973694, 0.13306142389774323, -0.272923082113266, -0.05652294307947159, 0.1495855152606964, -0.33923080563545227, -0.014403748326003551, -0.0756632462143898, -0.008048624731600285, 0.43391332030296326, 0.09508610516786575, 0.360405296087265, -0.09089820832014084, 0.15472586452960968, -0.2485518604516983, 0.39760157465934753, -0.06266306340694427, 0.5973377227783203, -0.20839309692382812, -0.3157910108566284, -0.0641130656003952, 0.3703748881816864, -0.2045167237520218, -0.10038086026906967, -0.2376815527677536, 0.2530948221683502, -0.6100218892097473, 0.3500012159347534, -0.39994016289711, 0.13859687745571136, 0.1478247493505478, -0.4519110321998596, 0.05104829743504524, -0.5076642632484436, 0.42022204399108887, -0.12146588414907455, 0.39559248089790344, -0.370644748210907, -0.3648422956466675, 0.05613880231976509, -0.07470955699682236, -1.016081690788269, 0.6267463564872742, 0.13468603789806366, -0.23075276613235474, -0.6671360731124878, -0.13800041377544403, 0.6864907145500183, 0.04482066258788109, -0.060008324682712555, -0.38055655360221863, -0.08723556995391846, 0.15554864704608917, 0.29793307185173035, -0.12486884742975235, 0.09566793590784073, -0.034349504858255386, 0.16311736404895782, 0.021644236519932747, -0.335163950920105, -0.27787235379219055, 0.30184364318847656, -0.05590078607201576, -0.08185514807701111, -0.11349371075630188, 0.39696234464645386, -0.666057288646698, 0.30500462651252747, 0.13135196268558502, -0.12269534170627594, -0.06145074591040611, -0.22231760621070862, -0.4489644467830658, 0.4664095938205719, -6.360642433166504, 0.07509177923202515, -0.2954605519771576, 0.2950628995895386, -0.05414478853344917, 0.12587659060955048, 0.21512402594089508, 0.10825522243976593, -0.09606439620256424, -0.37009942531585693, -0.6473245024681091, -0.32909485697746277, 0.1467467099428177, 0.27698808908462524, -0.3358704745769501, 0.1416662037372589, 0.45988693833351135, 0.16931560635566711, 0.28981074690818787, 0.35466092824935913, -0.6396435499191284, 0.09557180851697922, 0.10906703025102615, 0.35562562942504883, 0.165178582072258, -0.032068654894828796, -0.3618505895137787, 0.6377314925193787, -0.5508326292037964, -0.126444011926651, 0.21050043404102325, -0.14515577256679535, -0.5648833513259888, 0.30495575070381165, -0.28057780861854553, 0.12866440415382385, -0.25718459486961365, 0.33431822061538696, 0.020680896937847137, -0.580219030380249, -0.049099765717983246, 0.08460940420627594, -0.12834495306015015, -0.3416069447994232, 0.08203788846731186, 0.19746467471122742, -0.002406627871096134, -0.04365704208612442, -0.1848609447479248, 0.42629268765449524, 0.39556339383125305, -0.07908248901367188, 0.350781112909317, -0.0028929882682859898, -0.028136076405644417, -0.5534182190895081, 0.03222803398966789, -0.046920835971832275, -0.1373647004365921, 0.18383105099201202, 0.31656599044799805, 0.007054775487631559, -0.09991427510976791, -0.8223879933357239, -0.226922407746315, 0.11794351041316986, -0.9638873338699341, -0.8007896542549133, 0.18661196529865265, -0.12976990640163422, -0.9222848415374756, 0.6285539865493774, -0.384098619222641, -0.680037796497345, 0.17480584979057312, -0.2910260558128357, -0.42074644565582275, -0.3261962831020355, 0.4701802134513855, -0.3558233678340912, -0.49491024017333984, -0.7295020818710327, -0.07952678948640823, 0.5823712944984436, 0.11152153462171555, -0.34776994585990906, -0.03346933424472809, 0.15131954848766327, -0.04925277456641197, 0.014270526356995106, 0.4050453007221222, 0.07400841265916824, 0.17766205966472626, -0.1178218424320221, 0.22165152430534363, -0.0192607119679451, -0.14281874895095825, 0.5684015154838562, 0.04234462231397629, -0.3119855225086212, 0.45818835496902466, -0.46746358275413513, -0.6665286421775818, -0.3619617521762848, 0.12618908286094666, 0.24422277510166168, -0.2774850130081177, -0.038331132382154465, 0.6419995427131653, 0.040513116866350174, 0.22568625211715698, 0.21914006769657135, -0.6972872614860535, -0.10487785190343857, 0.5734859108924866, -0.2158505916595459, -0.29206258058547974, -0.24344851076602936, 0.7085925936698914, 0.11396978050470352, -0.18033502995967865, 0.0657782033085823, 0.04404763504862785, 0.4521220624446869, 0.444069504737854, -0.16904276609420776, -0.04037037491798401, 0.24798041582107544, 0.17842386662960052, 0.21025966107845306, 0.9541454911231995, 0.16256016492843628, -0.17594608664512634, -0.15316663682460785, 0.4312322735786438, -0.1760285198688507, 0.16848444938659668, -0.01334774773567915, -0.08708760142326355, -0.37308061122894287, 0.35172757506370544, 0.008609171956777573, -0.040116529911756516, -0.2519172132015228, 0.5327336192131042, 0.08819964528083801, 0.1470312625169754, 0.09497515112161636, -0.022024935111403465, 0.18306481838226318, 0.6692897081375122, -0.5285366177558899, -0.1627013385295868, -0.4782952070236206, 0.3526518642902374, 0.520273745059967, 0.24459832906723022, 0.07771974056959152, 0.4233761429786682, -0.4609997868537903, -0.3018920123577118, -0.6497435569763184, -0.465400755405426, -0.04270004481077194, 0.2993326187133789, 0.3831913471221924, -0.4677673578262329, -0.2455058991909027, 0.08587989211082458, -0.015677565708756447, -0.1657196283340454, 0.07570784538984299, -0.6641525030136108, -0.04902872443199158, 0.21446749567985535, -0.2250782698392868, 0.1096925288438797, 0.11912856996059418, 0.007592633832246065, 0.47349676489830017, -0.04488813132047653, -0.3165852725505829, -0.24712246656417847, 0.37300536036491394, 0.5954540967941284, 0.20328982174396515, -0.18333713710308075, 0.14846393465995789, -0.3956071734428406, -0.37060025334358215, 0.41589081287384033, 0.32858535647392273, -0.04662835970520973, 0.13640111684799194, 0.24769175052642822, -0.6666440963745117, 0.18979781866073608, -0.05779996141791344, -0.07475259900093079, 0.021934952586889267, 0.4577447175979614, 0.48862332105636597, -0.11044660210609436, 0.3881077468395233, 0.027701744809746742, -0.4313119649887085, 0.2344764620065689, -0.17497144639492035, -0.1591416746377945, -0.05665719881653786, 0.0241725891828537, -0.33320534229278564, -0.1886560469865799, -0.13751395046710968, 0.09199938178062439, -0.0336432121694088, -0.07454272359609604, -1.0149134397506714, -0.11724284291267395, 0.2239997833967209, -0.4422208070755005, -0.21916966140270233, -0.1609819382429123, 0.014891785569489002, 0.06340225785970688, -0.048983536660671234, 0.34183788299560547, -0.5116516351699829, 0.11063914746046066, 0.31173527240753174, 0.042508769780397415, 0.015231801196932793, 0.5530188083648682, 0.24631115794181824, -0.47986456751823425, -0.10574936121702194, -0.1298629194498062, 0.7824997305870056, 0.1007811427116394, -0.5796838998794556, -0.2922641932964325, 0.18119396269321442, -0.28809094429016113, -0.27355724573135376, 0.11314092576503754, 0.4379645586013794, 0.03368757292628288, -0.03231331706047058, -0.39388179779052734, 0.06672431528568268, 0.26981842517852783, -0.1309211254119873, -0.26934951543807983, -0.14196965098381042, 0.7054064273834229, -0.2218324840068817, 0.036235712468624115, -0.41262122988700867, -0.03667594492435455, 0.14681203663349152, 0.2095423936843872, 0.15124651789665222, 0.0375300832092762, 0.5147243738174438, 0.14685764908790588, 0.14717291295528412, -0.04235156998038292, -0.6610484719276428, 0.14709466695785522, -0.6670291423797607, -1.2514781951904297, 0.029847372323274612, 0.011792520992457867, 0.45527613162994385, 0.19493596255779266, 0.039318617433309555, -0.0062131695449352264, -0.09344490617513657, -0.7100674510002136, -0.5716458559036255, -0.4243328273296356, -0.07386798411607742, 0.018705012276768684, -0.0604768805205822, 0.26481249928474426, -0.25411897897720337, -0.20801380276679993, 0.509296178817749, -0.06893789768218994, 0.16300971806049347, -0.18481311202049255, 0.05704342946410179, -0.6068258285522461, -0.17078542709350586, -0.26384180784225464, 0.593811571598053, -0.2657177448272705, -0.23879382014274597, -0.31912320852279663, -0.4684857726097107, 0.01866094209253788, 0.294773131608963, 0.4580364227294922, -0.010267114266753197, 0.6441236138343811, 0.772373378276825, -0.07212207466363907, 0.06090174615383148, 0.10079509764909744, 0.19311827421188354, 0.4159126579761505, 0.17183668911457062, 0.4237344563007355, 0.800016462802887, -0.45249733328819275, -0.1250099241733551, -0.08115380257368088, 0.3055019676685333, -0.010668262839317322, 0.2880500555038452, 0.09991893917322159, 0.12156974524259567, 0.5252383947372437, -0.28953319787979126, -0.34389394521713257, 0.6397848129272461, -0.05368328094482422, 0.31621643900871277, 0.3517466187477112, 1.0105088949203491, 0.1375223696231842, 0.5319955945014954, -0.06737814098596573, 0.2531537413597107, 0.3742772936820984, -0.2928614020347595, 0.2007126361131668, 0.1306503415107727, 0.19199202954769135, -0.010092546232044697, 0.1797618567943573, 0.16657376289367676, 0.0540691576898098, 0.08022663742303848, -0.20461881160736084, 0.10034621506929398, 0.07675829529762268, 0.2690065801143646, 0.22110240161418915, 0.2663731873035431, 0.04613574221730232, 0.2522466480731964, 0.2192666232585907, -0.20572540163993835, -0.7013401389122009, 0.20445331931114197, 0.5784478783607483, -0.3856987953186035, -0.25433632731437683, 0.03011128306388855, 0.25849297642707825, -0.09209886938333511, -0.019788065925240517, 0.045994143933057785, 0.25424402952194214, -0.0067878542467951775, 0.34891876578330994, -0.07191821932792664, 0.4034660756587982, 0.33723920583724976, -0.008673182688653469, -0.47512516379356384, 0.07351728528738022, -0.20707465708255768, -0.2152572125196457, -0.44744792580604553, 0.4016982913017273, -0.13612695038318634, -0.010720239020884037, 0.468609482049942, 0.1081666499376297, 0.43662065267562866, -0.29489263892173767, 0.02200239524245262, -0.20292368531227112, -0.164474755525589, -0.15547429025173187, 0.13557256758213043, -0.17885708808898926, -0.04156523942947388, -0.20133380591869354, -0.24957717955112457, -0.12069323658943176, 0.29848146438598633, -0.09553540498018265, 0.22109834849834442, 0.33989959955215454, 0.4131322205066681, 0.42815670371055603, 0.09077121317386627, -0.3857868015766144, -0.1027732864022255, 0.1830947995185852, 0.15867234766483307, -0.23943743109703064, 0.025928501039743423, -0.2924823760986328, -0.1591448187828064, -0.2379334568977356, 0.27562785148620605, 0.18332761526107788, 0.37484079599380493, -0.11812146008014679, 0.11661277711391449, 0.030629850924015045, 0.26923149824142456, -0.07155821472406387, 0.0020019339863210917, -0.28689244389533997, -0.24077115952968597, 0.17181676626205444, -0.11200632154941559, -0.19755136966705322, 0.2022639513015747, -0.40217992663383484, 0.04451972618699074, -0.47429803013801575, 0.2755530774593353, -0.4453008472919464, 0.5374919772148132, -0.39614471793174744, -0.6233397126197815, -0.38229984045028687, 0.16730715334415436, -0.5343388915061951, 0.26994746923446655, -0.18395386636257172, -0.06014322116971016, -0.14673058688640594, -0.2720390558242798, -0.3006564676761627, -0.2602628469467163, -0.059738993644714355, 0.5680688619613647, -0.1545543521642685, 0.29102447628974915, -0.2278943657875061, 0.31444573402404785, -0.7613227367401123, 0.32314860820770264, 0.3052164614200592, 0.1223413422703743, -0.3004262447357178, -0.09625593572854996, -0.150533989071846, 0.36984220147132874, -0.09721028804779053, -0.335304319858551, -0.2213386595249176, 0.1718827188014984 ]
Original DenseNet paper: https://arxiv.org/pdf/1608.06993v3.pdf Manish Chablani https://towardsdatascience.com/densenet-2810936aeebb
DenseNet
[ -0.0991378054022789, -0.236646369099617, 0.04956183210015297, -0.1275026947259903, 0.1213061586022377, -0.07059592008590698, -0.37021222710609436, 0.031087933108210564, 0.016410520300269127, -0.0744924247264862, -0.5802065134048462, -0.06046160310506821, -0.440359890460968, 0.004971357993781567, -0.10459138453006744, 0.2775901257991791, 0.3748895823955536, 0.08062242716550827, -0.22247101366519928, -0.09734202921390533, -0.14673002064228058, -0.33331409096717834, 0.5094881653785706, 0.11039867252111435, -0.1414804309606552, -0.5009910464286804, 0.5758549571037292, -0.0007825171342119575, 0.13326945900917053, 0.25656503438949585, -0.33120566606521606, 0.4600965678691864, 0.6752061247825623, -0.2162514477968216, 0.028520140796899796, -0.25344011187553406, -0.39090394973754883, 0.2277594655752182, -0.18014322221279144, 0.12400254607200623, 0.06840137392282486, 0.30304431915283203, -0.3187549412250519, 0.6289056539535522, -0.23813249170780182, -0.2855794429779053, -1.3308618068695068, 0.43029722571372986, -0.2810188829898834, -0.10621318966150284, -0.5858415365219116, 0.4772586524486542, 0.33079490065574646, 0.3114730715751648, -0.23643919825553894, 0.1613246500492096, 0.012052732519805431, -0.4035225212574005, 0.7208239436149597, -0.07964808493852615, 0.007382601965218782, 0.2125263810157776, 0.3044078052043915, -0.010129603557288647, -0.1145954355597496, 0.0038377989549189806, 0.04765140637755394, -0.006337373051792383, -0.08989164978265762, -0.16233156621456146, 0.19389842450618744, 0.3952898681163788, 0.003362978808581829, 0.2622823417186737, 0.04146116226911545, 0.5739890933036804, 0.581007182598114, 0.2097640037536621, 0.15658052265644073, -0.1868637204170227, -0.5519465804100037, 0.0058708153665065765, 0.02736409194767475, 0.4724052846431732, 0.03601522743701935, 0.0740792453289032, -0.10027729719877243, 0.13174504041671753, -0.32870349287986755, 0.16405217349529266, -0.27106091380119324, 0.08505820482969284, 0.20680858194828033, -0.028567705303430557, 0.43475309014320374, 0.4170405864715576, 0.6506291627883911, -0.06981329619884491, 0.10664617270231247, 0.22544187307357788, -0.5464494824409485, 0.597241222858429, -0.36565101146698, -0.5361860990524292, -0.5415891408920288, 0.2060890644788742, -0.24545346200466156, -0.09953933954238892, -0.24989497661590576, 0.08423341810703278, -0.10713139921426773, 0.41851288080215454, -0.21379230916500092, -0.042877573519945145, -0.09956587851047516, 0.7354942560195923, 0.2648659646511078, -0.08813832700252533, -0.483891099691391, -0.03534265235066414, -0.2498811036348343, 0.9726090431213379, 0.3432047665119171, 0.24038533866405487, 0.047717392444610596, 0.041801609098911285, 0.15034456551074982, 0.6244759559631348, 0.31137657165527344, 0.49140384793281555, 0.5308436751365662, 0.1658858060836792, 0.058797579258680344, -0.2610500752925873, -0.08348648250102997, -0.6413760185241699, 0.017377346754074097, -0.07605835795402527, 0.28059205412864685, 0.024714885279536247, -0.09392774105072021, -0.15494410693645477, -0.09228744357824326, -0.38550442457199097, 0.14736375212669373, 0.23126856982707977, 0.08427488058805466, 0.3946433961391449, -0.5264599323272705, -0.12532556056976318, -0.431631863117218, 0.32822898030281067, -0.49203383922576904, -0.3116990327835083, -0.1684434413909912, 0.4404642581939697, 0.05382275581359863, 0.14326713979244232, -0.1572897583246231, 0.42216917872428894, -0.04864167794585228, 0.04303935542702675, -0.03177376836538315, -0.6679703593254089, 0.3064524829387665, 0.1021440178155899, 0.32305946946144104, 0.18018615245819092, 0.041824452579021454, 0.20123876631259918, 0.27270010113716125, -0.03780360519886017, 0.23598706722259521, -0.39695215225219727, 0.06970667839050293, 0.09298475831747055, -0.02245502546429634, -0.10423164069652557, 0.07739176601171494, -0.1546655148267746, -0.5303205847740173, 0.18383339047431946, 0.5413055419921875, -0.2550450265407562, -0.08622158318758011, -0.005280312150716782, 0.3003052771091461, 0.06468310952186584, 0.7637929916381836, 0.05824536085128784, -0.3151301443576813, 0.32111164927482605, 0.3882932960987091, -0.9340527653694153, 1.02302086353302, 0.39208343625068665, 0.06029210984706879, 0.5337833762168884, 0.03598611429333687, 0.10929428040981293, 0.40075284242630005, 0.02084210515022278, 0.21111544966697693, -0.14083781838417053, -0.0680236741900444, -0.03332031890749931, -0.27010735869407654, -0.15132500231266022, -0.17587484419345856, 0.04798678308725357, 0.3515758514404297, 0.11312942951917648, 0.2429678589105606, -0.2640003263950348, -0.2129778414964676, 0.0978059470653534, 0.527915358543396, 0.3179299533367157, 0.46787407994270325, 0.14515261352062225, 1.0474565029144287, -0.2890901565551758, -0.03423990681767464, 0.6042059063911438, 0.2246374487876892, 1.2413029670715332, 0.5910683274269104, -0.01780886948108673, 0.6733559966087341, 0.20556309819221497, -0.6424301266670227, -0.4001675248146057, 0.16469189524650574, -0.5374475717544556, -0.31757035851478577, 0.23005439341068268, -0.09967460483312607, -0.03700863569974899, 0.5286210775375366, -0.1309538334608078, -0.04780203476548195, 0.2603188455104828, -0.07848057150840759, -0.08764971792697906, 0.08623150736093521, 0.03849528729915619, -0.20667026937007904, 0.06139792874455452, 0.3356701135635376, 0.22709015011787415, -0.008737994357943535, 0.6734172701835632, -0.3107607960700989, -0.3834294378757477, -0.3047567903995514, 0.3690301179885864, 0.0014241121243685484, -0.2990228533744812, 0.12793833017349243, 0.8822785019874573, -0.3274006247520447, 0.04051914066076279, -0.38420310616493225, 0.3571097254753113, 0.21352331340312958, -0.7312656044960022, 0.0742393359541893, -0.6267889142036438, 0.3878425061702728, -0.14024898409843445, 0.37060627341270447, -0.36146509647369385, -0.2275095283985138, 0.05970574915409088, -0.09853135794401169, -0.7441744804382324, 0.3713410794734955, -0.12344203889369965, -0.564992368221283, -0.36419305205345154, 0.26342475414276123, 0.3362705409526825, -0.006796850357204676, 0.28216174244880676, -0.3952884078025818, -0.33356425166130066, -0.3354230523109436, 0.0052433195523917675, 0.1259465366601944, -0.1239752471446991, 0.05469796806573868, 0.4701042175292969, 0.03167010471224785, -0.48118123412132263, -0.01739451289176941, 0.7279375195503235, 0.18408389389514923, -0.06494931131601334, -0.37795397639274597, -0.008991970680654049, -0.6742479205131531, 0.2418241649866104, 0.17764218151569366, 0.19604602456092834, -0.17151284217834473, 0.30298522114753723, -0.5484868288040161, -0.035279031842947006, -6.286050796508789, 0.11369412392377853, -0.9210807681083679, -0.06481840461492538, -0.2902194857597351, -0.10534124821424484, -0.13353627920150757, -0.14186500012874603, 0.22897745668888092, -0.2818458676338196, -0.27406683564186096, -0.517277181148529, -0.4502033591270447, 0.6130841970443726, -0.08103009313344955, 0.5841017961502075, 0.2215980738401413, 0.13474701344966888, 0.8191854953765869, 0.22312478721141815, -0.6160032749176025, 0.042257823050022125, -0.10148677974939346, 0.28947553038597107, 0.6754617691040039, 0.00919827725738287, -0.5241696238517761, 0.06839220225811005, -0.46862441301345825, 0.034453462809324265, 0.19224785268306732, -0.5830824375152588, -0.5229513645172119, 0.1655389964580536, -0.5287322402000427, 0.1306091696023941, -0.18372757732868195, 0.18356184661388397, 0.11077048629522324, -0.13840645551681519, 0.16965265572071075, 0.4106663167476654, -0.1105370968580246, -0.2041710913181305, 0.35840949416160583, -0.2355366051197052, -0.340840220451355, 0.07406003028154373, 0.12418439984321594, 0.2098226100206375, -0.15332332253456116, -0.14574819803237915, 0.021151907742023468, -0.11839799582958221, -0.15314243733882904, -0.31634533405303955, 0.4668949842453003, -0.07628782838582993, -0.32284724712371826, -0.14885887503623962, 0.23953476548194885, -0.07058814913034439, -0.044328723102808, -0.5620099306106567, -0.42392489314079285, 0.08090437948703766, -0.24324533343315125, -0.6693574786186218, 0.024522319436073303, 0.079197458922863, -0.7178719639778137, 0.22393769025802612, -0.0016763871535658836, -0.7040777206420898, 0.29813888669013977, -0.9308167695999146, -0.09112352132797241, 0.056371770799160004, -0.1236078217625618, -0.00044878493645228446, -0.2575022578239441, -0.33257707953453064, -0.3093888461589813, 0.49746567010879517, 0.08922208100557327, 0.03650971129536629, 0.20777006447315216, -0.315501868724823, -0.2875293493270874, 0.5093644857406616, 0.49220770597457886, -0.17617762088775635, 0.31546416878700256, 0.1503550261259079, 0.6806179881095886, -0.007272016257047653, 0.14239729940891266, 0.7013647556304932, 0.13748887181282043, -0.44022977352142334, 0.6580373048782349, -0.2649833858013153, -0.7079841494560242, -0.8119191527366638, -0.2150188386440277, 0.3566837012767792, -0.7187007069587708, -0.06487789750099182, 0.760604977607727, 0.1483987420797348, -0.024554435163736343, -0.08580322563648224, -0.5145352482795715, -0.2636776864528656, 0.16570883989334106, 0.17097802460193634, -0.2985070049762726, 0.3616701066493988, 0.3272469639778137, 0.03840237855911255, -0.28819242119789124, -0.27497410774230957, -0.12829138338565826, 0.033939797431230545, 0.5325668454170227, -0.12564675509929657, -0.06222369894385338, 0.26434871554374695, 0.3284376263618469, -0.16978895664215088, 0.3841744065284729, 0.13853110373020172, -0.4110000729560852, 0.1263379603624344, 0.07936422526836395, -0.18285170197486877, 0.03065674379467964, -0.3221704959869385, 0.265205442905426, -0.3071191608905792, 0.35512933135032654, 0.156905859708786, -0.11311182379722595, 0.053625158965587616, 0.7018466591835022, 0.04895682632923126, 0.16596989333629608, 0.06233777850866318, -0.22959452867507935, 0.1049756184220314, 0.5344477891921997, -0.12075001746416092, 0.2843790650367737, -0.13144563138484955, -0.17601874470710754, 0.04515348747372627, 0.33384251594543457, 0.12194079905748367, -0.3149276673793793, -0.23570995032787323, 0.19673943519592285, -0.28626349568367004, -0.7018168568611145, 0.17626971006393433, 0.18269716203212738, -0.4514317810535431, -0.5848162174224854, -0.12574100494384766, -0.27846819162368774, 0.0458330363035202, -0.13106408715248108, -0.10360627621412277, 0.03896717354655266, 0.171488955616951, 0.22038188576698303, -0.013399933464825153, 0.34966808557510376, -0.15462766587734222, 0.04899981990456581, 0.42817509174346924, -0.3032260537147522, -0.5691896677017212, -0.5174256563186646, 0.8546848297119141, 0.7925786972045898, -0.23620650172233582, 0.4071846008300781, 0.39151808619499207, -0.0011577496770769358, 0.10732366144657135, 0.2573014795780182, 0.07995449751615524, 0.07949870824813843, 0.4121232330799103, 0.09014973044395447, -0.48412686586380005, 0.5619823932647705, -0.08596763014793396, -0.14030691981315613, -0.47183412313461304, 0.06973274052143097, 0.378015398979187, -0.462613046169281, 0.41035446524620056, 0.2925299108028412, -0.0896962434053421, -0.22669349610805511, -0.0729529932141304, 0.03555101156234741, 0.20080366730690002, -0.07851510494947433, -0.19109416007995605, 0.12801271677017212, -0.2169027328491211, 0.5697590112686157, 0.35208791494369507, -0.6067216992378235, -0.11506719142198563, -0.01905718259513378, -0.1959613710641861, -0.1961364597082138, -0.5180865526199341, 0.1769706755876541, -0.32420647144317627, 0.05790073797106743, 0.3677268922328949, 0.568723201751709, -0.18011456727981567, 0.06220598146319389, 0.17079392075538635, 0.14744064211845398, -0.3773021101951599, 0.24509167671203613, 0.3628597557544708, -0.27441442012786865, -0.2712589204311371, -0.3285885751247406, 0.517684280872345, 0.1114676371216774, -0.6698423027992249, -0.5865707993507385, -0.16423743963241577, -0.3767266273498535, -0.35131874680519104, -0.2875984013080597, 0.32882484793663025, -0.007264148443937302, -0.0723089724779129, -0.28022828698158264, -0.044171396642923355, 0.09807609766721725, -0.5647338628768921, -0.3861222267150879, -0.3055708110332489, 0.7795360684394836, 0.04634154215455055, 0.2031242400407791, -0.3591439127922058, -0.26715517044067383, 0.10073376446962357, -0.04746287688612938, -0.3686472773551941, -0.2775315046310425, 0.5170872807502747, -0.3498701751232147, -0.26212266087532043, 0.054068341851234436, -0.40195128321647644, -0.024406276643276215, -0.4207884669303894, -0.8344148397445679, -0.20247144997119904, -0.2355118840932846, 0.3285694122314453, -0.5335167050361633, -0.03175453096628189, -0.026223074644804, 0.2450571358203888, -0.6039831638336182, -0.3476679027080536, -0.5323581695556641, -0.28591275215148926, 0.27721166610717773, 0.0967572033405304, -0.40835413336753845, -0.19230346381664276, -0.2366964966058731, 0.3764355778694153, -0.04171343147754669, 0.2529342770576477, -0.6236163973808289, 0.23627503216266632, -0.15782620012760162, -0.6999183297157288, -0.33911237120628357, 0.03222905099391937, 0.1389874368906021, 0.03525467589497566, -0.36103448271751404, -0.21518588066101074, 0.15209715068340302, 0.3011050224304199, 0.6640692353248596, -0.14418935775756836, 0.42952802777290344, 0.6479917168617249, -0.24060587584972382, -0.1788134127855301, 0.139524444937706, -0.4625779390335083, 0.19038692116737366, 0.09472977370023727, 0.4325787127017975, 0.6057116985321045, -0.5519387722015381, -0.09944095462560654, -0.12780405580997467, 0.24774183332920074, -0.20470842719078064, 0.10077828913927078, -0.04342192783951759, 0.012274832464754581, 0.23666293919086456, -0.3130720257759094, -0.23320597410202026, 0.50249844789505, -0.2571890354156494, 0.030041955411434174, -0.12097978591918945, 0.6266326308250427, 0.06482358276844025, 0.06645622104406357, -0.5419868230819702, 0.25295987725257874, 0.5269181132316589, -0.1499558538198471, 0.14465990662574768, -0.3760398030281067, -0.04131772741675377, -0.12905631959438324, 0.46469545364379883, 0.21316702663898468, -0.08639197051525116, -0.007516796234995127, -0.6452867388725281, 0.15332749485969543, 0.1724865585565567, 0.6306516528129578, -0.03346628323197365, 0.34951290488243103, 0.2746853828430176, 0.16773580014705658, 0.5128253698348999, -0.1153005063533783, -0.48958122730255127, -0.38092610239982605, 0.5372869372367859, -0.3530811667442322, 0.2841222584247589, 0.19679218530654907, 0.156853586435318, 0.16572865843772888, 0.2541734278202057, 0.06096024811267853, 0.17984801530838013, 0.28361526131629944, 0.37692520022392273, 0.011647220700979233, 0.24546422064304352, 0.00844841543585062, -0.3753765821456909, -0.20638494193553925, -0.3042818605899811, 0.33032143115997314, -0.1395997703075409, -0.04096812754869461, -0.18637435138225555, -0.10190951824188232, -0.0007713135564699769, 0.2605327367782593, 0.013158811256289482, -0.10905089229345322, -0.300533652305603, 0.07211922854185104, 0.21345674991607666, -0.18187834322452545, 0.11797084659337997, 0.4559641182422638, -0.463484525680542, 0.3191593587398529, -0.30415424704551697, -0.05463983118534088, -0.027110479772090912, 0.32341471314430237, 0.03623669221997261, 0.2756025791168213, -0.2877885103225708, 0.21820813417434692, 0.6648986339569092, 0.044794850051403046, 0.09451872110366821, -0.2089303433895111, 0.28367704153060913, 0.2541031539440155, -0.02826189436018467, -0.48147329688072205, -0.18534661829471588, -0.22127750515937805, -0.47698915004730225, -0.04272955283522606, -0.0065367696806788445, 0.1332828551530838, -0.43588075041770935, -0.00832437165081501, 0.1916123628616333, 0.3518516421318054, 0.016853537410497665, 0.1496109515428543, -0.4102194011211395, -0.17095471918582916, 0.02170039527118206, -0.19196683168411255, 0.1486397534608841, 0.12588267028331757, 0.25919094681739807, 0.21528568863868713, -0.21635004878044128, 0.000309023103909567, -0.09464788436889648, 0.08687915652990341, 0.1632240116596222, -0.5234225988388062, -0.07651304453611374, 0.5248645544052124, -0.19446302950382233, -0.12629581987857819, 0.37550225853919983, -0.17487455904483795, -0.2527450919151306, -0.40741798281669617, -0.39065298438072205, -0.3687101900577545, -0.3525942862033844, 0.5741485357284546, -0.3298453986644745, 0.09292733669281006, -0.18136537075042725, -0.320423424243927, -0.5400534272193909, 0.4840856194496155, 0.2066795974969864, 0.05111892893910408, -0.1157441958785057, -0.32924604415893555, -0.21610434353351593, 0.6508643627166748, -0.34596115350723267, -0.1858777403831482, -0.17208337783813477, -0.15214285254478455 ]
Learn how to deploy your model to production Francesco Zuppichini https://towardsdatascience.com/deploy-tensorflow-models-9813b5a705d5
Deploy TensorFlow models
[ -0.055026501417160034, -0.18511232733726501, 0.5768365859985352, -0.050250135362148285, 0.06914784014225006, 0.2025396078824997, -0.3602195978164673, -0.18644219636917114, -0.251690536737442, -0.3040454089641571, -0.4206801652908325, 0.32470831274986267, -0.15536950528621674, 0.07194358855485916, 0.04643942415714264, 0.35429638624191284, -0.13020555675029755, 0.09777335077524185, -0.09737351536750793, 0.029783252626657486, -0.22504307329654694, -0.43253853917121887, 0.4258398711681366, -0.07349517196416855, -0.14718063175678253, -0.39095649123191833, 0.5204653739929199, 0.4547659456729889, -0.48367616534233093, 0.18432623147964478, -0.14685240387916565, 0.722409188747406, -0.12206249684095383, -0.022478751838207245, -0.6573556661605835, -0.07754965126514435, -0.22810710966587067, -0.2181003987789154, -0.3513942062854767, -0.30698978900909424, -0.13941410183906555, 0.11980689316987991, -0.22441008687019348, 0.44162169098854065, 0.20414994657039642, -0.292351096868515, -1.6120699644088745, -0.39683961868286133, -0.7131305932998657, -0.10406679660081863, -0.5495988726615906, 0.7743316292762756, -0.14872726798057556, 0.05016328766942024, -0.5487481951713562, 0.0417555496096611, 0.0572245828807354, -0.27717697620391846, 0.36830687522888184, -0.42580363154411316, -0.06400769203901291, 0.3594454824924469, -0.061835817992687225, 0.34768232703208923, 0.15543349087238312, 0.04730801284313202, 0.2636442184448242, 0.37600281834602356, -0.0888710767030716, -0.08886130899190903, -0.19705362617969513, 0.5320743322372437, 0.05382167175412178, 0.17316819727420807, 0.20132318139076233, 0.05651509389281273, -0.05676587298512459, 0.24469523131847382, 0.12801195681095123, 0.34919655323028564, 0.18941207230091095, -0.2860456109046936, 0.47879859805107117, -0.25334906578063965, 0.3478985130786896, -0.057237859815359116, 0.17494508624076843, 0.0409385971724987, -0.578106701374054, 0.4061639606952667, -0.4586206078529358, -0.3760603070259094, 0.45607852935791016, 0.2583973705768585, 0.5199514031410217, 0.37493452429771423, 0.2185536026954651, 0.45663389563560486, -0.4438677132129669, 0.46905168890953064, -0.21758100390434265, 0.5265896320343018, -0.5112251043319702, -0.2988378405570984, -0.21031004190444946, 0.0772605761885643, -0.606221616268158, -0.40198665857315063, -0.7046219706535339, 0.3294069468975067, -0.22074061632156372, -0.1867828518152237, 0.07470730692148209, -0.01849103905260563, -0.10247823596000671, 0.7010416388511658, 0.1562739759683609, -0.015019029378890991, -0.3698001205921173, -0.24462182819843292, 0.41084054112434387, 0.9538858532905579, 0.10019659250974655, 0.0724337249994278, 0.06232694536447525, -0.04078388586640358, 0.10168775171041489, 0.1080760508775711, 0.05830104276537895, 0.6864351034164429, 0.31174302101135254, 0.34212809801101685, -0.03821606561541557, -0.08545026928186417, 0.26007261872291565, -0.8125964999198914, -0.33078524470329285, 0.2388162910938263, 0.3689974844455719, -0.07589216530323029, -0.07671957463026047, 0.39236071705818176, -0.42485731840133667, -0.16207394003868103, 0.1595303863286972, 0.11504857242107391, 0.031705472618341446, 0.20655541121959686, -0.36107689142227173, 0.11404681950807571, -0.467279314994812, 0.43146106600761414, -0.7156535983085632, -0.01905214600265026, 0.11090809106826782, 0.6302046775817871, 0.3285973072052002, -0.2492513358592987, 0.4720214009284973, 0.16723284125328064, 0.07159242033958435, 0.5204930901527405, -0.28194496035575867, -0.25796425342559814, 0.3923323154449463, -0.3301212191581726, -0.0051987310871481895, -0.14698371291160583, -0.0773724690079689, -0.2599884569644928, -0.1741429716348648, 0.1447228193283081, 0.11472290754318237, 0.11583522707223892, 0.4425204396247864, 0.25435054302215576, 0.9373841285705566, -0.13344509899616241, 0.4248693883419037, 0.1890813112258911, -0.5320878028869629, -0.0048313927836716175, 0.6197959780693054, -0.2089061588048935, 0.6020491123199463, -0.2738674283027649, 0.3076283633708954, 0.20967017114162445, 0.4299681484699249, -0.10380584746599197, -0.29638367891311646, -0.34725773334503174, 0.5110918283462524, -0.6995852589607239, 0.32635003328323364, 0.09184131771326065, -0.46960845589637756, 0.8479748368263245, 0.22988928854465485, 0.1642708033323288, 0.07763779908418655, 0.22461475431919098, -0.07066262513399124, -0.001358891255222261, 0.27869823575019836, -0.32389068603515625, 0.03872887045145035, -0.2479615956544876, -0.2039986401796341, 0.24912624061107635, 0.34144097566604614, -0.09774983674287796, -0.09940028935670853, -0.8800278902053833, -0.06689191609621048, -0.2799510359764099, 0.12719984352588654, 0.21938566863536835, -0.25819826126098633, 0.3024267554283142, 1.2419075965881348, -0.03572739660739899, -0.2512330114841461, 0.3469245135784149, 0.019080875441432, 0.6779845356941223, -0.001728857634589076, -0.31461960077285767, 0.2224416434764862, 0.2765483558177948, -0.33378660678863525, -0.14578014612197876, -0.09367544949054718, -0.5491152405738831, -0.6385188102722168, 0.17252667248249054, -0.03157253563404083, 0.009090801700949669, -0.13988454639911652, 0.02426460012793541, 0.19565068185329437, 0.3597061038017273, -0.6459786891937256, 0.3561904728412628, 0.18714353442192078, -0.14283180236816406, 0.1304522156715393, 0.1565817892551422, -0.2508631646633148, -0.124386265873909, 0.11657574772834778, 0.1322830766439438, -0.21075215935707092, -0.3218733072280884, -0.0006549216923303902, -0.1912049949169159, -0.35566824674606323, -0.12555551528930664, -0.49236005544662476, 0.6949697732925415, -0.10784398764371872, 0.2209373265504837, -0.514829158782959, 0.6377418041229248, 0.21591076254844666, -0.4166666865348816, 0.22289332747459412, -0.4409852623939514, 0.08669654279947281, 0.2638152241706848, 0.16736479103565216, 0.0335657000541687, 0.047318872064352036, 0.18197233974933624, 0.42790576815605164, -0.5641968250274658, 0.01944204978644848, -0.04024956375360489, -0.6076844930648804, -0.4346364140510559, 0.5236639976501465, 0.4196825325489044, 0.2538434863090515, 0.241603285074234, -0.3170909285545349, -0.2643967270851135, -0.4514685273170471, 0.1839650571346283, -0.4582790434360504, -0.14708276093006134, -0.393499493598938, -0.04312242195010185, -0.0543283186852932, 0.002178814494982362, -0.686762809753418, 0.15048076212406158, 0.06515444815158844, -0.21137735247612, -0.21653921902179718, 0.0424576960504055, -0.7759673595428467, 0.2965817451477051, 0.4718898832798004, -0.12538336217403412, 0.04711390659213066, -0.36636656522750854, -0.4109778106212616, -0.24607768654823303, -6.118656635284424, 0.1161937564611435, -0.7929099202156067, 0.016023749485611916, -0.25117361545562744, -0.14984527230262756, 0.003981937188655138, 0.12194504588842392, 0.6750497221946716, -0.2983916401863098, -0.48414862155914307, -0.1480373740196228, -0.22648388147354126, 0.23938727378845215, -0.15025286376476288, 0.5777116417884827, 0.7662751078605652, 0.5575158596038818, 0.504179835319519, 0.44044196605682373, -0.38497114181518555, 0.04554060474038124, -0.3180473744869232, 0.12137801945209503, 0.4689731001853943, -0.286813348531723, -0.992206871509552, 0.8129889369010925, -0.5918769836425781, -0.02747431956231594, 0.233794167637825, -0.07489868253469467, -0.8337920308113098, 0.34118887782096863, -0.3669481873512268, -0.034639764577150345, -0.24525859951972961, 0.18702910840511322, 0.2856939733028412, -0.7959111928939819, 0.22816017270088196, 0.12369712442159653, -0.373869389295578, -0.32463887333869934, 0.5339758396148682, -0.646033763885498, -0.134470596909523, 0.5664210319519043, 0.25367245078086853, 0.20439794659614563, 0.18800240755081177, -0.29758551716804504, 0.44677993655204773, 0.06829248368740082, -0.07708999514579773, -0.5677288770675659, 0.46916672587394714, 0.5462324619293213, 0.04647815600037575, 0.8164120316505432, 0.0625179186463356, -0.40982455015182495, -0.2413138598203659, -0.7704017162322998, -0.7150753736495972, -0.10903405398130417, -0.6261128783226013, -0.15822187066078186, -0.11367398500442505, 0.2848620116710663, -0.952057957649231, 0.8283329010009766, -0.33078595995903015, -0.8022246360778809, 0.7031843066215515, -0.37938088178634644, -0.11353947967290878, -0.07301871478557587, 0.19684547185897827, -0.23358698189258575, -0.5445600152015686, -0.6201122999191284, 0.26510488986968994, -0.026261385530233383, 0.004911163821816444, 0.6232019066810608, 0.6692140698432922, 0.38156062364578247, -0.1823677122592926, 0.141293004155159, 0.34238573908805847, -0.3204859495162964, 0.6860662698745728, -0.09369897097349167, -0.023521840572357178, -0.15689793229103088, 0.07334230840206146, 0.3342300355434418, -0.32449641823768616, -0.6627243757247925, 0.09181449562311172, -0.4404163658618927, -0.7551875114440918, -0.39377516508102417, 0.06153520196676254, -0.012162274681031704, -0.21641872823238373, -0.13983279466629028, 0.6971903443336487, 0.4490993618965149, 0.07966453582048416, 0.648052990436554, -0.4375745952129364, -0.14218230545520782, 0.4910038709640503, 0.23620350658893585, -0.6270993947982788, -0.02107289619743824, 0.3902646005153656, 0.29725778102874756, -0.02001933939754963, -0.15418855845928192, -0.11331521719694138, 0.14961211383342743, 0.692984938621521, 0.13553571701049805, -0.023120542988181114, 0.3169179856777191, 0.3267325162887573, -0.014601041562855244, 0.47998106479644775, 0.2905794680118561, -0.22948865592479706, 0.2765973210334778, 0.42668870091438293, -0.16779720783233643, 0.02091860957443714, -0.15125609934329987, 0.34006309509277344, -0.43702611327171326, 0.5840840935707092, 0.36305153369903564, 0.0030018091201782227, -0.1237826868891716, 0.10803718864917755, 0.003556715091690421, -0.36058250069618225, 0.8454799056053162, -0.3404567539691925, 0.1656663417816162, 0.44428694248199463, -0.24349531531333923, -0.4074482321739197, -0.25415563583374023, -0.14202271401882172, 0.05776403471827507, 0.016509229317307472, 0.05691828206181526, 0.5625088214874268, -0.6634209752082825, 0.2566673755645752, 0.08848773688077927, -0.4024030864238739, 0.1410454511642456, 0.16892702877521515, 0.08131963759660721, -0.2026156336069107, -0.28609421849250793, -0.1982477754354477, 0.4866276979446411, -0.1962025761604309, -0.3043835461139679, -0.6304631233215332, -0.5024797320365906, 0.3796366751194, -0.13508008420467377, 0.5527731776237488, 0.02623213641345501, 0.23397515714168549, 0.7684000730514526, 0.15044184029102325, -0.06901383399963379, -0.31523454189300537, 0.3109390437602997, 0.27919238805770874, -0.05997682362794876, -0.11616873741149902, 0.1449602246284485, -0.17444099485874176, -0.37077921628952026, 0.16191807389259338, 0.15770292282104492, -0.32695522904396057, 0.05979883298277855, 0.2539726495742798, -0.6181439757347107, 0.323988139629364, 0.540749192237854, -0.31939369440078735, -0.31600502133369446, -0.1907091736793518, 0.6717853546142578, -0.554241418838501, 0.8206626176834106, 0.20968209207057953, -0.08788447827100754, 0.21443168818950653, -0.1332291215658188, 0.1308475285768509, -0.10409997403621674, -0.26892200112342834, -0.536955714225769, 0.049861956387758255, -0.21642012894153595, 0.09170500934123993, 0.06147836893796921, -0.2459287792444229, -0.582003116607666, -0.060149408876895905, 0.33546748757362366, -0.5730469822883606, -0.5008209347724915, 0.09968513250350952, -0.10892050713300705, 0.09718701243400574, 0.12986193597316742, 0.5784030556678772, -0.10248629003763199, 0.026835834607481956, -0.08764352649450302, 0.4225921332836151, -0.4874778985977173, 0.2134356051683426, 0.5601828694343567, 0.0031824177131056786, 0.27546703815460205, -0.13328450918197632, 0.2820885479450226, 0.28658249974250793, -0.6662387251853943, -0.21522459387779236, 0.42302337288856506, -0.38046520948410034, -0.49134308099746704, -0.06313606351613998, 0.09472960233688354, -0.02944931946694851, 0.02895715832710266, -0.4556821882724762, 0.4659128189086914, 0.25142303109169006, -0.33620816469192505, -0.6784029603004456, -0.2675950229167938, 0.5525733232498169, 0.11386346071958542, -0.04711710289120674, -0.24726174771785736, -0.4398002624511719, -0.017670543864369392, 0.12326287478208542, 0.49366796016693115, -0.25449633598327637, 0.28633713722229004, -0.24229896068572998, 0.43227821588516235, -0.03568388894200325, -0.43690159916877747, 0.040655989199876785, -0.6085007190704346, -0.9123386144638062, 0.06310221552848816, -0.5782890915870667, 0.6139544248580933, -0.12265398353338242, 0.14690974354743958, 0.09324486553668976, 0.10554951429367065, -0.03590324893593788, -0.31444016098976135, -0.3161923289299011, -0.19387774169445038, 0.4254878759384155, 0.1602848917245865, -0.014304174110293388, -0.0007913818117231131, -0.16889871656894684, 0.38991522789001465, -0.017102040350437164, 0.36471351981163025, -0.37766385078430176, 0.4348093271255493, -0.10246842354536057, -0.5795130729675293, -0.45769423246383667, 0.566999614238739, 0.6756754517555237, -0.28413474559783936, -0.6603372693061829, 0.24508921802043915, 0.2441229671239853, 0.9880685210227966, 0.4962310194969177, -0.3377825915813446, 0.3152148425579071, 0.23438197374343872, -0.41662946343421936, -0.12226397544145584, 0.25453126430511475, -0.2799094021320343, -0.07736434042453766, -0.2908245623111725, 0.6063300967216492, 0.3749321699142456, -0.4136851727962494, -0.1570606380701065, -0.16576315462589264, 0.31360307335853577, -0.030060620978474617, -0.07632630318403244, 0.016262441873550415, -0.43907150626182556, 0.035526588559150696, -0.5579730272293091, -0.0021503425668925047, 0.7600479125976562, -0.33391809463500977, 0.021974507719278336, -0.2705494463443756, 0.4090815782546997, 0.08723840117454529, 0.44592610001564026, -0.6034541726112366, -0.1414071023464203, -0.2352403849363327, -0.14117249846458435, 0.678554356098175, 0.24250935018062592, 0.07248742133378983, -0.2823701798915863, 0.2461705356836319, 0.064005546271801, 0.11127232015132904, 0.0259428508579731, -0.29337406158447266, -0.0552777498960495, -0.2908223569393158, 0.72838294506073, -0.05362778902053833, 0.1311575025320053, 0.08660256862640381, 0.0671556293964386, 0.15015539526939392, -0.3022799789905548, -0.2053140103816986, -0.7566201686859131, 0.1658259481191635, -0.00602908618748188, -0.014316685497760773, 0.5182821750640869, 0.20770497620105743, 0.3602859079837799, 0.4540783762931824, -0.04025401920080185, 0.040924329310655594, -0.0768623948097229, 0.7906661629676819, 0.07206116616725922, 0.15071502327919006, 0.5269477367401123, -0.45506972074508667, 0.10725977271795273, -0.03464692085981369, 0.5272561311721802, 0.1396772414445877, -0.35137709975242615, 0.19364672899246216, 0.030435672029852867, 0.18139109015464783, 0.8596137762069702, -0.336848646402359, 0.37013715505599976, -0.45138606429100037, 0.16368257999420166, 0.03774714469909668, 0.07003466784954071, 0.195632204413414, 0.5020554661750793, 0.004397167824208736, 0.21490846574306488, -0.21645379066467285, 0.09162649512290955, -0.25547003746032715, 0.22189730405807495, -0.44341424107551575, -0.33896970748901367, -0.23537862300872803, 0.25073474645614624, 0.32424354553222656, 0.2400549203157425, 0.10398329794406891, -0.09098780900239944, -0.08857262134552002, 0.5609138607978821, 0.14057402312755585, -0.38626882433891296, -0.3396156430244446, 0.16078604757785797, -0.6413618326187134, 0.1128808781504631, -0.061566051095724106, 0.11578027158975601, -0.3611886203289032, 0.25878408551216125, -0.3847704827785492, 0.15901930630207062, 0.23688216507434845, 0.4164414405822754, -0.17563669383525848, -0.7630975842475891, -0.017528001219034195, -0.40209510922431946, 0.28347381949424744, 0.07716292142868042, 0.10150326043367386, 0.2838065028190613, -0.2960147559642792, 0.23786136507987976, -0.2032441794872284, 0.5041183233261108, -0.19424068927764893, -0.1511397808790207, -0.11731061339378357, 0.3715679347515106, -0.649782121181488, 0.011885068379342556, 0.026707155629992485, -0.3623301684856415, 0.25235995650291443, -0.09002989530563354, 0.02705644629895687, -0.1421857476234436, -0.16546961665153503, 0.19242706894874573, -0.20093442499637604, 0.15186604857444763, -0.7377126216888428, -0.07700449228286743, -0.4456190764904022, 0.5187469124794006, 0.01823396235704422, 0.08380667120218277, 0.07773192226886749, -0.39371588826179504, -0.3093765676021576, 0.31006696820259094, -0.24615198373794556, -0.5000001192092896, -0.17830458283424377, -0.47062450647354126 ]