data-scientist-slm-1m / tokenizer.json
sathishphdai's picture
Upload folder using huggingface_hub
33e5880 verified
{
"version": "1.0",
"truncation": null,
"padding": null,
"added_tokens": [
{
"id": 0,
"content": "<pad>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 1,
"content": "<unk>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 2,
"content": "<bos>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 3,
"content": "<eos>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 4,
"content": "<|system|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 5,
"content": "<|user|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
},
{
"id": 6,
"content": "<|assistant|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
}
],
"normalizer": null,
"pre_tokenizer": {
"type": "ByteLevel",
"add_prefix_space": false,
"trim_offsets": true,
"use_regex": true
},
"post_processor": {
"type": "TemplateProcessing",
"single": [
{
"SpecialToken": {
"id": "<bos>",
"type_id": 0
}
},
{
"Sequence": {
"id": "A",
"type_id": 0
}
},
{
"SpecialToken": {
"id": "<eos>",
"type_id": 0
}
}
],
"pair": [
{
"SpecialToken": {
"id": "<bos>",
"type_id": 0
}
},
{
"Sequence": {
"id": "A",
"type_id": 0
}
},
{
"SpecialToken": {
"id": "<eos>",
"type_id": 0
}
},
{
"SpecialToken": {
"id": "<bos>",
"type_id": 1
}
},
{
"Sequence": {
"id": "B",
"type_id": 1
}
},
{
"SpecialToken": {
"id": "<eos>",
"type_id": 1
}
}
],
"special_tokens": {
"<bos>": {
"id": "<bos>",
"ids": [
2
],
"tokens": [
"<bos>"
]
},
"<eos>": {
"id": "<eos>",
"ids": [
3
],
"tokens": [
"<eos>"
]
}
}
},
"decoder": {
"type": "ByteLevel",
"add_prefix_space": true,
"trim_offsets": true,
"use_regex": true
},
"model": {
"type": "BPE",
"dropout": null,
"unk_token": "<unk>",
"continuing_subword_prefix": null,
"end_of_word_suffix": null,
"fuse_unk": false,
"byte_fallback": false,
"ignore_merges": false,
"vocab": {
"<pad>": 0,
"<unk>": 1,
"<bos>": 2,
"<eos>": 3,
"<|system|>": 4,
"<|user|>": 5,
"<|assistant|>": 6,
"(": 7,
")": 8,
",": 9,
"-": 10,
".": 11,
"/": 12,
"1": 13,
"2": 14,
"4": 15,
":": 16,
"?": 17,
"A": 18,
"B": 19,
"C": 20,
"D": 21,
"E": 22,
"F": 23,
"G": 24,
"H": 25,
"I": 26,
"J": 27,
"K": 28,
"L": 29,
"M": 30,
"N": 31,
"O": 32,
"P": 33,
"Q": 34,
"R": 35,
"S": 36,
"T": 37,
"U": 38,
"V": 39,
"W": 40,
"_": 41,
"a": 42,
"b": 43,
"c": 44,
"d": 45,
"e": 46,
"f": 47,
"g": 48,
"h": 49,
"i": 50,
"j": 51,
"k": 52,
"l": 53,
"m": 54,
"n": 55,
"o": 56,
"p": 57,
"q": 58,
"r": 59,
"s": 60,
"t": 61,
"u": 62,
"v": 63,
"w": 64,
"x": 65,
"y": 66,
"z": 67,
"Ċ": 68,
"Ġ": 69,
"in": 70,
"es": 71,
"Ġa": 72,
"en": 73,
"ti": 74,
"Ġt": 75,
"on": 76,
"er": 77,
"Ġc": 78,
"Ġth": 79,
"nd": 80,
"re": 81,
"ing": 82,
"pr": 83,
"al": 84,
"st": 85,
"or": 86,
"le": 87,
"Ġpr": 88,
"at": 89,
"ent": 90,
"Ġm": 91,
"si": 92,
"Ġand": 93,
"Ġin": 94,
"ac": 95,
"tion": 96,
"tic": 97,
"Ġd": 98,
"Ġs": 99,
"an": 100,
"is": 101,
"Ġf": 102,
"om": 103,
"Ġre": 104,
"Ġcon": 105,
"Ġe": 106,
"ci": 107,
"th": 108,
"Ġthe": 109,
"ve": 110,
"ol": 111,
"ar": 112,
"Ġo": 113,
"Ġb": 114,
"Ġprac": 115,
"Ġw": 116,
"Ġto": 117,
"ment": 118,
"ab": 119,
"ly": 120,
"ation": 121,
"ce": 122,
"et": 123,
"Ġap": 124,
"Ġpractic": 125,
"res": 126,
"ess": 127,
"sion": 128,
"enti": 129,
"Ġde": 130,
"ul": 131,
"os": 132,
"im": 133,
"Ġpro": 134,
"pro": 135,
"ĠS": 136,
"ata": 137,
"ec": 138,
"ese": 139,
"ork": 140,
"ic": 141,
"ts": 142,
"ui": 143,
"Ġare": 144,
"Ġthese": 145,
"Ġh": 146,
"ds": 147,
"sta": 148,
"Ġthat": 149,
"ut": 150,
"ach": 151,
"Ġcom": 152,
"Ġof": 153,
"od": 154,
"Ġle": 155,
"ĠT": 156,
"Data": 157,
"Ġim": 158,
"per": 159,
"ĠData": 160,
"Ġappro": 161,
"Ġapproach": 162,
"und": 163,
"cienti": 164,
"ĠScienti": 165,
"Ġarea": 166,
"ĠScientist": 167,
"ff": 168,
"pl": 169,
"ore": 170,
"ver": 171,
"Ġcont": 172,
"ter": 173,
"ur": 174,
"us": 175,
"ith": 176,
"li": 177,
"Ġthis": 178,
"Ġwith": 179,
"com": 180,
"hi": 181,
"able": 182,
"Ġen": 183,
"ple": 184,
"stand": 185,
"Ġac": 186,
"ke": 187,
"cess": 188,
"Ġbet": 189,
"est": 190,
"ate": 191,
"Ġconsi": 192,
"als": 193,
"Ġma": 194,
"am": 195,
"Ġis": 196,
"Ġwork": 197,
"de": 198,
"iz": 199,
"Ġfor": 200,
"as": 201,
"el": 202,
"fes": 203,
"Ġpractices": 204,
"fession": 205,
"Ġme": 206,
"og": 207,
"ning": 208,
"xper": 209,
"ow": 210,
"ge": 211,
"ain": 212,
"tive": 213,
"arning": 214,
"Ġres": 215,
"Ġsu": 216,
"Ġlearning": 217,
"ous": 218,
"Ġresul": 219,
"ies": 220,
"ding": 221,
"qui": 222,
"Ġrequi": 223,
"ations": 224,
"ost": 225,
"ros": 226,
"stent": 227,
"Ġconsistent": 228,
"Ġout": 229,
"Ġresults": 230,
"ew": 231,
"fessionals": 232,
"Ġexper": 233,
"comes": 234,
"ross": 235,
"Ġoutcomes": 236,
"ir": 237,
"ance": 238,
"Ġeff": 239,
"ence": 240,
"Ġbetter": 241,
"ĠTh": 242,
"ri": 243,
"ant": 244,
"Ġse": 245,
"op": 246,
"orm": 247,
"Ġsy": 248,
"tical": 249,
"olv": 250,
"inci": 251,
"Ġprinci": 252,
"ccess": 253,
"inu": 254,
"ples": 255,
"Ġprinciples": 256,
"Ġsc": 257,
"lop": 258,
"Ġess": 259,
"ential": 260,
"Ġessential": 261,
"form": 262,
"Ġcontinu": 263,
"Ġfr": 264,
"ort": 265,
"velop": 266,
"Ġdevelop": 267,
"Ġp": 268,
"Ġtheir": 269,
"Ġsi": 270,
"Ġmeth": 271,
"ĠM": 272,
"Ġeffec": 273,
"erstand": 274,
"Ġworking": 275,
"Ġsuccess": 276,
"Ġev": 277,
"Ġca": 278,
"Ġn": 279,
"ay": 280,
"hip": 281,
"Ġpractical": 282,
"se": 283,
"Ġprofessionals": 284,
"Ġund": 285,
"Ġunderstand": 286,
"Ġl": 287,
"Ġk": 288,
"Ġcre": 289,
"Ġmore": 290,
"it": 291,
"lu": 292,
"Ġg": 293,
"olving": 294,
"Ġta": 295,
"Ġcomp": 296,
"Ġrequires": 297,
"now": 298,
"Ġknow": 299,
"Ġon": 300,
"Ġan": 301,
"pt": 302,
"led": 303,
"sions": 304,
"aly": 305,
"ors": 306,
"Ġanaly": 307,
"ine": 308,
"Ġinc": 309,
"Ġinclu": 310,
"Ġconsistently": 311,
"ers": 312,
"olog": 313,
"odolog": 314,
"Ġmethodolog": 315,
"Ġcontinuous": 316,
"lying": 317,
"plying": 318,
"sis": 319,
"Ġapplying": 320,
"Ġanalysis": 321,
"ed": 322,
"port": 323,
"ols": 324,
"Ġpractice": 325,
"Ġeffective": 326,
"rent": 327,
"urrent": 328,
"Ġtools": 329,
"orks": 330,
"amew": 331,
"Ġframew": 332,
"Ġframeworks": 333,
"Wh": 334,
"ience": 335,
"Ġknowled": 336,
"Ġknowledge": 337,
"act": 338,
"Ġdom": 339,
"Ġdomain": 340,
"Ġmost": 341,
"lab": 342,
"ering": 343,
"fic": 344,
"Ġind": 345,
"labor": 346,
"oder": 347,
"king": 348,
"ament": 349,
"Ġfund": 350,
"Ġfundament": 351,
"plement": 352,
"Ġimplement": 353,
"ments": 354,
"abl": 355,
"ĠI": 356,
"tional": 357,
"ven": 358,
"odern": 359,
"Ġmethodologies": 360,
"Ġlea": 361,
"Ġleads": 362,
"un": 363,
"ates": 364,
"When": 365,
"gn": 366,
"Ġreli": 367,
"veral": 368,
"Ġseveral": 369,
"Ġreliable": 370,
"pen": 371,
"Ġrec": 372,
"asi": 373,
"standar": 374,
"ĠModern": 375,
"ma": 376,
"Ġke": 377,
"Ġkey": 378,
"Ġstandar": 379,
"Ġstandards": 380,
"Ġapproaches": 381,
"ust": 382,
"eam": 383,
"eams": 384,
"Ġdeci": 385,
"ures": 386,
"ollabor": 387,
"ex": 388,
"ste": 389,
"ang": 390,
"Ġsyste": 391,
"Ġcurrent": 392,
"Ġcontex": 393,
"tition": 394,
"Ġcollabor": 395,
"Ġpractition": 396,
"Ġpractitioners": 397,
"eten": 398,
"Ġcompeten": 399,
"gan": 400,
"ganiz": 401,
"ganizations": 402,
"ari": 403,
"niz": 404,
"ĠC": 405,
"ogniz": 406,
"Ġrecogniz": 407,
"Ġcollaboration": 408,
"portant": 409,
"Ġdi": 410,
"matic": 411,
"Ġsystematic": 412,
"ble": 413,
"ful": 414,
"ale": 415,
"Ġinv": 416,
"Ġacross": 417,
"cel": 418,
"Ġdevelopment": 419,
"Ġdata": 420,
"Pr": 421,
"ĠTeams": 422,
"Ġproble": 423,
"Ġexperience": 424,
"Ġproblem": 425,
"ics": 426,
"oth": 427,
"Ġcross": 428,
"ther": 429,
"unc": 430,
"lding": 431,
"Ġit": 432,
"uilding": 433,
"Ġaccel": 434,
"Ġacceler": 435,
"ĠThis": 436,
"ud": 437,
"Ġha": 438,
"um": 439,
"ĠA": 440,
"Ġhel": 441,
"Ġhelp": 442,
"Ġat": 443,
"rics": 444,
"Ġmet": 445,
"Ġmetrics": 446,
"sp": 447,
"func": 448,
"los": 449,
"Ġj": 450,
"tise": 451,
"Ġexpertise": 452,
"Ġsilos": 453,
"functional": 454,
"Ġsta": 455,
"Ġimpro": 456,
"gor": 457,
"Ġor": 458,
"Ġrem": 459,
"Ġbut": 460,
"ffer": 461,
"Ġdiffer": 462,
"ĠPr": 463,
"Ġimportant": 464,
"Ġimprove": 465,
"Ġconce": 466,
"Ġmade": 467,
"Ġremain": 468,
"Ġdifferent": 469,
"Ġconcept": 470,
"Ġcare": 471,
"enari": 472,
"uide": 473,
"gment": 474,
"sable": 475,
"sures": 476,
"end": 477,
"ispen": 478,
"Ġeasi": 479,
"Ġdeli": 480,
"Ġhum": 481,
"Ġensures": 482,
"Ġscale": 483,
"Ġscenari": 484,
"Ġguide": 485,
"Ġindispen": 486,
"Ġcontexts": 487,
"udgment": 488,
"Ġhave": 489,
"Ġjudgment": 490,
"Ġeasier": 491,
"Ġdeliver": 492,
"Ġhuman": 493,
"Ġscenarios": 494,
"Ġindispensable": 495,
"Ġtr": 496,
"Ġappl": 497,
"Ġapplic": 498,
"Th": 499,
"ative": 500,
"The": 501,
"Ġorganizations": 502,
"ables": 503,
"dv": 504,
"dvance": 505,
"Ġhelps": 506,
"erg": 507,
"Ġmeas": 508,
"Ġprocess": 509,
"Ġinter": 510,
"Ġch": 511,
"istic": 512,
"Ġmast": 513,
"entors": 514,
"Ġtheore": 515,
"Ġboth": 516,
"Ġunderstanding": 517,
"Ġaccelerate": 518,
"entorship": 519,
"Ġtheoretical": 520,
"urable": 521,
"Ġmeasurable": 522,
"Ġcareer": 523,
"eve": 524,
"tions": 525,
"hieve": 526,
"Ġachieve": 527,
"Ġcomple": 528,
"Ġcomplex": 529,
"we": 530,
"ties": 531,
"lations": 532,
"Ġthan": 533,
"Ġrelations": 534,
"Ġhol": 535,
"Ġenables": 536,
"Ġbetwe": 537,
"Ġsuccessful": 538,
"Ġcreates": 539,
"Ġrelationship": 540,
"Ġbetween": 541,
"Advance": 542,
"bine": 543,
"Ġri": 544,
"Ġcombine": 545,
"ritical": 546,
"Ġpe": 547,
"Advanced": 548,
"Ġrigor": 549,
"imen": 550,
"perform": 551,
"nec": 552,
"nerg": 553,
"Ġasp": 554,
"Ġtend": 555,
"Ġthos": 556,
"Ġfost": 557,
"Ġconnec": 558,
"Ġother": 559,
"ects": 560,
"Ġsynerg": 561,
"Ġtake": 562,
"Ġincluding": 563,
"Ġrecognizing": 564,
"Ġholistic": 565,
"Ġaspects": 566,
"Ġthose": 567,
"Ġfoster": 568,
"Ġconnections": 569,
"Ġsynergies": 570,
"ĠB": 571,
"ĠE": 572,
"Ġdimen": 573,
"Ġfundamental": 574,
"Ġsh": 575,
"Ġad": 576,
"formed": 577,
"ific": 578,
"ying": 579,
"Ġinformed": 580,
"odel": 581,
"Ġmake": 582,
"Ġsign": 583,
"Ġevolving": 584,
"Ġdecisions": 585,
"Ġstaying": 586,
"Ġapplication": 587,
"Ġmastering": 588,
"ificant": 589,
"Ġsignificant": 590,
"solving": 591,
"Ġmentorship": 592,
"cies": 593,
"Ġcreative": 594,
"Ġcompetencies": 595,
"Ġpeer": 596,
"Ġrigorous": 597,
"Ġsignificantly": 598,
"Ġperform": 599,
"Ġperformance": 600,
"Ġinvest": 601,
"pas": 602,
"ses": 603,
"compas": 604,
"Ġencompas": 605,
"Ġencompasses": 606,
"arly": 607,
"pe": 608,
"Ġ(": 609,
"qu": 610,
"ĠThe": 611,
"ra": 612,
"Ġrequire": 613,
"tiple": 614,
"Ġmul": 615,
"ays": 616,
"Ġmultiple": 617,
"ili": 618,
"pab": 619,
"Ġcapab": 620,
"Ġimprovements": 621,
"ilities": 622,
"Ġcapabilities": 623,
"Ġbuilding": 624,
"Ġways": 625,
"Ġproven": 626,
"Ġsee": 627,
"Ġdeveloping": 628,
"Ġtaking": 629,
"Ġinteract": 630,
"Ġdimensions": 631,
"str": 632,
"ĠPro": 633,
"ĠIn": 634,
"Ġreg": 635,
"Ġmodel": 636,
"Ġconsid": 637,
"vi": 638,
"age": 639,
"mon": 640,
"Ġfo": 641,
"gg": 642,
"uage": 643,
"anguage": 644,
"Ġsugg": 645,
"icate": 646,
"Ġevol": 647,
"Ġmust": 648,
"sc": 649,
"Ġlanguage": 650,
"Ġcle": 651,
"di": 652,
"up": 653,
"ural": 654,
"Ġfact": 655,
"Ġfactors": 656,
"Ġcritical": 657,
"ĠR": 658,
"cy": 659,
"il": 660,
"ularly": 661,
"Ġcontinuously": 662,
"Ġchang": 663,
"Ġrequirements": 664,
"apt": 665,
"date": 666,
"Ġup": 667,
"Ġthem": 668,
"Ġfundamentals": 669,
"Ġadapt": 670,
"ĠProfessionals": 671,
"Ġchanging": 672,
"Ġupdate": 673,
"fessional": 674,
"Ġinclude": 675,
"Ġr": 676,
"ĠCon": 677,
"Ġbest": 678,
"and": 679,
"Ġne": 680,
"Ġnew": 681,
"ms": 682,
"ently": 683,
"sequ": 684,
"sequently": 685,
"ch": 686,
"ever": 687,
"Ġtest": 688,
"Ġtesting": 689,
"ĠF": 690,
"ry": 691,
"ĠSu": 692,
"ustry": 693,
"esi": 694,
"eat": 695,
"arge": 696,
"Ġdecision": 697,
"Ġprocessing": 698,
"Ġdemon": 699,
"Ġdemonstr": 700,
"iel": 701,
"Ġem": 702,
"ĠN": 703,
"undation": 704,
"Ġfrom": 705,
"Ġfoundation": 706,
"Ġclear": 707,
"Ġpl": 708,
"alu": 709,
"Ġbi": 710,
"Ġlarge": 711,
"inds": 712,
"ression": 713,
"ization": 714,
"las": 715,
"olves": 716,
"lassi": 717,
"Ġest": 718,
"esent": 719,
"present": 720,
"ish": 721,
"Ġrepresent": 722,
"ĠSt": 723,
"Ġgr": 724,
"ablish": 725,
"Ġprocesses": 726,
"Ġestablish": 727,
"ape": 728,
"dicate": 729,
"Ġminds": 730,
"ans": 731,
"Ġdedicate": 732,
"owth": 733,
"Ġeffort": 734,
"Ġcontinues": 735,
"aying": 736,
"Ġland": 737,
"Ġcompetency": 738,
"Ġevolve": 739,
"scape": 740,
"Ġrepresents": 741,
"ĠStaying": 742,
"Ġgrowth": 743,
"Ġmindset": 744,
"Ġdedicated": 745,
"Ġlandscape": 746,
"Ġregression": 747,
"ĠScientists": 748,
"In": 749,
"all": 750,
"hile": 751,
"ĠBest": 752,
"Ġsuggest": 753,
"ef": 754,
"ph": 755,
"Ġconsider": 756,
"Ġfeat": 757,
"Ġclassi": 758,
"ot": 759,
"xperience": 760,
"ĠExperience": 761,
"ĠExperienced": 762,
"ure": 763,
"dence": 764,
"Ġneural": 765,
"to": 766,
"achine": 767,
"fication": 768,
"ods": 769,
"ution": 770,
"arch": 771,
"esearch": 772,
"Ġmethods": 773,
"Ġrecognize": 774,
"ĠResearch": 775,
"Ġy": 776,
"Ġinto": 777,
"Ġinvolves": 778,
"oul": 779,
"Ġshoul": 780,
"Ġshould": 781,
"ze": 782,
"tiven": 783,
"Ġrevi": 784,
"Ġcome": 785,
"Ġeffectiven": 786,
"radi": 787,
"Ġregularly": 788,
"Ġconsidering": 789,
"ields": 790,
"Ġplay": 791,
"Ġyields": 792,
"Ġreview": 793,
"Ġeffectiveness": 794,
"tis": 795,
"Ġdepen": 796,
"Ġchall": 797,
"Ġshow": 798,
"Ġdepends": 799,
"Ġchallen": 800,
"Ġstr": 801,
"Ġimplementation": 802,
"asize": 803,
"Ġemph": 804,
"Ġemphasize": 805,
"aus": 806,
"ip": 807,
"Ġex": 808,
"Ġpip": 809,
"Ġpipel": 810,
"Ġar": 811,
"ndustry": 812,
"ĠIndustry": 813,
"ĠBuilding": 814,
"Ġclassification": 815,
"ĠH": 816,
"Ġbec": 817,
"ause": 818,
"Ġbecause": 819,
"Ġbias": 820,
"ests": 821,
"Ġsuggests": 822,
"Ġconf": 823,
"Ġfeature": 824,
"ĠCritical": 825,
"anking": 826,
"Ġranking": 827,
"Ġdemonstrates": 828,
"iment": 829,
"ends": 830,
"Ġdesi": 831,
"Ġsci": 832,
"Ġindicate": 833,
"Ġtrends": 834,
"ansform": 835,
"Ġdesign": 836,
"are": 837,
"ĠHow": 838,
"),": 839,
"ns": 840,
"ines": 841,
"atural": 842,
"Ġevalu": 843,
"Ġproblems": 844,
"Ġpipelines": 845,
"Ġevaluation": 846,
"cus": 847,
"ep": 848,
"ĠTradi": 849,
"Ġfocus": 850,
"ĠHowever": 851,
"ĠTraditional": 852,
"ĠO": 853,
"Ġcommon": 854,
"Ġpre": 855,
"ges": 856,
"work": 857,
"Ġv": 858,
"etwork": 859,
"Ġeng": 860,
"Ġnetwork": 861,
"Ġcontext": 862,
"Ġchallenges": 863,
"rganizations": 864,
"Ġforms": 865,
"ineering": 866,
"Ġevolution": 867,
"Ġshows": 868,
"ĠOrganizations": 869,
"Ġengineering": 870,
"ves": 871,
"ĠK": 872,
"Ġcomput": 873,
"but": 874,
"bsequently": 875,
"fer": 876,
"stri": 877,
"imil": 878,
"ĠSimil": 879,
"ĠSubsequently": 880,
"buted": 881,
"stributed": 882,
"ĠSimilarly": 883,
"ig": 884,
"more": 885,
"tives": 886,
"cific": 887,
"ectives": 888,
"urther": 889,
"Ġpar": 890,
"Ġaddi": 891,
"ĠConsequently": 892,
"ĠFurther": 893,
"Ġaddition": 894,
"ĠFurthermore": 895,
"dri": 896,
"ey": 897,
"Ġprofessional": 898,
"ech": 899,
"Ġmodels": 900,
"ĠKey": 901,
"driven": 902,
"ally": 903,
"Ġcontra": 904,
"Ġmaking": 905,
"Ġmethodology": 906,
"ĠEvi": 907,
"Ġscience": 908,
"Ġcontrast": 909,
"ĠEvidence": 910,
"ticularly": 911,
"Ġret": 912,
"ĠSpe": 913,
"cifically": 914,
"Ġparticularly": 915,
"ĠSpecifically": 916,
"iqu": 917,
"niqu": 918,
"echniqu": 919,
"echniques": 920,
"machine": 921,
"over": 922,
"ten": 923,
"ateg": 924,
"Ġimprovement": 925,
"ĠNot": 926,
"Ġstrateg": 927,
"ean": 928,
"Ġali": 929,
"ably": 930,
"ccessful": 931,
"gnment": 932,
"ĠSuccessful": 933,
"ĠNotably": 934,
"Ġalignment": 935,
"thel": 936,
"everthel": 937,
"ĠNeverthel": 938,
"Ġconsideration": 939,
"ĠNevertheless": 940,
"ast": 941,
"cast": 942,
"alization": 943,
"oreover": 944,
"orecast": 945,
"ĠMoreover": 946,
"ĠProfessional": 947,
"Ġstrategy": 948,
"orecasting": 949,
"NN": 950,
"id": 951,
"while": 952,
"tim": 953,
"ĠMean": 954,
"ĠIm": 955,
"ĠCurrent": 956,
"ĠMeanwhile": 957,
"ken": 958,
"Ġtechniques": 959,
"Ġtoken": 960,
"portantly": 961,
"ĠImportantly": 962,
"Ġtokenization": 963,
"kil": 964,
"eries": 965,
"tics": 966,
"Ġskil": 967,
"Ġseries": 968,
"Ġforecasting": 969,
"efore": 970,
"tistics": 971,
"cc": 972,
"des": 973,
"enef": 974,
"ording": 975,
"Ġhy": 976,
"Ġincludes": 977,
"ĠAcc": 978,
"NNs": 979,
"ordingly": 980,
"ĠAccordingly": 981,
"Eff": 982,
"poth": 983,
"esis": 984,
"Ġwhile": 985,
"ective": 986,
"ĠFor": 987,
"Effective": 988,
"pothesis": 989,
"air": 990,
"Ġaut": 991,
"erefore": 992,
"Ġinfer": 993,
"ical": 994,
"verse": 995,
"ĠThus": 996,
"ĠTherefore": 997,
"ayesi": 998,
"Ġdistributed": 999,
"scale": 1000,
"ĠConverse": 1001,
"Ġcomputing": 1002,
"Ġinference": 1003,
"ayesian": 1004,
"ĠConversely": 1005,
"Ġop": 1006,
"Ġbenef": 1007,
"Ġresult": 1008,
"What": 1009,
"Ġhypothesis": 1010,
"Ġbenefit": 1011,
"gres": 1012,
"Ġteams": 1013,
"Ġprogres": 1014,
"Ġimpe": 1015,
"ated": 1016,
"Ġaccelerates": 1017,
"ĠAs": 1018,
"Ġtrust": 1019,
"Ġshare": 1020,
"Ġprogress": 1021,
"Ġimpede": 1022,
"Ġshared": 1023,
"ness": 1024,
"Ġexperiment": 1025,
"ĠEx": 1026,
"Ġdemonstrate": 1027,
"cod": 1028,
"vant": 1029,
"ency": 1030,
"levant": 1031,
"Ġrelevant": 1032,
"Ġimport": 1033,
"Ġencod": 1034,
"Ġtransform": 1035,
"Ġimportance": 1036,
"Ġencoding": 1037,
"ction": 1038,
"iv": 1039,
"Ġpriv": 1040,
"acy": 1041,
"ansp": 1042,
"Ġfair": 1043,
"thical": 1044,
"arency": 1045,
"ĠPrac": 1046,
"Ġtransp": 1047,
"Ġconsiderations": 1048,
"Ġprivacy": 1049,
"Ġfairness": 1050,
"Ġtransparency": 1051,
"ag": 1052,
"Ġst": 1053,
"Ġelabor": 1054,
"ĠTo": 1055,
"irms": 1056,
"Ġindustry": 1057,
"Ġconfirms": 1058,
"tending": 1059,
"ĠExtending": 1060,
"ĠPractical": 1061,
"Ġelaborate": 1062,
"chi": 1063,
"tec": 1064,
"tures": 1065,
"ormalization": 1066,
"Ġnormalization": 1067,
"Ġapplications": 1068,
"Ġarchi": 1069,
"tectures": 1070,
"Ġarchitectures": 1071,
"Ġob": 1072,
"aining": 1073,
"De": 1074,
"aning": 1075,
"process": 1076,
"Ġcleaning": 1077,
"Ġpreprocess": 1078,
"igh": 1079,
"Ġpreprocessing": 1080,
"jectives": 1081,
"stance": 1082,
"Ġmon": 1083,
"omated": 1084,
"Ġnatural": 1085,
"Ġbig": 1086,
"Ġobjectives": 1087,
"Ġra": 1088,
"alue": 1089,
"fi": 1090,
"idence": 1091,
"mend": 1092,
"vals": 1093,
"Ġintervals": 1094,
"tistical": 1095,
"Ġconfidence": 1096,
"lgor": 1097,
"raining": 1098,
"Ġver": 1099,
"oring": 1100,
"Ġinstance": 1101,
"sioning": 1102,
"ithm": 1103,
"itoring": 1104,
"Ġretraining": 1105,
"Ġautomated": 1106,
"Ġmonitoring": 1107,
"lgorithm": 1108,
"Ġversioning": 1109,
"Natural": 1110,
"bed": 1111,
"ĠU": 1112,
"ndom": 1113,
"Ġna": 1114,
"Ġembed": 1115,
"Deep": 1116,
"Ġembedding": 1117,
"Ġalgorithm": 1118,
"vec": 1119,
"Ġneigh": 1120,
"Ġneighb": 1121,
"eg": 1122,
"fers": 1123,
"nns": 1124,
"Ġmachine": 1125,
"Ġrecom": 1126,
"Ġrefers": 1127,
"ĠIt": 1128,
"making": 1129,
"ariance": 1130,
"Ġstatistics": 1131,
"Ġro": 1132,
"Ġrecommend": 1133,
"ces": 1134,
"fit": 1135,
"gr": 1136,
"ming": 1137,
"ransform": 1138,
"ting": 1139,
"nderstand": 1140,
"Ġfiel": 1141,
"Ġover": 1142,
"ular": 1143,
"progr": 1144,
"amming": 1145,
"time": 1146,
"Ġrandom": 1147,
"ĠUnderstand": 1148,
"fitting": 1149,
"Ġfield": 1150,
"programming": 1151,
"ĠUnderstanding": 1152,
"Model": 1153,
"bo": 1154,
"du": 1155,
"tor": 1156,
"ord": 1157,
"Ġfil": 1158,
"ima": 1159,
"ache": 1160,
"tering": 1161,
"ĠReg": 1162,
"Ġarima": 1163,
"Ġfiltering": 1164,
"Exper": 1165,
"For": 1166,
"St": 1167,
"ade": 1168,
"atistical": 1169,
"fy": 1170,
"mun": 1171,
"off": 1172,
"ĠL": 1173,
"Ġid": 1174,
"ong": 1175,
"ark": 1176,
"entify": 1177,
"ication": 1178,
"Ġcommun": 1179,
"ĠTransform": 1180,
"Ġtrade": 1181,
"ĠBayesian": 1182,
"Ġplan": 1183,
"Ġstrong": 1184,
"Ġexec": 1185,
"Ġskill": 1186,
"Experiment": 1187,
"Statistical": 1188,
"Ġidentify": 1189,
"Ġcommunication": 1190,
"Ġtradeoff": 1191,
"As": 1192,
"Ethical": 1193,
"ities": 1194,
"our": 1195,
"pectives": 1196,
"Ġtime": 1197,
"Ġade": 1198,
"Ġresour": 1199,
"rospectives": 1200,
"ity": 1201,
"portun": 1202,
"Ġcareful": 1203,
"quate": 1204,
"Ġretrospectives": 1205,
"Ġopportun": 1206,
"ĠRegular": 1207,
"Ġplanning": 1208,
"Ġexecution": 1209,
"Ġadequate": 1210,
"Ġresources": 1211,
"Ġopportunities": 1212,
"Ans": 1213,
"Big": 1214,
"IM": 1215,
"Ms": 1216,
"Qu": 1217,
"RIM": 1218,
"ST": 1219,
"Tim": 1220,
"ofessional": 1221,
"wer": 1222,
"estion": 1223,
"Ġas": 1224,
"Ġtre": 1225,
"Ġredu": 1226,
"ĠCNNs": 1227,
"Professional": 1228,
"ĠRNNs": 1229,
"ĠLST": 1230,
"ĠTransformers": 1231,
"Answer": 1232,
"Question": 1233,
"RIMA": 1234,
"Time": 1235,
"ĠLSTMs": 1236,
"variance": 1237,
"ĠWhat": 1238,
"Ġman": 1239,
"Ġdeep": 1240,
"Ġknows": 1241,
"Ġfeatures": 1242,
"Ġskilled": 1243,
"aging": 1244,
"Ġrole": 1245,
"het": 1246,
"ality": 1247,
"ory": 1248,
"Ġword": 1249,
"Ġapache": 1250,
"ophet": 1251,
"Ġpy": 1252,
"ĠARIMA": 1253,
"ĠProphet": 1254,
"hen": 1255,
"ps": 1256,
"val": 1257,
"Ġadvance": 1258,
"ery": 1259,
"rehen": 1260,
"sive": 1261,
"sionality": 1262,
"ase": 1263,
"ĠMentorship": 1264,
"Ġcomprehen": 1265,
"Ġmastery": 1266,
"Ġestablished": 1267,
"idation": 1268,
"Ġreduction": 1269,
"validation": 1270,
"Ġadvancement": 1271,
"Ġcomprehensive": 1272,
"LO": 1273,
"MLO": 1274,
"ws": 1275,
"Ġdra": 1276,
"izing": 1277,
"lust": 1278,
"ĠCase": 1279,
"udies": 1280,
"Ġdeliverables": 1281,
"timizing": 1282,
"Ġoptimizing": 1283,
"Ġstudies": 1284,
"Ġmanaging": 1285,
"MLOps": 1286,
"Ġdraws": 1287,
"gate": 1288,
"mble": 1289,
"tinu": 1290,
"lection": 1291,
"cial": 1292,
"Ġbal": 1293,
"Ġselection": 1294,
"Ġevolves": 1295,
"semble": 1296,
"vigate": 1297,
"Ġcritically": 1298,
"ĠContinu": 1299,
"Ġvalue": 1300,
"Ġnavigate": 1301,
"ĠContinuous": 1302,
"merg": 1303,
"utional": 1304,
"vol": 1305,
"Ġvi": 1306,
"ere": 1307,
"cision": 1308,
"Ġhas": 1309,
"statistics": 1310,
"Ġensemble": 1311,
"Ġforest": 1312,
"ased": 1313,
"ĠEmerg": 1314,
"Ġshown": 1315,
"Ġexcel": 1316,
"Ġoverfitting": 1317,
"Ġtree": 1318,
"volutional": 1319,
"Ġvision": 1320,
"ĠEmerging": 1321,
"cent": 1322,
"dic": 1323,
"vis": 1324,
"escent": 1325,
"ack": 1326,
"Ġdescent": 1327,
"iss": 1328,
"Ġbayesian": 1329,
"Ġhere": 1330,
"pervis": 1331,
"radient": 1332,
"Ġchallenge": 1333,
"Ġpredic": 1334,
"luster": 1335,
"pervised": 1336,
"based": 1337,
"ive": 1338,
"pal": 1339,
"put": 1340,
"pag": 1341,
"ract": 1342,
"tract": 1343,
"tifi": 1344,
"onent": 1345,
"propag": 1346,
"ayes": 1347,
"Ġcomponent": 1348,
"Ġdimensionality": 1349,
"eature": 1350,
"Ġclassifi": 1351,
"Ġcomputer": 1352,
"vector": 1353,
"ackpropag": 1354,
"tificial": 1355,
"Ġclassifier": 1356,
"ackpropagation": 1357,
"ad": 1358,
"ear": 1359,
"hous": 1360,
"not": 1361,
"near": 1362,
"uning": 1363,
"Ġsp": 1364,
"Ġethical": 1365,
"Ġproph": 1366,
"ample": 1367,
"Ġnum": 1368,
"Ġneighbors": 1369,
"house": 1370,
"nearest": 1371,
"Ġprophet": 1372,
").": 1373,
"coder": 1374,
"for": 1375,
"gbo": 1376,
"ista": 1377,
"oen": 1378,
"oop": 1379,
"och": 1380,
"pport": 1381,
"value": 1382,
"xgbo": 1383,
"Ġi": 1384,
"Ġus": 1385,
"Ġxgbo": 1386,
"infor": 1387,
"ener": 1388,
"eras": 1389,
"Ġcnns": 1390,
"Ġcluster": 1391,
"stms": 1392,
"atter": 1393,
"Ġmiss": 1394,
"Ġmista": 1395,
"Ġfunc": 1396,
"Ġeth": 1397,
"thon": 1398,
"arn": 1399,
"Ġbo": 1400,
"ational": 1401,
"cement": 1402,
"oss": 1403,
"astic": 1404,
"ogistic": 1405,
"Ġsupport": 1406,
"Ġprincipal": 1407,
"Ġsim": 1408,
"Ġlstms": 1409,
"Ġsystem": 1410,
"ariational": 1411,
"score": 1412,
"Ġcleans": 1413,
"distributed": 1414,
"Ġrnns": 1415,
"ansfer": 1416,
"ote": 1417,
"Ġautoen": 1418,
"Ġtransformers": 1419,
"Ġstoch": 1420,
"Ġalgorithmic": 1421,
"Ġneighbor": 1422,
"Ġxgboost": 1423,
"inforcement": 1424,
"Ġmistake": 1425,
"Ġfunction": 1426,
"Ġethics": 1427,
"Ġcleansing": 1428,
"Ġautoencoder": 1429,
"Ġstochastic": 1430,
"kit": 1431,
"low": 1432,
"ou": 1433,
"ov": 1434,
"oad": 1435,
"ualization": 1436,
"learning": 1437,
"learn": 1438,
"isualization": 1439,
"Ġload": 1440,
"Ġgo": 1441,
"Ġgradient": 1442,
"Ġrecall": 1443,
"Ġvisualization": 1444,
"arkov": 1445,
"doop": 1446,
"ok": 1447,
"py": 1448,
"sor": 1449,
"tuning": 1450,
"yter": 1451,
"ensor": 1452,
"Ġcan": 1453,
"orat": 1454,
"Ġmarkov": 1455,
"Ġreinforcement": 1456,
"Ġbackpropagation": 1457,
"Ġware": 1458,
"plorat": 1459,
"deep": 1460,
"ained": 1461,
"Ġkeras": 1462,
"Ġgpt": 1463,
"Ġrecurrent": 1464,
"Ġhadoop": 1465,
"upyter": 1466,
"Ġexample": 1467,
"Ġpipeline": 1468,
"Ġartificial": 1469,
"Ġprecision": 1470,
"tention": 1471,
"book": 1472,
"Ġnumpy": 1473,
"Ġwarehouse": 1474,
"ploratory": 1475,
"eled": 1476,
"ft": 1477,
"gh": 1478,
"hol": 1479,
"language": 1480,
"oft": 1481,
"sari": 1482,
"soft": 1483,
"upervised": 1484,
"ware": 1485,
"Ġcur": 1486,
"Ġmlop": 1487,
"Ġconvolutional": 1488,
"Ġbayes": 1489,
"versari": 1490,
"kehol": 1491,
"osting": 1492,
"Ġpatter": 1493,
"Ġnote": 1494,
"Ġlab": 1495,
"Ġlogistic": 1496,
"Ġjupyter": 1497,
"Ġstakehol": 1498,
"Ġtransfer": 1499,
"Ġadversari": 1500,
"andas": 1501,
"lassification": 1502,
"Ġextract": 1503,
"Ġexploratory": 1504,
"Ġscikit": 1505,
"Ġvariational": 1506,
"Ġnaive": 1507,
"Ġpython": 1508,
"enerative": 1509,
"Ġmissing": 1510,
"Ġboosting": 1511,
"software": 1512,
"Ġcurve": 1513,
"Ġmlops": 1514,
"Ġpatterns": 1515,
"Ġnotebook": 1516,
"Ġstakehold": 1517,
"Ġadversarial": 1518,
"Ġq": 1519,
"Ġbe": 1520,
"Ġloss": 1521,
"Ġtransformer": 1522,
"Ġrecommender": 1523,
"torch": 1524,
"Ġpytorch": 1525,
"ough": 1526,
"Ġgoals": 1527,
"Ġstakeholder": 1528,
"cing": 1529,
"dom": 1530,
"flow": 1531,
"uance": 1532,
"Ġtensor": 1533,
"ert": 1534,
"stated": 1535,
"lements": 1536,
"Ġmodern": 1537,
"ancing": 1538,
"isdom": 1539,
"Ġfine": 1540,
"Ġelements": 1541,
"Ġtheory": 1542,
"Ġbert": 1543,
"Ġwisdom": 1544,
"Ġcontent": 1545,
"terative": 1546,
"usal": 1547,
"Ġoutperform": 1548,
"Ġcausal": 1549,
"Ġnuance": 1550,
"Ġgained": 1551,
"Ġanalytical": 1552,
"Ġattention": 1553,
"Ġpeers": 1554,
"Ġoverstated": 1555,
"Ġbalance": 1556,
"Ġbalancing": 1557,
"Ġspark": 1558,
"Ġiterative": 1559,
"Ġcannot": 1560,
"Ġtensorflow": 1561,
"Ġnuanced": 1562,
"AR": 1563,
"Con": 1564,
"set": 1565,
"supervised": 1566,
"Ġ-": 1567,
"Ġun": 1568,
"ise": 1569,
"Ġhow": 1570,
"Ġimput": 1571,
"Ġpandas": 1572,
"Ġhand": 1573,
"ĠFeature": 1574,
"alues": 1575,
"Ġvalues": 1576,
"Ġexperimental": 1577,
"Ġpredictions": 1578,
"Ġused": 1579,
"Ġsimple": 1580,
"Ġimputation": 1581,
"Ex": 1582,
"Feature": 1583,
"Py": 1584,
"Rec": 1585,
"ias": 1586,
"Ġgenerative": 1587,
"andom": 1588,
"Collabor": 1589,
"ases": 1590,
"Ġcollaborative": 1591,
"Ġstatistical": 1592,
"Collaborative": 1593,
"CA": 1594,
"OC": 1595,
"ROC": 1596,
"bset": 1597,
"te": 1598,
"wise": 1599,
"ĠG": 1600,
"Ġli": 1601,
"Ġcate": 1602,
"Ġcases": 1603,
"Ġfinds": 1604,
"Ġtoo": 1605,
"Ġdele": 1606,
"ĠTechniques": 1607,
"plain": 1608,
"Ġenough": 1609,
"Ġmax": 1610,
"amet": 1611,
"Ġworks": 1612,
"elf": 1613,
"Ġsubset": 1614,
"Ġpair": 1615,
"labeled": 1616,
"Ġtraining": 1617,
"Ġmeasures": 1618,
"Ġcho": 1619,
"ĠHigh": 1620,
"Ġvariance": 1621,
"Ġroc": 1622,
"Ġtrees": 1623,
"Ġpredicts": 1624,
"Ġuses": 1625,
"Ġlabel": 1626,
"Ġlabeled": 1627,
"Ġunlabeled": 1628,
"Ġhandle": 1629,
"Ġlike": 1630,
"Ġcategor": 1631,
"Ap": 1632,
"Cross": 1633,
"Classification": 1634,
"Dimen": 1635,
"Random": 1636,
"Word": 1637,
"aive": 1638,
"ĠBayes": 1639,
"ĠBias": 1640,
"Decision": 1641,
"Ġits": 1642,
"Convolutional": 1643,
"Extract": 1644,
"Apache": 1645,
"Dimensionality": 1646,
"Caus": 1647,
"Generative": 1648,
"Large": 1649,
"Machine": 1650,
"Naive": 1651,
"out": 1652,
"rtificial": 1653,
"rough": 1654,
"tent": 1655,
"ĠD": 1656,
"Ġthrough": 1657,
"action": 1658,
"Ġsa": 1659,
"ommend": 1660,
"Ġeach": 1661,
"ved": 1662,
"Ġby": 1663,
"verfitting": 1664,
"ĠClassification": 1665,
"ĠExplain": 1666,
"Content": 1667,
"Recurrent": 1668,
"Recommend": 1669,
"Causal": 1670,
"Recommender": 1671,
"At": 1672,
"Artificial": 1673,
"BS": 1674,
"Bayesian": 1675,
"Backpropagation": 1676,
"Bias": 1677,
"CE": 1678,
"CAR": 1679,
"DF": 1680,
"Fine": 1681,
"Forecasting": 1682,
"Flow": 1683,
"ICE": 1684,
"IDF": 1685,
"Loss": 1686,
"NE": 1687,
"NAR": 1688,
"Pandas": 1689,
"PCA": 1690,
"Sup": 1691,
"SNE": 1692,
"TF": 1693,
"Tr": 1694,
"Tor": 1695,
"Tensor": 1696,
"Variational": 1697,
"agg": 1698,
"ail": 1699,
"ber": 1700,
"cts": 1701,
"classification": 1702,
"day": 1703,
"dization": 1704,
"ee": 1705,
"em": 1706,
"ement": 1707,
"ems": 1708,
"eans": 1709,
"ecific": 1710,
"fe": 1711,
"fies": 1712,
"feat": 1713,
"get": 1714,
"gression": 1715,
"hy": 1716,
"hot": 1717,
"ian": 1718,
"ice": 1719,
"its": 1720,
"iven": 1721,
"istance": 1722,
"ifies": 1723,
"jor": 1724,
"lw": 1725,
"ling": 1726,
"line": 1727,
"mod": 1728,
"med": 1729,
"mall": 1730,
"mean": 1731,
"means": 1732,
"num": 1733,
"ood": 1734,
"oup": 1735,
"oves": 1736,
"oise": 1737,
"ping": 1738,
"pth": 1739,
"par": 1740,
"park": 1741,
"ru": 1742,
"ser": 1743,
"ske": 1744,
"tre": 1745,
"ue": 1746,
"uch": 1747,
"ving": 1748,
"vail": 1749,
"inal": 1750,
"inim": 1751,
"inding": 1752,
"input": 1753,
"estim": 1754,
"Ġaver": 1755,
"Ġavail": 1756,
"tios": 1757,
"Ġtar": 1758,
"Ġtex": 1759,
"Ġtuning": 1760,
"one": 1761,
"erlying": 1762,
"erical": 1763,
"erfitting": 1764,
"Ġcru": 1765,
"regression": 1766,
"aling": 1767,
"aliz": 1768,
"stra": 1769,
"stwise": 1770,
"Ġpric": 1771,
"ating": 1772,
"ators": 1773,
"Ġmech": 1774,
"Ġmatter": 1775,
"Ġmuch": 1776,
"Ġminim": 1777,
"acement": 1778,
"Ġdo": 1779,
"Ġdet": 1780,
"Ġdate": 1781,
"Ġspl": 1782,
"Ġswe": 1783,
"Ġsample": 1784,
"Ġsmall": 1785,
"anis": 1786,
"ange": 1787,
"Ġfar": 1788,
"Ġfit": 1789,
"Ġfinding": 1790,
"omaly": 1791,
"Ġrepl": 1792,
"Ġearly": 1793,
"Ġbefore": 1794,
"Ġbagg": 1795,
"Ġwee": 1796,
"Ġwhy": 1797,
"osing": 1798,
"produ": 1799,
"ĠSelf": 1800,
"ĠSem": 1801,
"ĠSpark": 1802,
"ection": 1803,
"utomated": 1804,
"Ġoften": 1805,
"perpar": 1806,
"underfitting": 1807,
"plifies": 1808,
"liers": 1809,
"listwise": 1810,
"comple": 1811,
"Ġmajor": 1812,
"Ġmaske": 1813,
"depth": 1814,
"ows": 1815,
"ains": 1816,
"Ġresistance": 1817,
"Ġsupervised": 1818,
"Ġoutliers": 1819,
"opping": 1820,
"Ġscaling": 1821,
"ĠMiss": 1822,
"ĠMAR": 1823,
"ĠMCAR": 1824,
"ĠMICE": 1825,
"ĠMNAR": 1826,
"Ġcapt": 1827,
"Ġnon": 1828,
"Ġnative": 1829,
"Ġnoise": 1830,
"Ġunderlying": 1831,
"Ġcreating": 1832,
"Ġgener": 1833,
"Ġgiven": 1834,
"Ġonly": 1835,
"Ġanomaly": 1836,
"Ġanalyze": 1837,
"standardization": 1838,
"ariables": 1839,
"ĠClust": 1840,
"Ġdataset": 1841,
"Ġitems": 1842,
"ĠAt": 1843,
"ĠAlw": 1844,
"ĠAutomated": 1845,
"spam": 1846,
"specific": 1847,
"Ġimproving": 1848,
"Ġremoves": 1849,
"Ġdifference": 1850,
"Ġremains": 1851,
"Ġtrained": 1852,
"Ġtrue": 1853,
"Ġtrains": 1854,
"Ġinteraction": 1855,
"Ġchange": 1856,
"Ġholid": 1857,
"Ġrelationships": 1858,
"ĠBenef": 1859,
"ĠEach": 1860,
"random": 1861,
"Ġregular": 1862,
"Ġmodeling": 1863,
"ĠRandom": 1864,
"ilar": 1865,
"Ġrows": 1866,
"ĠFinal": 1867,
"ĠSupervised": 1868,
"Ġgroup": 1869,
"Ġconsidered": 1870,
"otstra": 1871,
"tools": 1872,
"Ġyou": 1873,
"nsupervised": 1874,
"Ġvote": 1875,
"Ġvariables": 1876,
"ĠKNN": 1877,
"Ġparamet": 1878,
"overfitting": 1879,
"Ġstrategies": 1880,
"Ġhyperpar": 1881,
"ĠForest": 1882,
"Ġtransforms": 1883,
"Ġstopping": 1884,
"Ġobser": 1885,
"Ġmonth": 1886,
"Ġraw": 1887,
"Ġratios": 1888,
"ĠUnsupervised": 1889,
"Ġembeddings": 1890,
"Ġrandomness": 1891,
"Experimental": 1892,
"Ġreduces": 1893,
"Ġmanage": 1894,
"Ġpredict": 1895,
"Ġspam": 1896,
"Ġspot": 1897,
"Ġnumerical": 1898,
"Ġbootstra": 1899,
"Ġsimplifies": 1900,
"Ġsimilar": 1901,
"Ġgoal": 1902,
"Ġextracting": 1903,
"Ġunsupervised": 1904,
"Ġhandling": 1905,
"ĠFeaturetools": 1906,
"Python": 1907,
"PyTor": 1908,
"CAN": 1909,
"tely": 1910,
"ĠGood": 1911,
"Ġdeletion": 1912,
"Ġdelete": 1913,
"ameter": 1914,
"Ġpairs": 1915,
"Ġpairwise": 1916,
"Ġchoice": 1917,
"Ġchoosing": 1918,
"Ġlabels": 1919,
"Ġcategories": 1920,
"Ġcategorical": 1921,
"Ġitself": 1922,
"output": 1923,
"ĠDBS": 1924,
"Ġsafe": 1925,
"Attention": 1926,
"Support": 1927,
"Transfer": 1928,
"TensorFlow": 1929,
"features": 1930,
"linear": 1931,
"mode": 1932,
"median": 1933,
"number": 1934,
"tree": 1935,
"estimators": 1936,
"Ġaveraging": 1937,
"Ġavailable": 1938,
"Ġtarget": 1939,
"Ġtext": 1940,
"Ġcrucial": 1941,
"alize": 1942,
"Ġprices": 1943,
"Ġmechanis": 1944,
"Ġmatters": 1945,
"Ġminimal": 1946,
"Ġdetection": 1947,
"Ġdatetime": 1948,
"Ġsplit": 1949,
"Ġsweet": 1950,
"Ġreplacement": 1951,
"Ġbagging": 1952,
"Ġweek": 1953,
"products": 1954,
"ĠSemi": 1955,
"completely": 1956,
"Ġmajority": 1957,
"Ġmasked": 1958,
"ĠMissing": 1959,
"Ġcapture": 1960,
"Ġnatively": 1961,
"Ġgeneralize": 1962,
"ĠClustering": 1963,
"ĠAlways": 1964,
"Ġholiday": 1965,
"ĠBenefits": 1966,
"Ġregularization": 1967,
"Ġgroups": 1968,
"Ġparameters": 1969,
"Ġhyperparameter": 1970,
"Ġobserved": 1971,
"Ġbootstrap": 1972,
"PyTorch": 1973,
"ĠDBSCAN": 1974,
"Ġmechanism": 1975,
"):": 1976,
"Algorithm": 1977,
"ARIMA": 1978,
"BE": 1979,
"GP": 1980,
"Gradient": 1981,
"Hy": 1982,
"Keras": 1983,
"Logistic": 1984,
"Num": 1985,
"Overfitting": 1986,
"RT": 1987,
"Re": 1988,
"Reg": 1989,
"Sci": 1990,
"Transform": 1991,
"atistics": 1992,
"sess": 1993,
"ĠDeep": 1994,
"omput": 1995,
"ecurrent": 1996,
"incipal": 1997,
"Ġph": 1998,
"ĠMachine": 1999,
"ĠCluster": 2000,
"ĠComput": 2001,
"Principal": 2002,
"ĠRecurrent": 2003,
"ĠConvolutional": 2004,
"ĠNatural": 2005,
"ĠStatistics": 2006,
"ĠHad": 2007,
"ĠOverfitting": 2008,
"ĠRegression": 2009,
"ĠTransformer": 2010,
"Ġassess": 2011,
"Explain": 2012,
"ĠGradient": 2013,
"Algorithmic": 2014,
"BERT": 2015,
"GPT": 2016,
"Hypothesis": 2017,
"NumPy": 2018,
"Reinforcement": 2019,
"Regression": 2020,
"Scikit": 2021,
"Transformer": 2022,
"ĠComputer": 2023,
"ĠHadoop": 2024
},
"merges": [
[
"i",
"n"
],
[
"e",
"s"
],
[
"Ġ",
"a"
],
[
"e",
"n"
],
[
"t",
"i"
],
[
"Ġ",
"t"
],
[
"o",
"n"
],
[
"e",
"r"
],
[
"Ġ",
"c"
],
[
"Ġt",
"h"
],
[
"n",
"d"
],
[
"r",
"e"
],
[
"in",
"g"
],
[
"p",
"r"
],
[
"a",
"l"
],
[
"s",
"t"
],
[
"o",
"r"
],
[
"l",
"e"
],
[
"Ġ",
"pr"
],
[
"a",
"t"
],
[
"en",
"t"
],
[
"Ġ",
"m"
],
[
"s",
"i"
],
[
"Ġa",
"nd"
],
[
"Ġ",
"in"
],
[
"a",
"c"
],
[
"ti",
"on"
],
[
"ti",
"c"
],
[
"Ġ",
"d"
],
[
"Ġ",
"s"
],
[
"a",
"n"
],
[
"i",
"s"
],
[
"Ġ",
"f"
],
[
"o",
"m"
],
[
"Ġ",
"re"
],
[
"Ġc",
"on"
],
[
"Ġ",
"e"
],
[
"c",
"i"
],
[
"t",
"h"
],
[
"Ġth",
"e"
],
[
"v",
"e"
],
[
"o",
"l"
],
[
"a",
"r"
],
[
"Ġ",
"o"
],
[
"Ġ",
"b"
],
[
"Ġpr",
"ac"
],
[
"Ġ",
"w"
],
[
"Ġt",
"o"
],
[
"m",
"ent"
],
[
"a",
"b"
],
[
"l",
"y"
],
[
"a",
"tion"
],
[
"c",
"e"
],
[
"e",
"t"
],
[
"Ġa",
"p"
],
[
"Ġprac",
"tic"
],
[
"r",
"es"
],
[
"es",
"s"
],
[
"si",
"on"
],
[
"en",
"ti"
],
[
"Ġd",
"e"
],
[
"u",
"l"
],
[
"o",
"s"
],
[
"i",
"m"
],
[
"Ġpr",
"o"
],
[
"pr",
"o"
],
[
"Ġ",
"S"
],
[
"at",
"a"
],
[
"e",
"c"
],
[
"es",
"e"
],
[
"or",
"k"
],
[
"i",
"c"
],
[
"t",
"s"
],
[
"u",
"i"
],
[
"Ġa",
"re"
],
[
"Ġth",
"ese"
],
[
"Ġ",
"h"
],
[
"d",
"s"
],
[
"st",
"a"
],
[
"Ġth",
"at"
],
[
"u",
"t"
],
[
"ac",
"h"
],
[
"Ġc",
"om"
],
[
"Ġo",
"f"
],
[
"o",
"d"
],
[
"Ġ",
"le"
],
[
"Ġ",
"T"
],
[
"D",
"ata"
],
[
"Ġ",
"im"
],
[
"p",
"er"
],
[
"Ġ",
"Data"
],
[
"Ġap",
"pro"
],
[
"Ġappro",
"ach"
],
[
"u",
"nd"
],
[
"ci",
"enti"
],
[
"ĠS",
"cienti"
],
[
"Ġare",
"a"
],
[
"ĠScienti",
"st"
],
[
"f",
"f"
],
[
"p",
"l"
],
[
"o",
"re"
],
[
"v",
"er"
],
[
"Ġcon",
"t"
],
[
"t",
"er"
],
[
"u",
"r"
],
[
"u",
"s"
],
[
"i",
"th"
],
[
"l",
"i"
],
[
"Ġth",
"is"
],
[
"Ġw",
"ith"
],
[
"c",
"om"
],
[
"h",
"i"
],
[
"ab",
"le"
],
[
"Ġ",
"en"
],
[
"p",
"le"
],
[
"sta",
"nd"
],
[
"Ġa",
"c"
],
[
"k",
"e"
],
[
"c",
"ess"
],
[
"Ġb",
"et"
],
[
"es",
"t"
],
[
"at",
"e"
],
[
"Ġcon",
"si"
],
[
"al",
"s"
],
[
"Ġm",
"a"
],
[
"a",
"m"
],
[
"Ġ",
"is"
],
[
"Ġw",
"ork"
],
[
"d",
"e"
],
[
"i",
"z"
],
[
"Ġf",
"or"
],
[
"a",
"s"
],
[
"e",
"l"
],
[
"f",
"es"
],
[
"Ġpractic",
"es"
],
[
"fes",
"sion"
],
[
"Ġm",
"e"
],
[
"o",
"g"
],
[
"n",
"ing"
],
[
"x",
"per"
],
[
"o",
"w"
],
[
"g",
"e"
],
[
"a",
"in"
],
[
"ti",
"ve"
],
[
"ar",
"ning"
],
[
"Ġ",
"res"
],
[
"Ġs",
"u"
],
[
"Ġle",
"arning"
],
[
"o",
"us"
],
[
"Ġres",
"ul"
],
[
"i",
"es"
],
[
"d",
"ing"
],
[
"q",
"ui"
],
[
"Ġre",
"qui"
],
[
"ation",
"s"
],
[
"o",
"st"
],
[
"r",
"os"
],
[
"st",
"ent"
],
[
"Ġconsi",
"stent"
],
[
"Ġo",
"ut"
],
[
"Ġresul",
"ts"
],
[
"e",
"w"
],
[
"fession",
"als"
],
[
"Ġe",
"xper"
],
[
"com",
"es"
],
[
"ros",
"s"
],
[
"Ġout",
"comes"
],
[
"i",
"r"
],
[
"an",
"ce"
],
[
"Ġe",
"ff"
],
[
"en",
"ce"
],
[
"Ġbet",
"ter"
],
[
"ĠT",
"h"
],
[
"r",
"i"
],
[
"an",
"t"
],
[
"Ġs",
"e"
],
[
"o",
"p"
],
[
"or",
"m"
],
[
"Ġs",
"y"
],
[
"tic",
"al"
],
[
"ol",
"v"
],
[
"in",
"ci"
],
[
"Ġpr",
"inci"
],
[
"c",
"cess"
],
[
"in",
"u"
],
[
"pl",
"es"
],
[
"Ġprinci",
"ples"
],
[
"Ġs",
"c"
],
[
"l",
"op"
],
[
"Ġ",
"ess"
],
[
"enti",
"al"
],
[
"Ġess",
"ential"
],
[
"f",
"orm"
],
[
"Ġcont",
"inu"
],
[
"Ġf",
"r"
],
[
"or",
"t"
],
[
"ve",
"lop"
],
[
"Ġde",
"velop"
],
[
"Ġ",
"p"
],
[
"Ġthe",
"ir"
],
[
"Ġ",
"si"
],
[
"Ġme",
"th"
],
[
"Ġ",
"M"
],
[
"Ġeff",
"ec"
],
[
"er",
"stand"
],
[
"Ġwork",
"ing"
],
[
"Ġsu",
"ccess"
],
[
"Ġe",
"v"
],
[
"Ġc",
"a"
],
[
"Ġ",
"n"
],
[
"a",
"y"
],
[
"hi",
"p"
],
[
"Ġpractic",
"al"
],
[
"s",
"e"
],
[
"Ġpro",
"fessionals"
],
[
"Ġ",
"und"
],
[
"Ġund",
"erstand"
],
[
"Ġ",
"l"
],
[
"Ġ",
"k"
],
[
"Ġc",
"re"
],
[
"Ġm",
"ore"
],
[
"i",
"t"
],
[
"l",
"u"
],
[
"Ġ",
"g"
],
[
"olv",
"ing"
],
[
"Ġt",
"a"
],
[
"Ġcom",
"p"
],
[
"Ġrequi",
"res"
],
[
"n",
"ow"
],
[
"Ġk",
"now"
],
[
"Ġ",
"on"
],
[
"Ġa",
"n"
],
[
"p",
"t"
],
[
"le",
"d"
],
[
"sion",
"s"
],
[
"al",
"y"
],
[
"or",
"s"
],
[
"Ġan",
"aly"
],
[
"in",
"e"
],
[
"Ġin",
"c"
],
[
"Ġinc",
"lu"
],
[
"Ġconsistent",
"ly"
],
[
"er",
"s"
],
[
"ol",
"og"
],
[
"od",
"olog"
],
[
"Ġmeth",
"odolog"
],
[
"Ġcontinu",
"ous"
],
[
"ly",
"ing"
],
[
"p",
"lying"
],
[
"si",
"s"
],
[
"Ġap",
"plying"
],
[
"Ġanaly",
"sis"
],
[
"e",
"d"
],
[
"p",
"ort"
],
[
"ol",
"s"
],
[
"Ġpractic",
"e"
],
[
"Ġeffec",
"tive"
],
[
"r",
"ent"
],
[
"ur",
"rent"
],
[
"Ġto",
"ols"
],
[
"ork",
"s"
],
[
"am",
"ew"
],
[
"Ġfr",
"amew"
],
[
"Ġframew",
"orks"
],
[
"W",
"h"
],
[
"i",
"ence"
],
[
"Ġknow",
"led"
],
[
"Ġknowled",
"ge"
],
[
"ac",
"t"
],
[
"Ġd",
"om"
],
[
"Ġdom",
"ain"
],
[
"Ġm",
"ost"
],
[
"l",
"ab"
],
[
"er",
"ing"
],
[
"f",
"ic"
],
[
"Ġin",
"d"
],
[
"lab",
"or"
],
[
"od",
"er"
],
[
"k",
"ing"
],
[
"a",
"ment"
],
[
"Ġf",
"und"
],
[
"Ġfund",
"ament"
],
[
"ple",
"ment"
],
[
"Ġim",
"plement"
],
[
"ment",
"s"
],
[
"ab",
"l"
],
[
"Ġ",
"I"
],
[
"tion",
"al"
],
[
"v",
"en"
],
[
"oder",
"n"
],
[
"Ġmethodolog",
"ies"
],
[
"Ġle",
"a"
],
[
"Ġlea",
"ds"
],
[
"u",
"n"
],
[
"at",
"es"
],
[
"Wh",
"en"
],
[
"g",
"n"
],
[
"Ġre",
"li"
],
[
"ver",
"al"
],
[
"Ġse",
"veral"
],
[
"Ġreli",
"able"
],
[
"p",
"en"
],
[
"Ġre",
"c"
],
[
"a",
"si"
],
[
"stand",
"ar"
],
[
"ĠM",
"odern"
],
[
"m",
"a"
],
[
"Ġ",
"ke"
],
[
"Ġke",
"y"
],
[
"Ġ",
"standar"
],
[
"Ġstandar",
"ds"
],
[
"Ġapproach",
"es"
],
[
"u",
"st"
],
[
"e",
"am"
],
[
"eam",
"s"
],
[
"Ġde",
"ci"
],
[
"u",
"res"
],
[
"ol",
"labor"
],
[
"e",
"x"
],
[
"st",
"e"
],
[
"an",
"g"
],
[
"Ġsy",
"ste"
],
[
"Ġc",
"urrent"
],
[
"Ġcont",
"ex"
],
[
"ti",
"tion"
],
[
"Ġc",
"ollabor"
],
[
"Ġprac",
"tition"
],
[
"Ġpractition",
"ers"
],
[
"et",
"en"
],
[
"Ġcomp",
"eten"
],
[
"g",
"an"
],
[
"gan",
"iz"
],
[
"ganiz",
"ations"
],
[
"ar",
"i"
],
[
"n",
"iz"
],
[
"Ġ",
"C"
],
[
"og",
"niz"
],
[
"Ġrec",
"ogniz"
],
[
"Ġcollabor",
"ation"
],
[
"port",
"ant"
],
[
"Ġd",
"i"
],
[
"ma",
"tic"
],
[
"Ġsyste",
"matic"
],
[
"b",
"le"
],
[
"f",
"ul"
],
[
"al",
"e"
],
[
"Ġin",
"v"
],
[
"Ġac",
"ross"
],
[
"ce",
"l"
],
[
"Ġdevelop",
"ment"
],
[
"Ġd",
"ata"
],
[
"P",
"r"
],
[
"ĠT",
"eams"
],
[
"Ġpro",
"ble"
],
[
"Ġexper",
"ience"
],
[
"Ġproble",
"m"
],
[
"ic",
"s"
],
[
"o",
"th"
],
[
"Ġc",
"ross"
],
[
"th",
"er"
],
[
"un",
"c"
],
[
"l",
"ding"
],
[
"Ġ",
"it"
],
[
"ui",
"lding"
],
[
"Ġac",
"cel"
],
[
"Ġaccel",
"er"
],
[
"ĠTh",
"is"
],
[
"u",
"d"
],
[
"Ġh",
"a"
],
[
"u",
"m"
],
[
"Ġ",
"A"
],
[
"Ġh",
"el"
],
[
"Ġhel",
"p"
],
[
"Ġa",
"t"
],
[
"r",
"ics"
],
[
"Ġm",
"et"
],
[
"Ġmet",
"rics"
],
[
"s",
"p"
],
[
"f",
"unc"
],
[
"l",
"os"
],
[
"Ġ",
"j"
],
[
"ti",
"se"
],
[
"Ġexper",
"tise"
],
[
"Ġsi",
"los"
],
[
"func",
"tional"
],
[
"Ġ",
"sta"
],
[
"Ġim",
"pro"
],
[
"g",
"or"
],
[
"Ġ",
"or"
],
[
"Ġre",
"m"
],
[
"Ġb",
"ut"
],
[
"ff",
"er"
],
[
"Ġdi",
"ffer"
],
[
"Ġ",
"Pr"
],
[
"Ġim",
"portant"
],
[
"Ġimpro",
"ve"
],
[
"Ġcon",
"ce"
],
[
"Ġma",
"de"
],
[
"Ġrem",
"ain"
],
[
"Ġdiffer",
"ent"
],
[
"Ġconce",
"pt"
],
[
"Ġca",
"re"
],
[
"en",
"ari"
],
[
"ui",
"de"
],
[
"g",
"ment"
],
[
"s",
"able"
],
[
"s",
"ures"
],
[
"en",
"d"
],
[
"is",
"pen"
],
[
"Ġe",
"asi"
],
[
"Ġde",
"li"
],
[
"Ġh",
"um"
],
[
"Ġen",
"sures"
],
[
"Ġsc",
"ale"
],
[
"Ġsc",
"enari"
],
[
"Ġg",
"uide"
],
[
"Ġind",
"ispen"
],
[
"Ġcontex",
"ts"
],
[
"ud",
"gment"
],
[
"Ġha",
"ve"
],
[
"Ġj",
"udgment"
],
[
"Ġeasi",
"er"
],
[
"Ġdeli",
"ver"
],
[
"Ġhum",
"an"
],
[
"Ġscenari",
"os"
],
[
"Ġindispen",
"sable"
],
[
"Ġt",
"r"
],
[
"Ġap",
"pl"
],
[
"Ġappl",
"ic"
],
[
"T",
"h"
],
[
"a",
"tive"
],
[
"Th",
"e"
],
[
"Ġor",
"ganizations"
],
[
"abl",
"es"
],
[
"d",
"v"
],
[
"dv",
"ance"
],
[
"Ġhelp",
"s"
],
[
"er",
"g"
],
[
"Ġme",
"as"
],
[
"Ġpro",
"cess"
],
[
"Ġin",
"ter"
],
[
"Ġc",
"h"
],
[
"is",
"tic"
],
[
"Ġma",
"st"
],
[
"ent",
"ors"
],
[
"Ġthe",
"ore"
],
[
"Ġb",
"oth"
],
[
"Ġunderstand",
"ing"
],
[
"Ġacceler",
"ate"
],
[
"entors",
"hip"
],
[
"Ġtheore",
"tical"
],
[
"ur",
"able"
],
[
"Ġmeas",
"urable"
],
[
"Ġcare",
"er"
],
[
"e",
"ve"
],
[
"tion",
"s"
],
[
"hi",
"eve"
],
[
"Ġac",
"hieve"
],
[
"Ġcom",
"ple"
],
[
"Ġcomple",
"x"
],
[
"w",
"e"
],
[
"ti",
"es"
],
[
"l",
"ations"
],
[
"Ġth",
"an"
],
[
"Ġre",
"lations"
],
[
"Ġh",
"ol"
],
[
"Ġen",
"ables"
],
[
"Ġbet",
"we"
],
[
"Ġsuccess",
"ful"
],
[
"Ġcre",
"ates"
],
[
"Ġrelations",
"hip"
],
[
"Ġbetwe",
"en"
],
[
"A",
"dvance"
],
[
"b",
"ine"
],
[
"Ġ",
"ri"
],
[
"Ġcom",
"bine"
],
[
"ri",
"tical"
],
[
"Ġp",
"e"
],
[
"Advance",
"d"
],
[
"Ġri",
"gor"
],
[
"im",
"en"
],
[
"per",
"form"
],
[
"n",
"ec"
],
[
"n",
"erg"
],
[
"Ġa",
"sp"
],
[
"Ġt",
"end"
],
[
"Ġth",
"os"
],
[
"Ġf",
"ost"
],
[
"Ġcon",
"nec"
],
[
"Ġo",
"ther"
],
[
"ec",
"ts"
],
[
"Ġsy",
"nerg"
],
[
"Ġta",
"ke"
],
[
"Ġinclu",
"ding"
],
[
"Ġrecogniz",
"ing"
],
[
"Ġhol",
"istic"
],
[
"Ġasp",
"ects"
],
[
"Ġthos",
"e"
],
[
"Ġfost",
"er"
],
[
"Ġconnec",
"tions"
],
[
"Ġsynerg",
"ies"
],
[
"Ġ",
"B"
],
[
"Ġ",
"E"
],
[
"Ġd",
"imen"
],
[
"Ġfundament",
"al"
],
[
"Ġs",
"h"
],
[
"Ġa",
"d"
],
[
"form",
"ed"
],
[
"i",
"fic"
],
[
"y",
"ing"
],
[
"Ġin",
"formed"
],
[
"od",
"el"
],
[
"Ġma",
"ke"
],
[
"Ġsi",
"gn"
],
[
"Ġev",
"olving"
],
[
"Ġdeci",
"sions"
],
[
"Ġsta",
"ying"
],
[
"Ġapplic",
"ation"
],
[
"Ġmast",
"ering"
],
[
"ific",
"ant"
],
[
"Ġsign",
"ificant"
],
[
"s",
"olving"
],
[
"Ġm",
"entorship"
],
[
"ci",
"es"
],
[
"Ġcre",
"ative"
],
[
"Ġcompeten",
"cies"
],
[
"Ġpe",
"er"
],
[
"Ġrigor",
"ous"
],
[
"Ġsignificant",
"ly"
],
[
"Ġ",
"perform"
],
[
"Ġperform",
"ance"
],
[
"Ġinv",
"est"
],
[
"p",
"as"
],
[
"s",
"es"
],
[
"com",
"pas"
],
[
"Ġen",
"compas"
],
[
"Ġencompas",
"ses"
],
[
"ar",
"ly"
],
[
"p",
"e"
],
[
"Ġ",
"("
],
[
"q",
"u"
],
[
"ĠTh",
"e"
],
[
"r",
"a"
],
[
"Ġrequi",
"re"
],
[
"ti",
"ple"
],
[
"Ġm",
"ul"
],
[
"ay",
"s"
],
[
"Ġmul",
"tiple"
],
[
"i",
"li"
],
[
"p",
"ab"
],
[
"Ġca",
"pab"
],
[
"Ġimprove",
"ments"
],
[
"ili",
"ties"
],
[
"Ġcapab",
"ilities"
],
[
"Ġb",
"uilding"
],
[
"Ġw",
"ays"
],
[
"Ġpro",
"ven"
],
[
"Ġse",
"e"
],
[
"Ġdevelop",
"ing"
],
[
"Ġta",
"king"
],
[
"Ġinter",
"act"
],
[
"Ġdimen",
"sions"
],
[
"st",
"r"
],
[
"ĠPr",
"o"
],
[
"ĠI",
"n"
],
[
"Ġre",
"g"
],
[
"Ġm",
"odel"
],
[
"Ġconsi",
"d"
],
[
"v",
"i"
],
[
"a",
"ge"
],
[
"m",
"on"
],
[
"Ġf",
"o"
],
[
"g",
"g"
],
[
"u",
"age"
],
[
"ang",
"uage"
],
[
"Ġsu",
"gg"
],
[
"ic",
"ate"
],
[
"Ġev",
"ol"
],
[
"Ġm",
"ust"
],
[
"s",
"c"
],
[
"Ġl",
"anguage"
],
[
"Ġc",
"le"
],
[
"d",
"i"
],
[
"u",
"p"
],
[
"ur",
"al"
],
[
"Ġf",
"act"
],
[
"Ġfact",
"ors"
],
[
"Ġc",
"ritical"
],
[
"Ġ",
"R"
],
[
"c",
"y"
],
[
"i",
"l"
],
[
"ul",
"arly"
],
[
"Ġcontinuous",
"ly"
],
[
"Ġch",
"ang"
],
[
"Ġrequire",
"ments"
],
[
"a",
"pt"
],
[
"d",
"ate"
],
[
"Ġ",
"up"
],
[
"Ġthe",
"m"
],
[
"Ġfundament",
"als"
],
[
"Ġad",
"apt"
],
[
"ĠPro",
"fessionals"
],
[
"Ġchang",
"ing"
],
[
"Ġup",
"date"
],
[
"fession",
"al"
],
[
"Ġinclu",
"de"
],
[
"Ġ",
"r"
],
[
"ĠC",
"on"
],
[
"Ġb",
"est"
],
[
"a",
"nd"
],
[
"Ġn",
"e"
],
[
"Ġn",
"ew"
],
[
"m",
"s"
],
[
"ent",
"ly"
],
[
"se",
"qu"
],
[
"sequ",
"ently"
],
[
"c",
"h"
],
[
"e",
"ver"
],
[
"Ġt",
"est"
],
[
"Ġtest",
"ing"
],
[
"Ġ",
"F"
],
[
"r",
"y"
],
[
"ĠS",
"u"
],
[
"ust",
"ry"
],
[
"es",
"i"
],
[
"e",
"at"
],
[
"ar",
"ge"
],
[
"Ġdeci",
"sion"
],
[
"Ġprocess",
"ing"
],
[
"Ġde",
"mon"
],
[
"Ġdemon",
"str"
],
[
"i",
"el"
],
[
"Ġe",
"m"
],
[
"Ġ",
"N"
],
[
"und",
"ation"
],
[
"Ġfr",
"om"
],
[
"Ġfo",
"undation"
],
[
"Ġcle",
"ar"
],
[
"Ġ",
"pl"
],
[
"al",
"u"
],
[
"Ġb",
"i"
],
[
"Ġl",
"arge"
],
[
"in",
"ds"
],
[
"res",
"sion"
],
[
"iz",
"ation"
],
[
"l",
"as"
],
[
"olv",
"es"
],
[
"las",
"si"
],
[
"Ġ",
"est"
],
[
"es",
"ent"
],
[
"pr",
"esent"
],
[
"is",
"h"
],
[
"Ġre",
"present"
],
[
"ĠS",
"t"
],
[
"Ġg",
"r"
],
[
"abl",
"ish"
],
[
"Ġprocess",
"es"
],
[
"Ġest",
"ablish"
],
[
"a",
"pe"
],
[
"d",
"icate"
],
[
"Ġm",
"inds"
],
[
"an",
"s"
],
[
"Ġde",
"dicate"
],
[
"ow",
"th"
],
[
"Ġeff",
"ort"
],
[
"Ġcontinu",
"es"
],
[
"ay",
"ing"
],
[
"Ġl",
"and"
],
[
"Ġcompeten",
"cy"
],
[
"Ġevol",
"ve"
],
[
"sc",
"ape"
],
[
"Ġrepresent",
"s"
],
[
"ĠSt",
"aying"
],
[
"Ġgr",
"owth"
],
[
"Ġminds",
"et"
],
[
"Ġdedicate",
"d"
],
[
"Ġland",
"scape"
],
[
"Ġreg",
"ression"
],
[
"ĠScientist",
"s"
],
[
"I",
"n"
],
[
"al",
"l"
],
[
"hi",
"le"
],
[
"ĠB",
"est"
],
[
"Ġsugg",
"est"
],
[
"e",
"f"
],
[
"p",
"h"
],
[
"Ġconsid",
"er"
],
[
"Ġf",
"eat"
],
[
"Ġc",
"lassi"
],
[
"o",
"t"
],
[
"xper",
"ience"
],
[
"ĠE",
"xperience"
],
[
"ĠExperience",
"d"
],
[
"u",
"re"
],
[
"d",
"ence"
],
[
"Ġne",
"ural"
],
[
"t",
"o"
],
[
"ach",
"ine"
],
[
"fic",
"ation"
],
[
"o",
"ds"
],
[
"u",
"tion"
],
[
"ar",
"ch"
],
[
"ese",
"arch"
],
[
"Ġmeth",
"ods"
],
[
"Ġrecogniz",
"e"
],
[
"ĠR",
"esearch"
],
[
"Ġ",
"y"
],
[
"Ġin",
"to"
],
[
"Ġinv",
"olves"
],
[
"o",
"ul"
],
[
"Ġsh",
"oul"
],
[
"Ġshoul",
"d"
],
[
"z",
"e"
],
[
"ti",
"ven"
],
[
"Ġre",
"vi"
],
[
"Ġcom",
"e"
],
[
"Ġeffec",
"tiven"
],
[
"ra",
"di"
],
[
"Ġreg",
"ularly"
],
[
"Ġconsid",
"ering"
],
[
"iel",
"ds"
],
[
"Ġpl",
"ay"
],
[
"Ġy",
"ields"
],
[
"Ġrevi",
"ew"
],
[
"Ġeffectiven",
"ess"
],
[
"ti",
"s"
],
[
"Ġde",
"pen"
],
[
"Ġch",
"all"
],
[
"Ġsh",
"ow"
],
[
"Ġdepen",
"ds"
],
[
"Ġchall",
"en"
],
[
"Ġ",
"str"
],
[
"Ġimplement",
"ation"
],
[
"asi",
"ze"
],
[
"Ġem",
"ph"
],
[
"Ġemph",
"asize"
],
[
"a",
"us"
],
[
"i",
"p"
],
[
"Ġe",
"x"
],
[
"Ġp",
"ip"
],
[
"Ġpip",
"el"
],
[
"Ġa",
"r"
],
[
"nd",
"ustry"
],
[
"ĠI",
"ndustry"
],
[
"ĠB",
"uilding"
],
[
"Ġclassi",
"fication"
],
[
"Ġ",
"H"
],
[
"Ġb",
"ec"
],
[
"aus",
"e"
],
[
"Ġbec",
"ause"
],
[
"Ġbi",
"as"
],
[
"es",
"ts"
],
[
"Ġsugg",
"ests"
],
[
"Ġcon",
"f"
],
[
"Ġfeat",
"ure"
],
[
"ĠC",
"ritical"
],
[
"an",
"king"
],
[
"Ġr",
"anking"
],
[
"Ġdemonstr",
"ates"
],
[
"i",
"ment"
],
[
"en",
"ds"
],
[
"Ġd",
"esi"
],
[
"Ġs",
"ci"
],
[
"Ġind",
"icate"
],
[
"Ġtr",
"ends"
],
[
"ans",
"form"
],
[
"Ġdesi",
"gn"
],
[
"a",
"re"
],
[
"ĠH",
"ow"
],
[
")",
","
],
[
"n",
"s"
],
[
"in",
"es"
],
[
"at",
"ural"
],
[
"Ġev",
"alu"
],
[
"Ġproblem",
"s"
],
[
"Ġpipel",
"ines"
],
[
"Ġevalu",
"ation"
],
[
"c",
"us"
],
[
"e",
"p"
],
[
"ĠT",
"radi"
],
[
"Ġfo",
"cus"
],
[
"ĠHow",
"ever"
],
[
"ĠTradi",
"tional"
],
[
"Ġ",
"O"
],
[
"Ġcom",
"mon"
],
[
"Ġp",
"re"
],
[
"g",
"es"
],
[
"w",
"ork"
],
[
"Ġ",
"v"
],
[
"et",
"work"
],
[
"Ġen",
"g"
],
[
"Ġn",
"etwork"
],
[
"Ġcontex",
"t"
],
[
"Ġchallen",
"ges"
],
[
"r",
"ganizations"
],
[
"Ġfor",
"ms"
],
[
"ine",
"ering"
],
[
"Ġevol",
"ution"
],
[
"Ġshow",
"s"
],
[
"ĠO",
"rganizations"
],
[
"Ġeng",
"ineering"
],
[
"v",
"es"
],
[
"Ġ",
"K"
],
[
"Ġcomp",
"ut"
],
[
"b",
"ut"
],
[
"b",
"sequently"
],
[
"f",
"er"
],
[
"st",
"ri"
],
[
"im",
"il"
],
[
"ĠS",
"imil"
],
[
"ĠSu",
"bsequently"
],
[
"but",
"ed"
],
[
"stri",
"buted"
],
[
"ĠSimil",
"arly"
],
[
"i",
"g"
],
[
"m",
"ore"
],
[
"ti",
"ves"
],
[
"ci",
"fic"
],
[
"ec",
"tives"
],
[
"ur",
"ther"
],
[
"Ġp",
"ar"
],
[
"Ġad",
"di"
],
[
"ĠCon",
"sequently"
],
[
"ĠF",
"urther"
],
[
"Ġaddi",
"tion"
],
[
"ĠFurther",
"more"
],
[
"d",
"ri"
],
[
"e",
"y"
],
[
"Ġpro",
"fessional"
],
[
"ec",
"h"
],
[
"Ġmodel",
"s"
],
[
"ĠK",
"ey"
],
[
"dri",
"ven"
],
[
"al",
"ly"
],
[
"Ġcont",
"ra"
],
[
"Ġma",
"king"
],
[
"Ġmethodolog",
"y"
],
[
"ĠE",
"vi"
],
[
"Ġsci",
"ence"
],
[
"Ġcontra",
"st"
],
[
"ĠEvi",
"dence"
],
[
"tic",
"ularly"
],
[
"Ġre",
"t"
],
[
"ĠS",
"pe"
],
[
"cific",
"ally"
],
[
"Ġpar",
"ticularly"
],
[
"ĠSpe",
"cifically"
],
[
"i",
"qu"
],
[
"n",
"iqu"
],
[
"ech",
"niqu"
],
[
"echniqu",
"es"
],
[
"m",
"achine"
],
[
"o",
"ver"
],
[
"t",
"en"
],
[
"ate",
"g"
],
[
"Ġimprove",
"ment"
],
[
"ĠN",
"ot"
],
[
"Ġstr",
"ateg"
],
[
"e",
"an"
],
[
"Ġa",
"li"
],
[
"ab",
"ly"
],
[
"ccess",
"ful"
],
[
"gn",
"ment"
],
[
"ĠSu",
"ccessful"
],
[
"ĠNot",
"ably"
],
[
"Ġali",
"gnment"
],
[
"th",
"el"
],
[
"ever",
"thel"
],
[
"ĠN",
"everthel"
],
[
"Ġconsider",
"ation"
],
[
"ĠNeverthel",
"ess"
],
[
"a",
"st"
],
[
"c",
"ast"
],
[
"al",
"ization"
],
[
"ore",
"over"
],
[
"ore",
"cast"
],
[
"ĠM",
"oreover"
],
[
"ĠPro",
"fessional"
],
[
"Ġstrateg",
"y"
],
[
"orecast",
"ing"
],
[
"N",
"N"
],
[
"i",
"d"
],
[
"w",
"hile"
],
[
"ti",
"m"
],
[
"ĠM",
"ean"
],
[
"ĠI",
"m"
],
[
"ĠC",
"urrent"
],
[
"ĠMean",
"while"
],
[
"k",
"en"
],
[
"Ġt",
"echniques"
],
[
"Ġto",
"ken"
],
[
"portant",
"ly"
],
[
"ĠIm",
"portantly"
],
[
"Ġtoken",
"ization"
],
[
"k",
"il"
],
[
"er",
"ies"
],
[
"tic",
"s"
],
[
"Ġs",
"kil"
],
[
"Ġs",
"eries"
],
[
"Ġf",
"orecasting"
],
[
"ef",
"ore"
],
[
"tis",
"tics"
],
[
"c",
"c"
],
[
"d",
"es"
],
[
"en",
"ef"
],
[
"or",
"ding"
],
[
"Ġh",
"y"
],
[
"Ġinclu",
"des"
],
[
"ĠA",
"cc"
],
[
"NN",
"s"
],
[
"ording",
"ly"
],
[
"ĠAcc",
"ordingly"
],
[
"E",
"ff"
],
[
"p",
"oth"
],
[
"es",
"is"
],
[
"Ġw",
"hile"
],
[
"ec",
"tive"
],
[
"ĠF",
"or"
],
[
"Eff",
"ective"
],
[
"poth",
"esis"
],
[
"a",
"ir"
],
[
"Ġa",
"ut"
],
[
"er",
"efore"
],
[
"Ġin",
"fer"
],
[
"ic",
"al"
],
[
"ver",
"se"
],
[
"ĠTh",
"us"
],
[
"ĠTh",
"erefore"
],
[
"ay",
"esi"
],
[
"Ġdi",
"stributed"
],
[
"sc",
"ale"
],
[
"ĠCon",
"verse"
],
[
"Ġcomput",
"ing"
],
[
"Ġinfer",
"ence"
],
[
"ayesi",
"an"
],
[
"ĠConverse",
"ly"
],
[
"Ġo",
"p"
],
[
"Ġb",
"enef"
],
[
"Ġresul",
"t"
],
[
"Wh",
"at"
],
[
"Ġhy",
"pothesis"
],
[
"Ġbenef",
"it"
],
[
"g",
"res"
],
[
"Ġt",
"eams"
],
[
"Ġpro",
"gres"
],
[
"Ġim",
"pe"
],
[
"ate",
"d"
],
[
"Ġacceler",
"ates"
],
[
"ĠA",
"s"
],
[
"Ġtr",
"ust"
],
[
"Ġsh",
"are"
],
[
"Ġprogres",
"s"
],
[
"Ġimpe",
"de"
],
[
"Ġshare",
"d"
],
[
"n",
"ess"
],
[
"Ġexper",
"iment"
],
[
"ĠE",
"x"
],
[
"Ġdemonstr",
"ate"
],
[
"c",
"od"
],
[
"v",
"ant"
],
[
"en",
"cy"
],
[
"le",
"vant"
],
[
"Ġre",
"levant"
],
[
"Ġim",
"port"
],
[
"Ġen",
"cod"
],
[
"Ġtr",
"ansform"
],
[
"Ġimport",
"ance"
],
[
"Ġencod",
"ing"
],
[
"c",
"tion"
],
[
"i",
"v"
],
[
"Ġpr",
"iv"
],
[
"ac",
"y"
],
[
"an",
"sp"
],
[
"Ġf",
"air"
],
[
"th",
"ical"
],
[
"ar",
"ency"
],
[
"ĠPr",
"ac"
],
[
"Ġtr",
"ansp"
],
[
"Ġconsider",
"ations"
],
[
"Ġpriv",
"acy"
],
[
"Ġfair",
"ness"
],
[
"Ġtransp",
"arency"
],
[
"a",
"g"
],
[
"Ġ",
"st"
],
[
"Ġe",
"labor"
],
[
"ĠT",
"o"
],
[
"ir",
"ms"
],
[
"Ġind",
"ustry"
],
[
"Ġconf",
"irms"
],
[
"ten",
"ding"
],
[
"ĠEx",
"tending"
],
[
"ĠPrac",
"tical"
],
[
"Ġelabor",
"ate"
],
[
"c",
"hi"
],
[
"t",
"ec"
],
[
"t",
"ures"
],
[
"orm",
"alization"
],
[
"Ġn",
"ormalization"
],
[
"Ġapplic",
"ations"
],
[
"Ġar",
"chi"
],
[
"tec",
"tures"
],
[
"Ġarchi",
"tectures"
],
[
"Ġo",
"b"
],
[
"ain",
"ing"
],
[
"D",
"e"
],
[
"an",
"ing"
],
[
"pro",
"cess"
],
[
"Ġcle",
"aning"
],
[
"Ġpre",
"process"
],
[
"ig",
"h"
],
[
"Ġpreprocess",
"ing"
],
[
"j",
"ectives"
],
[
"st",
"ance"
],
[
"Ġm",
"on"
],
[
"om",
"ated"
],
[
"Ġn",
"atural"
],
[
"Ġbi",
"g"
],
[
"Ġob",
"jectives"
],
[
"Ġ",
"ra"
],
[
"alu",
"e"
],
[
"f",
"i"
],
[
"i",
"dence"
],
[
"m",
"end"
],
[
"v",
"als"
],
[
"Ġinter",
"vals"
],
[
"tis",
"tical"
],
[
"Ġconf",
"idence"
],
[
"l",
"gor"
],
[
"r",
"aining"
],
[
"Ġ",
"ver"
],
[
"or",
"ing"
],
[
"Ġin",
"stance"
],
[
"sion",
"ing"
],
[
"ith",
"m"
],
[
"it",
"oring"
],
[
"Ġret",
"raining"
],
[
"Ġaut",
"omated"
],
[
"Ġmon",
"itoring"
],
[
"lgor",
"ithm"
],
[
"Ġver",
"sioning"
],
[
"N",
"atural"
],
[
"b",
"ed"
],
[
"Ġ",
"U"
],
[
"nd",
"om"
],
[
"Ġn",
"a"
],
[
"Ġem",
"bed"
],
[
"De",
"ep"
],
[
"Ġembed",
"ding"
],
[
"Ġa",
"lgorithm"
],
[
"ve",
"c"
],
[
"Ġne",
"igh"
],
[
"Ġneigh",
"b"
],
[
"e",
"g"
],
[
"f",
"ers"
],
[
"n",
"ns"
],
[
"Ġm",
"achine"
],
[
"Ġre",
"com"
],
[
"Ġre",
"fers"
],
[
"ĠI",
"t"
],
[
"ma",
"king"
],
[
"ari",
"ance"
],
[
"Ġsta",
"tistics"
],
[
"Ġr",
"o"
],
[
"Ġrecom",
"mend"
],
[
"c",
"es"
],
[
"f",
"it"
],
[
"g",
"r"
],
[
"m",
"ing"
],
[
"r",
"ansform"
],
[
"t",
"ing"
],
[
"nd",
"erstand"
],
[
"Ġf",
"iel"
],
[
"Ġo",
"ver"
],
[
"ul",
"ar"
],
[
"pro",
"gr"
],
[
"am",
"ming"
],
[
"tim",
"e"
],
[
"Ġra",
"ndom"
],
[
"ĠU",
"nderstand"
],
[
"fit",
"ting"
],
[
"Ġfiel",
"d"
],
[
"progr",
"amming"
],
[
"ĠUnderstand",
"ing"
],
[
"M",
"odel"
],
[
"b",
"o"
],
[
"d",
"u"
],
[
"t",
"or"
],
[
"or",
"d"
],
[
"Ġf",
"il"
],
[
"im",
"a"
],
[
"ach",
"e"
],
[
"ter",
"ing"
],
[
"ĠR",
"eg"
],
[
"Ġar",
"ima"
],
[
"Ġfil",
"tering"
],
[
"E",
"xper"
],
[
"F",
"or"
],
[
"S",
"t"
],
[
"a",
"de"
],
[
"a",
"tistical"
],
[
"f",
"y"
],
[
"m",
"un"
],
[
"o",
"ff"
],
[
"Ġ",
"L"
],
[
"Ġ",
"id"
],
[
"on",
"g"
],
[
"ar",
"k"
],
[
"enti",
"fy"
],
[
"ic",
"ation"
],
[
"Ġcom",
"mun"
],
[
"ĠT",
"ransform"
],
[
"Ġtr",
"ade"
],
[
"ĠB",
"ayesian"
],
[
"Ġpl",
"an"
],
[
"Ġstr",
"ong"
],
[
"Ġex",
"ec"
],
[
"Ġskil",
"l"
],
[
"Exper",
"iment"
],
[
"St",
"atistical"
],
[
"Ġid",
"entify"
],
[
"Ġcommun",
"ication"
],
[
"Ġtrade",
"off"
],
[
"A",
"s"
],
[
"E",
"thical"
],
[
"i",
"ties"
],
[
"o",
"ur"
],
[
"p",
"ectives"
],
[
"Ġ",
"time"
],
[
"Ġa",
"de"
],
[
"Ġres",
"our"
],
[
"ros",
"pectives"
],
[
"it",
"y"
],
[
"port",
"un"
],
[
"Ġcare",
"ful"
],
[
"qu",
"ate"
],
[
"Ġret",
"rospectives"
],
[
"Ġop",
"portun"
],
[
"ĠReg",
"ular"
],
[
"Ġplan",
"ning"
],
[
"Ġexec",
"ution"
],
[
"Ġade",
"quate"
],
[
"Ġresour",
"ces"
],
[
"Ġopportun",
"ities"
],
[
"A",
"ns"
],
[
"B",
"ig"
],
[
"I",
"M"
],
[
"M",
"s"
],
[
"Q",
"u"
],
[
"R",
"IM"
],
[
"S",
"T"
],
[
"T",
"im"
],
[
"o",
"fessional"
],
[
"w",
"er"
],
[
"es",
"tion"
],
[
"Ġa",
"s"
],
[
"Ġt",
"re"
],
[
"Ġre",
"du"
],
[
"ĠC",
"NNs"
],
[
"Pr",
"ofessional"
],
[
"ĠR",
"NNs"
],
[
"ĠL",
"ST"
],
[
"ĠTransform",
"ers"
],
[
"Ans",
"wer"
],
[
"Qu",
"estion"
],
[
"RIM",
"A"
],
[
"Tim",
"e"
],
[
"ĠLST",
"Ms"
],
[
"v",
"ariance"
],
[
"Ġ",
"What"
],
[
"Ġm",
"an"
],
[
"Ġde",
"ep"
],
[
"Ġknow",
"s"
],
[
"Ġfeat",
"ures"
],
[
"Ġskil",
"led"
],
[
"ag",
"ing"
],
[
"Ġro",
"le"
],
[
"h",
"et"
],
[
"al",
"ity"
],
[
"or",
"y"
],
[
"Ġw",
"ord"
],
[
"Ġap",
"ache"
],
[
"op",
"het"
],
[
"Ġp",
"y"
],
[
"ĠA",
"RIMA"
],
[
"ĠPr",
"ophet"
],
[
"h",
"en"
],
[
"p",
"s"
],
[
"v",
"al"
],
[
"Ġa",
"dvance"
],
[
"er",
"y"
],
[
"re",
"hen"
],
[
"si",
"ve"
],
[
"sion",
"ality"
],
[
"as",
"e"
],
[
"ĠM",
"entorship"
],
[
"Ġcomp",
"rehen"
],
[
"Ġmast",
"ery"
],
[
"Ġestablish",
"ed"
],
[
"id",
"ation"
],
[
"Ġredu",
"ction"
],
[
"val",
"idation"
],
[
"Ġadvance",
"ment"
],
[
"Ġcomprehen",
"sive"
],
[
"L",
"O"
],
[
"M",
"LO"
],
[
"w",
"s"
],
[
"Ġd",
"ra"
],
[
"iz",
"ing"
],
[
"lu",
"st"
],
[
"ĠC",
"ase"
],
[
"ud",
"ies"
],
[
"Ġdeliver",
"ables"
],
[
"tim",
"izing"
],
[
"Ġop",
"timizing"
],
[
"Ġst",
"udies"
],
[
"Ġman",
"aging"
],
[
"MLO",
"ps"
],
[
"Ġdra",
"ws"
],
[
"g",
"ate"
],
[
"m",
"ble"
],
[
"t",
"inu"
],
[
"le",
"ction"
],
[
"ci",
"al"
],
[
"Ġb",
"al"
],
[
"Ġse",
"lection"
],
[
"Ġev",
"olves"
],
[
"se",
"mble"
],
[
"vi",
"gate"
],
[
"Ġcritical",
"ly"
],
[
"ĠCon",
"tinu"
],
[
"Ġv",
"alue"
],
[
"Ġna",
"vigate"
],
[
"ĠContinu",
"ous"
],
[
"m",
"erg"
],
[
"u",
"tional"
],
[
"v",
"ol"
],
[
"Ġ",
"vi"
],
[
"er",
"e"
],
[
"ci",
"sion"
],
[
"Ġh",
"as"
],
[
"sta",
"tistics"
],
[
"Ġen",
"semble"
],
[
"Ġfor",
"est"
],
[
"as",
"ed"
],
[
"ĠE",
"merg"
],
[
"Ġshow",
"n"
],
[
"Ġex",
"cel"
],
[
"Ġover",
"fitting"
],
[
"Ġtre",
"e"
],
[
"vol",
"utional"
],
[
"Ġvi",
"sion"
],
[
"ĠEmerg",
"ing"
],
[
"c",
"ent"
],
[
"d",
"ic"
],
[
"v",
"is"
],
[
"es",
"cent"
],
[
"ac",
"k"
],
[
"Ġd",
"escent"
],
[
"is",
"s"
],
[
"Ġb",
"ayesian"
],
[
"Ġh",
"ere"
],
[
"per",
"vis"
],
[
"radi",
"ent"
],
[
"Ġchallen",
"ge"
],
[
"Ġpre",
"dic"
],
[
"lust",
"er"
],
[
"pervis",
"ed"
],
[
"b",
"ased"
],
[
"i",
"ve"
],
[
"p",
"al"
],
[
"p",
"ut"
],
[
"p",
"ag"
],
[
"r",
"act"
],
[
"t",
"ract"
],
[
"ti",
"fi"
],
[
"on",
"ent"
],
[
"pro",
"pag"
],
[
"ay",
"es"
],
[
"Ġcomp",
"onent"
],
[
"Ġdimen",
"sionality"
],
[
"eat",
"ure"
],
[
"Ġclassi",
"fi"
],
[
"Ġcomput",
"er"
],
[
"vec",
"tor"
],
[
"ack",
"propag"
],
[
"tifi",
"cial"
],
[
"Ġclassifi",
"er"
],
[
"ackpropag",
"ation"
],
[
"a",
"d"
],
[
"e",
"ar"
],
[
"h",
"ous"
],
[
"n",
"ot"
],
[
"n",
"ear"
],
[
"u",
"ning"
],
[
"Ġs",
"p"
],
[
"Ġe",
"thical"
],
[
"Ġpro",
"ph"
],
[
"am",
"ple"
],
[
"Ġn",
"um"
],
[
"Ġneighb",
"ors"
],
[
"hous",
"e"
],
[
"near",
"est"
],
[
"Ġproph",
"et"
],
[
")",
"."
],
[
"c",
"oder"
],
[
"f",
"or"
],
[
"g",
"bo"
],
[
"i",
"sta"
],
[
"o",
"en"
],
[
"o",
"op"
],
[
"o",
"ch"
],
[
"p",
"port"
],
[
"v",
"alue"
],
[
"x",
"gbo"
],
[
"Ġ",
"i"
],
[
"Ġ",
"us"
],
[
"Ġ",
"xgbo"
],
[
"in",
"for"
],
[
"en",
"er"
],
[
"er",
"as"
],
[
"Ġc",
"nns"
],
[
"Ġc",
"luster"
],
[
"st",
"ms"
],
[
"at",
"ter"
],
[
"Ġm",
"iss"
],
[
"Ġm",
"ista"
],
[
"Ġf",
"unc"
],
[
"Ġe",
"th"
],
[
"th",
"on"
],
[
"ar",
"n"
],
[
"Ġb",
"o"
],
[
"ation",
"al"
],
[
"ce",
"ment"
],
[
"os",
"s"
],
[
"as",
"tic"
],
[
"og",
"istic"
],
[
"Ġsu",
"pport"
],
[
"Ġprinci",
"pal"
],
[
"Ġsi",
"m"
],
[
"Ġl",
"stms"
],
[
"Ġsyste",
"m"
],
[
"ari",
"ational"
],
[
"sc",
"ore"
],
[
"Ġcle",
"ans"
],
[
"di",
"stributed"
],
[
"Ġr",
"nns"
],
[
"ans",
"fer"
],
[
"ot",
"e"
],
[
"Ġaut",
"oen"
],
[
"Ġtransform",
"ers"
],
[
"Ġst",
"och"
],
[
"Ġalgorithm",
"ic"
],
[
"Ġneighb",
"or"
],
[
"Ġxgbo",
"ost"
],
[
"infor",
"cement"
],
[
"Ġmista",
"ke"
],
[
"Ġfunc",
"tion"
],
[
"Ġeth",
"ics"
],
[
"Ġcleans",
"ing"
],
[
"Ġautoen",
"coder"
],
[
"Ġstoch",
"astic"
],
[
"k",
"it"
],
[
"l",
"ow"
],
[
"o",
"u"
],
[
"o",
"v"
],
[
"o",
"ad"
],
[
"u",
"alization"
],
[
"le",
"arning"
],
[
"le",
"arn"
],
[
"is",
"ualization"
],
[
"Ġl",
"oad"
],
[
"Ġg",
"o"
],
[
"Ġg",
"radient"
],
[
"Ġrec",
"all"
],
[
"Ġv",
"isualization"
],
[
"ark",
"ov"
],
[
"d",
"oop"
],
[
"o",
"k"
],
[
"p",
"y"
],
[
"s",
"or"
],
[
"t",
"uning"
],
[
"y",
"ter"
],
[
"en",
"sor"
],
[
"Ġc",
"an"
],
[
"or",
"at"
],
[
"Ġm",
"arkov"
],
[
"Ġre",
"inforcement"
],
[
"Ġb",
"ackpropagation"
],
[
"Ġw",
"are"
],
[
"pl",
"orat"
],
[
"de",
"ep"
],
[
"ain",
"ed"
],
[
"Ġk",
"eras"
],
[
"Ġg",
"pt"
],
[
"Ġrec",
"urrent"
],
[
"Ġha",
"doop"
],
[
"up",
"yter"
],
[
"Ġex",
"ample"
],
[
"Ġpipel",
"ine"
],
[
"Ġar",
"tificial"
],
[
"Ġpre",
"cision"
],
[
"ten",
"tion"
],
[
"bo",
"ok"
],
[
"Ġnum",
"py"
],
[
"Ġware",
"house"
],
[
"plorat",
"ory"
],
[
"e",
"led"
],
[
"f",
"t"
],
[
"g",
"h"
],
[
"h",
"ol"
],
[
"l",
"anguage"
],
[
"o",
"ft"
],
[
"s",
"ari"
],
[
"s",
"oft"
],
[
"u",
"pervised"
],
[
"w",
"are"
],
[
"Ġc",
"ur"
],
[
"Ġm",
"lop"
],
[
"Ġcon",
"volutional"
],
[
"Ġb",
"ayes"
],
[
"ver",
"sari"
],
[
"ke",
"hol"
],
[
"ost",
"ing"
],
[
"Ġp",
"atter"
],
[
"Ġn",
"ote"
],
[
"Ġl",
"ab"
],
[
"Ġl",
"ogistic"
],
[
"Ġj",
"upyter"
],
[
"Ġsta",
"kehol"
],
[
"Ġtr",
"ansfer"
],
[
"Ġad",
"versari"
],
[
"and",
"as"
],
[
"lassi",
"fication"
],
[
"Ġex",
"tract"
],
[
"Ġex",
"ploratory"
],
[
"Ġsci",
"kit"
],
[
"Ġv",
"ariational"
],
[
"Ġna",
"ive"
],
[
"Ġpy",
"thon"
],
[
"ener",
"ative"
],
[
"Ġmiss",
"ing"
],
[
"Ġbo",
"osting"
],
[
"soft",
"ware"
],
[
"Ġcur",
"ve"
],
[
"Ġmlop",
"s"
],
[
"Ġpatter",
"ns"
],
[
"Ġnote",
"book"
],
[
"Ġstakehol",
"d"
],
[
"Ġadversari",
"al"
],
[
"Ġ",
"q"
],
[
"Ġb",
"e"
],
[
"Ġl",
"oss"
],
[
"Ġtransform",
"er"
],
[
"Ġrecommend",
"er"
],
[
"tor",
"ch"
],
[
"Ġpy",
"torch"
],
[
"ou",
"gh"
],
[
"Ġgo",
"als"
],
[
"Ġstakehold",
"er"
],
[
"c",
"ing"
],
[
"d",
"om"
],
[
"f",
"low"
],
[
"u",
"ance"
],
[
"Ġt",
"ensor"
],
[
"er",
"t"
],
[
"st",
"ated"
],
[
"le",
"ments"
],
[
"Ġm",
"odern"
],
[
"an",
"cing"
],
[
"is",
"dom"
],
[
"Ġf",
"ine"
],
[
"Ġe",
"lements"
],
[
"Ġthe",
"ory"
],
[
"Ġb",
"ert"
],
[
"Ġw",
"isdom"
],
[
"Ġcont",
"ent"
],
[
"ter",
"ative"
],
[
"us",
"al"
],
[
"Ġout",
"perform"
],
[
"Ġca",
"usal"
],
[
"Ġn",
"uance"
],
[
"Ġg",
"ained"
],
[
"Ġanaly",
"tical"
],
[
"Ġat",
"tention"
],
[
"Ġpe",
"ers"
],
[
"Ġover",
"stated"
],
[
"Ġbal",
"ance"
],
[
"Ġbal",
"ancing"
],
[
"Ġsp",
"ark"
],
[
"Ġi",
"terative"
],
[
"Ġcan",
"not"
],
[
"Ġtensor",
"flow"
],
[
"Ġnuance",
"d"
],
[
"A",
"R"
],
[
"C",
"on"
],
[
"s",
"et"
],
[
"s",
"upervised"
],
[
"Ġ",
"-"
],
[
"Ġ",
"un"
],
[
"is",
"e"
],
[
"Ġh",
"ow"
],
[
"Ġim",
"put"
],
[
"Ġp",
"andas"
],
[
"Ġha",
"nd"
],
[
"ĠF",
"eature"
],
[
"alu",
"es"
],
[
"Ġv",
"alues"
],
[
"Ġexperiment",
"al"
],
[
"Ġpredic",
"tions"
],
[
"Ġus",
"ed"
],
[
"Ġsim",
"ple"
],
[
"Ġimput",
"ation"
],
[
"E",
"x"
],
[
"F",
"eature"
],
[
"P",
"y"
],
[
"R",
"ec"
],
[
"i",
"as"
],
[
"Ġg",
"enerative"
],
[
"and",
"om"
],
[
"C",
"ollabor"
],
[
"as",
"es"
],
[
"Ġcollabor",
"ative"
],
[
"Ġsta",
"tistical"
],
[
"Collabor",
"ative"
],
[
"C",
"A"
],
[
"O",
"C"
],
[
"R",
"OC"
],
[
"b",
"set"
],
[
"t",
"e"
],
[
"w",
"ise"
],
[
"Ġ",
"G"
],
[
"Ġ",
"li"
],
[
"Ġc",
"ate"
],
[
"Ġc",
"ases"
],
[
"Ġf",
"inds"
],
[
"Ġto",
"o"
],
[
"Ġde",
"le"
],
[
"ĠT",
"echniques"
],
[
"pl",
"ain"
],
[
"Ġen",
"ough"
],
[
"Ġma",
"x"
],
[
"am",
"et"
],
[
"Ġwork",
"s"
],
[
"el",
"f"
],
[
"Ġsu",
"bset"
],
[
"Ġp",
"air"
],
[
"lab",
"eled"
],
[
"Ġtr",
"aining"
],
[
"Ġmeas",
"ures"
],
[
"Ġch",
"o"
],
[
"ĠH",
"igh"
],
[
"Ġv",
"ariance"
],
[
"Ġro",
"c"
],
[
"Ġtre",
"es"
],
[
"Ġpredic",
"ts"
],
[
"Ġus",
"es"
],
[
"Ġlab",
"el"
],
[
"Ġlab",
"eled"
],
[
"Ġun",
"labeled"
],
[
"Ġhand",
"le"
],
[
"Ġli",
"ke"
],
[
"Ġcate",
"gor"
],
[
"A",
"p"
],
[
"C",
"ross"
],
[
"C",
"lassification"
],
[
"D",
"imen"
],
[
"R",
"andom"
],
[
"W",
"ord"
],
[
"a",
"ive"
],
[
"ĠB",
"ayes"
],
[
"ĠB",
"ias"
],
[
"De",
"cision"
],
[
"Ġi",
"ts"
],
[
"Con",
"volutional"
],
[
"Ex",
"tract"
],
[
"Ap",
"ache"
],
[
"Dimen",
"sionality"
],
[
"C",
"aus"
],
[
"G",
"enerative"
],
[
"L",
"arge"
],
[
"M",
"achine"
],
[
"N",
"aive"
],
[
"o",
"ut"
],
[
"r",
"tificial"
],
[
"r",
"ough"
],
[
"t",
"ent"
],
[
"Ġ",
"D"
],
[
"Ġth",
"rough"
],
[
"ac",
"tion"
],
[
"Ġs",
"a"
],
[
"om",
"mend"
],
[
"Ġe",
"ach"
],
[
"ve",
"d"
],
[
"Ġb",
"y"
],
[
"ver",
"fitting"
],
[
"ĠC",
"lassification"
],
[
"ĠEx",
"plain"
],
[
"Con",
"tent"
],
[
"Rec",
"urrent"
],
[
"Rec",
"ommend"
],
[
"Caus",
"al"
],
[
"Recommend",
"er"
],
[
"A",
"t"
],
[
"A",
"rtificial"
],
[
"B",
"S"
],
[
"B",
"ayesian"
],
[
"B",
"ackpropagation"
],
[
"B",
"ias"
],
[
"C",
"E"
],
[
"C",
"AR"
],
[
"D",
"F"
],
[
"F",
"ine"
],
[
"F",
"orecasting"
],
[
"F",
"low"
],
[
"I",
"CE"
],
[
"I",
"DF"
],
[
"L",
"oss"
],
[
"N",
"E"
],
[
"N",
"AR"
],
[
"P",
"andas"
],
[
"P",
"CA"
],
[
"S",
"up"
],
[
"S",
"NE"
],
[
"T",
"F"
],
[
"T",
"r"
],
[
"T",
"or"
],
[
"T",
"ensor"
],
[
"V",
"ariational"
],
[
"a",
"gg"
],
[
"a",
"il"
],
[
"b",
"er"
],
[
"c",
"ts"
],
[
"c",
"lassification"
],
[
"d",
"ay"
],
[
"d",
"ization"
],
[
"e",
"e"
],
[
"e",
"m"
],
[
"e",
"ment"
],
[
"e",
"ms"
],
[
"e",
"ans"
],
[
"e",
"cific"
],
[
"f",
"e"
],
[
"f",
"ies"
],
[
"f",
"eat"
],
[
"g",
"et"
],
[
"g",
"ression"
],
[
"h",
"y"
],
[
"h",
"ot"
],
[
"i",
"an"
],
[
"i",
"ce"
],
[
"i",
"ts"
],
[
"i",
"ven"
],
[
"i",
"stance"
],
[
"i",
"fies"
],
[
"j",
"or"
],
[
"l",
"w"
],
[
"l",
"ing"
],
[
"l",
"ine"
],
[
"m",
"od"
],
[
"m",
"ed"
],
[
"m",
"all"
],
[
"m",
"ean"
],
[
"m",
"eans"
],
[
"n",
"um"
],
[
"o",
"od"
],
[
"o",
"up"
],
[
"o",
"ves"
],
[
"o",
"ise"
],
[
"p",
"ing"
],
[
"p",
"th"
],
[
"p",
"ar"
],
[
"p",
"ark"
],
[
"r",
"u"
],
[
"s",
"er"
],
[
"s",
"ke"
],
[
"t",
"re"
],
[
"u",
"e"
],
[
"u",
"ch"
],
[
"v",
"ing"
],
[
"v",
"ail"
],
[
"in",
"al"
],
[
"in",
"im"
],
[
"in",
"ding"
],
[
"in",
"put"
],
[
"es",
"tim"
],
[
"Ġa",
"ver"
],
[
"Ġa",
"vail"
],
[
"ti",
"os"
],
[
"Ġt",
"ar"
],
[
"Ġt",
"ex"
],
[
"Ġt",
"uning"
],
[
"on",
"e"
],
[
"er",
"lying"
],
[
"er",
"ical"
],
[
"er",
"fitting"
],
[
"Ġc",
"ru"
],
[
"re",
"gression"
],
[
"al",
"ing"
],
[
"al",
"iz"
],
[
"st",
"ra"
],
[
"st",
"wise"
],
[
"Ġpr",
"ic"
],
[
"at",
"ing"
],
[
"at",
"ors"
],
[
"Ġm",
"ech"
],
[
"Ġm",
"atter"
],
[
"Ġm",
"uch"
],
[
"Ġm",
"inim"
],
[
"ac",
"ement"
],
[
"Ġd",
"o"
],
[
"Ġd",
"et"
],
[
"Ġd",
"ate"
],
[
"Ġs",
"pl"
],
[
"Ġs",
"we"
],
[
"Ġs",
"ample"
],
[
"Ġs",
"mall"
],
[
"an",
"is"
],
[
"an",
"ge"
],
[
"Ġf",
"ar"
],
[
"Ġf",
"it"
],
[
"Ġf",
"inding"
],
[
"om",
"aly"
],
[
"Ġre",
"pl"
],
[
"Ġe",
"arly"
],
[
"Ġb",
"efore"
],
[
"Ġb",
"agg"
],
[
"Ġw",
"ee"
],
[
"Ġw",
"hy"
],
[
"os",
"ing"
],
[
"pro",
"du"
],
[
"ĠS",
"elf"
],
[
"ĠS",
"em"
],
[
"ĠS",
"park"
],
[
"ec",
"tion"
],
[
"ut",
"omated"
],
[
"Ġof",
"ten"
],
[
"per",
"par"
],
[
"und",
"erfitting"
],
[
"pl",
"ifies"
],
[
"li",
"ers"
],
[
"li",
"stwise"
],
[
"com",
"ple"
],
[
"Ġma",
"jor"
],
[
"Ġma",
"ske"
],
[
"de",
"pth"
],
[
"ow",
"s"
],
[
"ain",
"s"
],
[
"Ġres",
"istance"
],
[
"Ġsu",
"pervised"
],
[
"Ġout",
"liers"
],
[
"op",
"ping"
],
[
"Ġsc",
"aling"
],
[
"ĠM",
"iss"
],
[
"ĠM",
"AR"
],
[
"ĠM",
"CAR"
],
[
"ĠM",
"ICE"
],
[
"ĠM",
"NAR"
],
[
"Ġca",
"pt"
],
[
"Ġn",
"on"
],
[
"Ġn",
"ative"
],
[
"Ġn",
"oise"
],
[
"Ġund",
"erlying"
],
[
"Ġcre",
"ating"
],
[
"Ġg",
"ener"
],
[
"Ġg",
"iven"
],
[
"Ġon",
"ly"
],
[
"Ġan",
"omaly"
],
[
"Ġanaly",
"ze"
],
[
"standar",
"dization"
],
[
"ari",
"ables"
],
[
"ĠC",
"lust"
],
[
"Ġdata",
"set"
],
[
"Ġit",
"ems"
],
[
"ĠA",
"t"
],
[
"ĠA",
"lw"
],
[
"ĠA",
"utomated"
],
[
"sp",
"am"
],
[
"sp",
"ecific"
],
[
"Ġimpro",
"ving"
],
[
"Ġrem",
"oves"
],
[
"Ġdiffer",
"ence"
],
[
"Ġremain",
"s"
],
[
"Ġtr",
"ained"
],
[
"Ġtr",
"ue"
],
[
"Ġtr",
"ains"
],
[
"Ġinter",
"action"
],
[
"Ġch",
"ange"
],
[
"Ġhol",
"id"
],
[
"Ġrelationship",
"s"
],
[
"ĠB",
"enef"
],
[
"ĠE",
"ach"
],
[
"ra",
"ndom"
],
[
"Ġreg",
"ular"
],
[
"Ġmodel",
"ing"
],
[
"ĠR",
"andom"
],
[
"il",
"ar"
],
[
"Ġr",
"ows"
],
[
"ĠF",
"inal"
],
[
"ĠSu",
"pervised"
],
[
"Ġgr",
"oup"
],
[
"Ġconsider",
"ed"
],
[
"ot",
"stra"
],
[
"to",
"ols"
],
[
"Ġy",
"ou"
],
[
"ns",
"upervised"
],
[
"Ġv",
"ote"
],
[
"Ġv",
"ariables"
],
[
"ĠK",
"NN"
],
[
"Ġpar",
"amet"
],
[
"over",
"fitting"
],
[
"Ġstrateg",
"ies"
],
[
"Ġhy",
"perpar"
],
[
"ĠFor",
"est"
],
[
"Ġtransform",
"s"
],
[
"Ġst",
"opping"
],
[
"Ġob",
"ser"
],
[
"Ġmon",
"th"
],
[
"Ġra",
"w"
],
[
"Ġra",
"tios"
],
[
"ĠU",
"nsupervised"
],
[
"Ġembedding",
"s"
],
[
"Ġrandom",
"ness"
],
[
"Experiment",
"al"
],
[
"Ġredu",
"ces"
],
[
"Ġman",
"age"
],
[
"Ġpredic",
"t"
],
[
"Ġsp",
"am"
],
[
"Ġsp",
"ot"
],
[
"Ġnum",
"erical"
],
[
"Ġbo",
"otstra"
],
[
"Ġsim",
"plifies"
],
[
"Ġsim",
"ilar"
],
[
"Ġgo",
"al"
],
[
"Ġextract",
"ing"
],
[
"Ġun",
"supervised"
],
[
"Ġhand",
"ling"
],
[
"ĠFeature",
"tools"
],
[
"Py",
"thon"
],
[
"Py",
"Tor"
],
[
"CA",
"N"
],
[
"te",
"ly"
],
[
"ĠG",
"ood"
],
[
"Ġdele",
"tion"
],
[
"Ġdele",
"te"
],
[
"amet",
"er"
],
[
"Ġpair",
"s"
],
[
"Ġpair",
"wise"
],
[
"Ġcho",
"ice"
],
[
"Ġcho",
"osing"
],
[
"Ġlabel",
"s"
],
[
"Ġcategor",
"ies"
],
[
"Ġcategor",
"ical"
],
[
"Ġits",
"elf"
],
[
"out",
"put"
],
[
"ĠD",
"BS"
],
[
"Ġsa",
"fe"
],
[
"At",
"tention"
],
[
"Sup",
"port"
],
[
"Tr",
"ansfer"
],
[
"Tensor",
"Flow"
],
[
"feat",
"ures"
],
[
"line",
"ar"
],
[
"mod",
"e"
],
[
"med",
"ian"
],
[
"num",
"ber"
],
[
"tre",
"e"
],
[
"estim",
"ators"
],
[
"Ġaver",
"aging"
],
[
"Ġavail",
"able"
],
[
"Ġtar",
"get"
],
[
"Ġtex",
"t"
],
[
"Ġcru",
"cial"
],
[
"aliz",
"e"
],
[
"Ġpric",
"es"
],
[
"Ġmech",
"anis"
],
[
"Ġmatter",
"s"
],
[
"Ġminim",
"al"
],
[
"Ġdet",
"ection"
],
[
"Ġdate",
"time"
],
[
"Ġspl",
"it"
],
[
"Ġswe",
"et"
],
[
"Ġrepl",
"acement"
],
[
"Ġbagg",
"ing"
],
[
"Ġwee",
"k"
],
[
"produ",
"cts"
],
[
"ĠSem",
"i"
],
[
"comple",
"tely"
],
[
"Ġmajor",
"ity"
],
[
"Ġmaske",
"d"
],
[
"ĠMiss",
"ing"
],
[
"Ġcapt",
"ure"
],
[
"Ġnative",
"ly"
],
[
"Ġgener",
"alize"
],
[
"ĠClust",
"ering"
],
[
"ĠAlw",
"ays"
],
[
"Ġholid",
"ay"
],
[
"ĠBenef",
"its"
],
[
"Ġregular",
"ization"
],
[
"Ġgroup",
"s"
],
[
"Ġparamet",
"ers"
],
[
"Ġhyperpar",
"ameter"
],
[
"Ġobser",
"ved"
],
[
"Ġbootstra",
"p"
],
[
"PyTor",
"ch"
],
[
"ĠDBS",
"CAN"
],
[
"Ġmechanis",
"m"
],
[
")",
":"
],
[
"A",
"lgorithm"
],
[
"A",
"RIMA"
],
[
"B",
"E"
],
[
"G",
"P"
],
[
"G",
"radient"
],
[
"H",
"y"
],
[
"K",
"eras"
],
[
"L",
"ogistic"
],
[
"N",
"um"
],
[
"O",
"verfitting"
],
[
"R",
"T"
],
[
"R",
"e"
],
[
"R",
"eg"
],
[
"S",
"ci"
],
[
"T",
"ransform"
],
[
"a",
"tistics"
],
[
"s",
"ess"
],
[
"Ġ",
"Deep"
],
[
"om",
"put"
],
[
"ec",
"urrent"
],
[
"inci",
"pal"
],
[
"Ġp",
"h"
],
[
"ĠM",
"achine"
],
[
"ĠC",
"luster"
],
[
"ĠC",
"omput"
],
[
"Pr",
"incipal"
],
[
"ĠR",
"ecurrent"
],
[
"ĠCon",
"volutional"
],
[
"ĠN",
"atural"
],
[
"ĠSt",
"atistics"
],
[
"ĠH",
"ad"
],
[
"ĠO",
"verfitting"
],
[
"ĠReg",
"ression"
],
[
"ĠTransform",
"er"
],
[
"Ġas",
"sess"
],
[
"Ex",
"plain"
],
[
"ĠG",
"radient"
],
[
"Algorithm",
"ic"
],
[
"BE",
"RT"
],
[
"GP",
"T"
],
[
"Hy",
"pothesis"
],
[
"Num",
"Py"
],
[
"Re",
"inforcement"
],
[
"Reg",
"ression"
],
[
"Sci",
"kit"
],
[
"Transform",
"er"
],
[
"ĠComput",
"er"
],
[
"ĠHad",
"oop"
]
]
}
}