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Max Pechyonkin
23K
8
https://medium.com/ai%C2%B3-theory-practice-business/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b?source=tag_archive---------4----------------
Understanding Hinton’s Capsule Networks. Part I: Intuition.
Part I: Intuition (you are reading it now)Part II: How Capsules WorkPart III: Dynamic Routing Between CapsulesPart IV: CapsNet Architecture Quick announcement about our new publication AI3. We are getting the best writers together to talk about the Theory, Practice, and Business of AI and machine learning. Follow it to...
Slav Ivanov
3.9K
17
https://blog.slavv.com/the-1700-great-deep-learning-box-assembly-setup-and-benchmarks-148c5ebe6415?source=tag_archive---------5----------------
The $1700 great Deep Learning box: Assembly, setup and benchmarks
Updated April 2018: Uses CUDA 9, cuDNN 7 and Tensorflow 1.5. After years of using a thin client in the form of increasingly thinner MacBooks, I had gotten used to it. So when I got into Deep Learning (DL), I went straight for the brand new at the time Amazon P2 cloud servers. No upfront cost, the ability to train many ...
Stefan Kojouharov
14.2K
7
https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463?source=tag_archive---------6----------------
Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
Over the past few months, I have been collecting AI cheat sheets. From time to time I share them with friends and colleagues and recently I have been getting asked a lot, so I decided to organize and share the entire collection. To make things more interesting and give context, I added descriptions and/or excerpts for ...
Vishal Maini
8K
13
https://medium.com/machine-learning-for-humans/supervised-learning-740383a2feab?source=tag_archive---------7----------------
Machine Learning for Humans, Part 2.1: Supervised Learning
How much money will we make by spending more dollars on digital advertising? Will this loan applicant pay back the loan or not? What’s going to happen to the stock market tomorrow? In supervised learning problems, we start with a data set containing training examples with associated correct labels. For example, when le...
Arvind N
9.5K
8
https://towardsdatascience.com/thoughts-after-taking-the-deeplearning-ai-courses-8568f132153?source=tag_archive---------8----------------
Thoughts after taking the Deeplearning.ai courses – Towards Data Science
[Update — Feb 2nd 2018: When this blog post was written, only 3 courses had been released. All 5 courses in this specialization are now out. I will have a follow-up blog post soon.] Between a full time job and a toddler at home, I spend my spare time learning about the ideas in cognitive science & AI. Once in a while a...
Blaise Aguera y Arcas
8.7K
15
https://medium.com/@blaisea/do-algorithms-reveal-sexual-orientation-or-just-expose-our-stereotypes-d998fafdf477?source=tag_archive---------0----------------
Do algorithms reveal sexual orientation or just expose our stereotypes?
by Blaise Agüera y Arcas, Alexander Todorov and Margaret Mitchell A study claiming that artificial intelligence can infer sexual orientation from facial images caused a media uproar in the Fall of 2017. The Economist featured this work on the cover of their September 9th magazine; on the other hand two major LGBTQ org...
David Foster
12.8K
11
https://medium.com/applied-data-science/how-to-build-your-own-alphazero-ai-using-python-and-keras-7f664945c188?source=tag_archive---------1----------------
How to build your own AlphaZero AI using Python and Keras
In this article I’ll attempt to cover three things: In March 2016, Deepmind’s AlphaGo beat 18 times world champion Go player Lee Sedol 4–1 in a series watched by over 200 million people. A machine had learnt a super-human strategy for playing Go, a feat previously thought impossible, or at the very least, at least a de...
Aman Agarwal
7K
24
https://medium.freecodecamp.org/explained-simply-how-an-ai-program-mastered-the-ancient-game-of-go-62b8940a9080?source=tag_archive---------2----------------
Explained Simply: How an AI program mastered the ancient game of Go
This is about AlphaGo, Google DeepMind’s Go playing AI that shook the technology world in 2016 by defeating one of the best players in the world, Lee Sedol. Go is an ancient board game which has so many possible moves at each step that future positions are hard to predict — and therefore it requires strong intuition an...
Eugenio Culurciello
6.4K
8
https://towardsdatascience.com/the-fall-of-rnn-lstm-2d1594c74ce0?source=tag_archive---------3----------------
The fall of RNN / LSTM – Towards Data Science
We fell for Recurrent neural networks (RNN), Long-short term memory (LSTM), and all their variants. Now it is time to drop them! It is the year 2014 and LSTM and RNN make a great come-back from the dead. We all read Colah’s blog and Karpathy’s ode to RNN. But we were all young and unexperienced. For a few years this wa...
Gary Marcus
1.3K
27
https://medium.com/@GaryMarcus/in-defense-of-skepticism-about-deep-learning-6e8bfd5ae0f1?source=tag_archive---------4----------------
In defense of skepticism about deep learning – Gary Marcus – Medium
In a recent appraisal of deep learning (Marcus, 2018) I outlined ten challenges for deep learning, and suggested that deep learning by itself, although useful, was unlikely to lead on its own to artificial general intelligence. I suggested instead the deep learning be viewed “not as a universal solvent, but simply as o...
Bargava
11.8K
3
https://towardsdatascience.com/how-to-learn-deep-learning-in-6-months-e45e40ef7d48?source=tag_archive---------5----------------
How to learn Deep Learning in 6 months – Towards Data Science
It is quite possible to learn, follow and contribute to state-of-art work in deep learning in about 6 months’ time. This article details out the steps to achieve that. Pre-requisites - You are willing to spend 10–20 hours per week for the next 6 months- You have some programming skills. You should be comfortable to pic...
Seth Weidman
2.8K
11
https://hackernoon.com/the-3-tricks-that-made-alphago-zero-work-f3d47b6686ef?source=tag_archive---------6----------------
The 3 Tricks That Made AlphaGo Zero Work – Hacker Noon
There were many advances in Deep Learning and AI in 2017, but few generated as much publicity and interest as DeepMind’s AlphaGo Zero. This program was truly a shocking breakthrough: not only did it beat the prior version of AlphaGo — the program that beat 17 time world champion Lee Sedol just a year and a half earlier...
Gabriel Aldamiz...
5.1K
11
https://hackernoon.com/how-we-grew-from-0-to-4-million-women-on-our-fashion-app-with-a-vertical-machine-learning-approach-f8b7fc0a89d7?source=tag_archive---------7----------------
How we grew from 0 to 4 million women on our fashion app, with a vertical machine learning approach
Three years ago we launched Chicisimo, our goal was to offer automated outfit advice. Today, with over 4 million women on the app, we want to share how our data and machine learning approach helped us grow. It’s been chaotic but it is now under control. If we wanted to build a human-level tool to offer automated outfit...
Sarthak Jain
3.9K
10
https://medium.com/nanonets/how-to-easily-detect-objects-with-deep-learning-on-raspberrypi-225f29635c74?source=tag_archive---------8----------------
How to easily Detect Objects with Deep Learning on Raspberry Pi
Disclaimer: I’m building nanonets.com to help build ML with less data and no hardware The raspberry pi is a neat piece of hardware that has captured the hearts of a generation with ~15M devices sold, with hackers building even cooler projects on it. Given the popularity of Deep Learning and the Raspberry Pi Camera we t...
Emil Wallner
9.1K
25
https://medium.freecodecamp.org/how-you-can-train-an-ai-to-convert-your-design-mockups-into-html-and-css-cc7afd82fed4?source=tag_archive---------9----------------
How you can train an AI to convert your design mockups into HTML and CSS
Within three years, deep learning will change front-end development. It will increase prototyping speed and lower the barrier for building software. The field took off last year when Tony Beltramelli introduced the pix2code paper and Airbnb launched sketch2code. Currently, the largest barrier to automating front-end de...
Gant Laborde
1.3K
7
https://medium.freecodecamp.org/machine-learning-how-to-go-from-zero-to-hero-40e26f8aa6da?source=---------2----------------
Machine Learning: how to go from Zero to Hero – freeCodeCamp
If your understanding of A.I. and Machine Learning is a big question mark, then this is the blog post for you. Here, I gradually increase your AwesomenessicityTM by gluing inspirational videos together with friendly text. Sit down and relax. These videos take time, and if they don’t inspire you to continue to the next ...
James JD Sutton
2.2K
9
https://medium.com/coinmonks/what-is-q-from-a-laymen-given-barney-style-6387b18267d2?source=---------3----------------
What is “Q” from a laymen... – Coinmonks – Medium
A bit long, but I think it might help people understand Qubic a bit. Two takeaways I took from reading Qubic: (Rev_02) Take Away One: 1. If you host a “Q-Node”, a node that supports the Q protocol (layer) you can earn rewards in these manners: Offering PoW (mining rigs, computer, or your coffee pot), PoS (your IOTA’s t...
Justin Lee
511
10
https://medium.com/swlh/the-beginners-guide-to-conversational-commerce-96f9c7dbaefb?source=---------5----------------
The beginner’s guide to conversational commerce – The Startup – Medium
Your greengrocer does it. So does that guy selling sunglasses on the beach. It’s why the funny old French bakery around the corner’s been running for 15 years. Conversational marketing. A buzzword, a footnote, a revelation. Everyone’s talking about it, but what is it? At its most simple, it’s the act of talking — and m...
Kai Stinchcombe
44K
11
https://medium.com/@kaistinchcombe/decentralized-and-trustless-crypto-paradise-is-actually-a-medieval-hellhole-c1ca122efdec?source=---------6----------------
Blockchain is not only crappy technology but a bad vision for the future
Blockchain is not only crappy technology but a bad vision for the future. Its failure to achieve adoption to date is because systems built on trust, norms, and institutions inherently function better than the type of no-need-for-trusted-parties systems blockchain envisions. That’s permanent: no matter how much blockcha...
savedroid ICO
340
3
https://medium.com/@ico_8796/sneakpeek-the-savedroid-crypto-saving-app-part-1-your-wish-64d1f7308518?source=---------7----------------
#SNEAKPEEK The savedroid crypto saving app — Part #1: Your wish
The international beta of our brand new crypto saving app is coming soon. The beta app will be launched in English language and will exclusively be available for our ICO token buyers only. Now, get ready to learn more about the savedroid crypto saving app even before its official release. Today, we give you a very firs...
Brandon Morelli
221
5
https://techburst.io/artificial-intelligence-top-10-articles-june-2018-4b3fa7572b46?source=---------8----------------
Artificial Intelligence Top 10 Articles — June 2018
Here’s what’s trending this month in Artificial Intelligence. Topics include: Whether you’re experienced with Artificial Intelligence, or a newbie looking to learn the basics of AI, there’s something for everyone on this list. Disclosure: We receive compensation from the courses we feature. 4.3/5 Stars || 17 Hours of V...
Sarthak Jain
3.9K
10
https://medium.com/nanonets/how-to-easily-detect-objects-with-deep-learning-on-raspberrypi-225f29635c74?source=---------9----------------
How to easily Detect Objects with Deep Learning on Raspberry Pi
Disclaimer: I’m building nanonets.com to help build ML with less data and no hardware The raspberry pi is a neat piece of hardware that has captured the hearts of a generation with ~15M devices sold, with hackers building even cooler projects on it. Given the popularity of Deep Learning and the Raspberry Pi Camera we t...
Dr. GP Pulipaka
2
6
https://medium.com/@gp_pulipaka/3-ways-to-apply-latent-semantic-analysis-on-large-corpus-text-on-macos-terminal-jupyterlab-colab-7b4dc3e1622?source=---------5----------------
3 Ways to Apply Latent Semantic Analysis on Large-Corpus Text on macOS Terminal, JupyterLab, and...
Latent semantic analysis works on large-scale datasets to generate representations to discover the insights through natural language processing. There are different approaches to perform the latent semantic analysis at multiple levels such as document level, phrase level, and sentence level. Primarily semantic analysis...
Gabriel Jiménez
50
5
https://medium.com/aimarketingassociation/chatbots-could-we-talk-edd6ccbd8f5a?source=---------7----------------
Chatbots, could we talk? – AIMA: AI Marketing Magazine – Medium
After the euphoria for apps, the trend is reversing. Every day we download fewer new apps and we keep with few in constant use. A lot has happened since Apple in 2009 proclaimed that there was an app for everything. As in the next commercial: The chat boom According to the report of the Internet Association 2017 on the...
Kai Stinchcombe
44K
11
https://medium.com/@kaistinchcombe/decentralized-and-trustless-crypto-paradise-is-actually-a-medieval-hellhole-c1ca122efdec?source=tag_archive---------0----------------
Blockchain is not only crappy technology but a bad vision for the future
Blockchain is not only crappy technology but a bad vision for the future. Its failure to achieve adoption to date is because systems built on trust, norms, and institutions inherently function better than the type of no-need-for-trusted-parties systems blockchain envisions. That’s permanent: no matter how much blockcha...
Dhruv Parthasarathy
4.3K
12
https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4?source=tag_archive---------1----------------
A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN
At Athelas, we use Convolutional Neural Networks(CNNs) for a lot more than just classification! In this post, we’ll see how CNNs can be used, with great results, in image instance segmentation. Ever since Alex Krizhevsky, Geoff Hinton, and Ilya Sutskever won ImageNet in 2012, Convolutional Neural Networks(CNNs) have be...
Slav Ivanov
3.9K
17
https://blog.slavv.com/the-1700-great-deep-learning-box-assembly-setup-and-benchmarks-148c5ebe6415?source=tag_archive---------2----------------
The $1700 great Deep Learning box: Assembly, setup and benchmarks
Updated April 2018: Uses CUDA 9, cuDNN 7 and Tensorflow 1.5. After years of using a thin client in the form of increasingly thinner MacBooks, I had gotten used to it. So when I got into Deep Learning (DL), I went straight for the brand new at the time Amazon P2 cloud servers. No upfront cost, the ability to train many ...
Tyler Elliot Bettilyon
17.9K
13
https://medium.com/@TebbaVonMathenstien/are-programmers-headed-toward-another-bursting-bubble-528e30c59a0e?source=tag_archive---------3----------------
Are Programmers Headed Toward Another Bursting Bubble?
A friend of mine recently posed a question that I’ve heard many times in varying forms and forums: “Do you think IT and some lower-level programming jobs are going to go the way of the dodo? Seems a bit like a massive job bubble that’s gonna burst. It’s my opinion that one of the only things keeping tech and lower-leve...
Blaise Aguera y Arcas
8.7K
15
https://medium.com/@blaisea/do-algorithms-reveal-sexual-orientation-or-just-expose-our-stereotypes-d998fafdf477?source=tag_archive---------4----------------
Do algorithms reveal sexual orientation or just expose our stereotypes?
by Blaise Agüera y Arcas, Alexander Todorov and Margaret Mitchell A study claiming that artificial intelligence can infer sexual orientation from facial images caused a media uproar in the Fall of 2017. The Economist featured this work on the cover of their September 9th magazine; on the other hand two major LGBTQ org...
Arvind N
9.5K
8
https://towardsdatascience.com/thoughts-after-taking-the-deeplearning-ai-courses-8568f132153?source=tag_archive---------5----------------
Thoughts after taking the Deeplearning.ai courses – Towards Data Science
[Update — Feb 2nd 2018: When this blog post was written, only 3 courses had been released. All 5 courses in this specialization are now out. I will have a follow-up blog post soon.] Between a full time job and a toddler at home, I spend my spare time learning about the ideas in cognitive science & AI. Once in a while a...
Berit Anderson
1.6K
20
https://medium.com/join-scout/the-rise-of-the-weaponized-ai-propaganda-machine-86dac61668b?source=tag_archive---------6----------------
The Rise of the Weaponized AI Propaganda Machine – Scout: Science Fiction + Journalism – Medium
By Berit Anderson and Brett Horvath This piece was originally published at Scout.ai. “This is a propaganda machine. It’s targeting people individually to recruit them to an idea. It’s a level of social engineering that I’ve never seen before. They’re capturing people and then keeping them on an emotional leash and neve...
Slav Ivanov
4.4K
10
https://blog.slavv.com/37-reasons-why-your-neural-network-is-not-working-4020854bd607?source=tag_archive---------7----------------
37 Reasons why your Neural Network is not working – Slav
The network had been training for the last 12 hours. It all looked good: the gradients were flowing and the loss was decreasing. But then came the predictions: all zeroes, all background, nothing detected. “What did I do wrong?” — I asked my computer, who didn’t answer. Where do you start checking if your model is outp...
Sirui Li
1
5
https://medium.com/leethree/the-evolution-a-simple-illustration-203a1bba83b0?source=tag_archive---------2----------------
The evolution: a simple illustration – LeeThree on UX – Medium
In the last paragraphs of Tools vs. Assistants: Part II, I’ve talked about the evolution of the society as the technology develops, in order to explain how we should apply software agents into our applications. Here I come up with some graphs to illustrate my model of machine intelligence in the process of society evol...
Theo
3
4
https://becominghuman.ai/is-there-a-future-for-innovation-18b4d5ab168f?source=tag_archive---------1----------------
Is there a future for innovation ? – Becoming Human: Artificial Intelligence Magazine
Have you noticed how tech savvy children have become but are no longer streetwise ? I read a friend’s thoughts on his own site last week and there was a slight pang of regret in where technology and innovation seems to be leading us all. And so I started to worry about where the concept of innovation is going for futur...
Diana Filippova
1
11
https://medium.com/@dnafilippova/de-la-coop%C3%A9ration-entre-les-hommes-et-les-machines-pour-une-approche-pair-%C3%A0-pair-de-lintelligence-1bb8d8c56de1?source=tag_archive---------3----------------
De la coopération entre les hommes et les machines, pour une approche pair-à-pair de l’intelligence...
Originally published at www.cuberevue.com on November 6, 2013. Lundi matin, huit heures, 2007, centre d’examen d’Arcueil. Mille têtes sont laborieusement penchées sur des bureaux en bois, abîmés par les stylos qui grattent sur de minces feuilles de papier. Les voies ferrées bordent l’enclave, les trains font tremb...
Peter Sweeney
215
7
https://medium.com/inventing-intelligent-machines/siris-descendants-fd36df040918?source=tag_archive---------0----------------
Siri’s Descendants: How intelligent assistants will evolve
The internet swarms with intelligent assistants. What started as an isolated app on the iPhone has evolved. Intelligent assistants constitute an entirely new network of activity. No longer confined to our personal computing devices, assistants are being embedded within every object of interest in the cloud and the inte...
E.C. McCarthy
125
5
https://medium.com/@paintedbird/reflections-of-her-775cda1b6301?source=tag_archive---------1----------------
Reflections of “Her” – E.C. McCarthy – Medium
Indisputably, Spike Jonze’s “Her” is a relationship movie. However, I’m in the minority when I contend the primary relationship in this story is between conscious and unconscious. I’ve found no mention in reviews of the mechanics or fundamental purpose of “intuitive” software. Intuitive is a word closely associated wit...
Jorge Camacho
19
5
https://medium.com/@j_camachor/her-is-our-space-odyssey-bcdcead43438?source=tag_archive---------2----------------
‘Her’ is our space odyssey. – Jorge Camacho – Medium
I have a confession to make: I didn’t like Gravity. It’s not so much that I failed to appreciate it for the major cinematographic work that it certainly is. It’s rather that it stands as a profoundly depressing symptom of an age when it has become almost impossible to realistically dream of space exploration—and thus, ...
Tommy Thompson
17
14
https://medium.com/@t2thompson/ailovespacman-9ffdd21b01ff?source=tag_archive---------3----------------
Why AI Research Loves Pac-Man – Tommy Thompson – Medium
AI and Games is a crowdfunded YouTube series on the research and applications of AI within video games. The following article is a more involved transcription of the topics discussed in the video linked to above. If you enjoy this work, please consider supporting my future content over on Patreon. Artificial Intelligen...
Matt Wiese
4
3
https://medium.com/@mattwiese/digital-companionship-8d4760c57034?source=tag_archive---------4----------------
Digital Companionship – Matt Wiese – Medium
Recently, I chose to treat myself to a movie I’ve been eyeing for a while: Her. The plot revolves around a letter-writer who falls in love with his computer’s artificial intelligence as a way to cope with his divorce. A complicated story which pleases viewers with both laughs and the occasional tear. Provocative, if on...
Matt O'Leary
373
12
https://howwegettonext.com/i-let-ibm-s-robot-chef-tell-me-what-to-cook-for-a-week-d881fc884748?source=tag_archive---------0----------------
I Let IBM’s Robot Chef Tell Me What to Cook for a Week
Originally published at www.howwegettonext.com. If you’ve been following IBM’s Watson project and like food, you may have noticed growing excitement among chefs, gourmands and molecular gastronomists about one aspect of its development. The main Watson project is an artificial intelligence that engineers have built to ...
Tim O'Reilly
1.3K
6
https://wtfeconomy.com/the-wtf-economy-a3bd5f52ef00?source=tag_archive---------1----------------
The WTF Economy – From the WTF? Economy to the Next Economy
WTF?! In San Francisco, Uber has 3x the revenue of the entire prior taxi and limousine industry. WTF?! Without owning a single room, Airbnb has more rooms on offer than some of the largest hotel groups in the world. Airbnb has 800 employees, while Hilton has 152,000. WTF?! Top Kickstarters raise tens of millions of dol...
James Cooper
57
3
https://render.betaworks.com/announcing-poncho-the-weatherbot-bd14255e1b25?source=tag_archive---------2----------------
Announcing Poncho the WeatherBot – Render-from-betaworks
You can now get personal weather forecasts in Slack. UPDATE: Since publishing this piece in November 2015 the Poncho Weather Messenger bot launched on stage at the Facebook conference and is now the most popular bot on Facebook. If you are new to bots this is a great place to start. Try it out, here. You’ll like it. Po...
Joel Leeman
69
5
https://becominghuman.ai/i-think-i-m-slowly-turning-into-a-cyborg-cbecfa8462df?source=tag_archive---------3----------------
I think I’m slowly turning into a cyborg – Becoming Human: Artificial Intelligence Magazine
It’s only a matter of time. As much of life moves online, atomized into bits on apps, social networks and a variety of other web products, I’m beginning to notice more and more that I rely on these tools to supplement my brainpower. It sounds melodramatic, I realize, but go with me for a second here. Take my schedule. ...
Scott Smith
83
8
https://medium.com/phase-change/your-temporary-instant-disposable-dreamhouse-for-the-weekend-12eb419ded0?source=tag_archive---------4----------------
Your Temporary Instant Disposable Dreamhouse for the Weekend
Close colleagues of mine will tell you I have honed a particular obsession/crackpot theory over the past few years: that Airbnb has been gently A/B testing me in real life. Let me explain. I travel more than most humans should. As someone who runs their own company, and sometimes needs to spend more time in a location ...
iDanScott
3
4
https://medium.com/@iDanScott/the-bejeweled-solver-3cd07c69dfc4?source=tag_archive---------5----------------
C# Plays Bejeweled Blitz – iDanScott – Medium
As some of you reading this may or may not already know; over the past day or so I went from having the idea of creating a computer program that would essentially be able to play the popular arcade game Bejeweled Blitz on Facebook, to actually developing it. Now as hard as this problem sounds, it was surprisingly easy ...
Josh
18
6
https://medium.com/@joshdotai/9-reasons-why-now-is-the-time-for-artificial-intelligence-876b3def0fee?source=tag_archive---------6----------------
9 Reasons Why Now is the Time for Artificial Intelligence
There’s no denying it — Artificial Intelligence is happening and it’s happening big. Companies from Facebook to Google to Amazon are hard at work building world-class AI teams that infiltrate every facet of their products. Siri is one of the largest teams at Apple, and Microsoft has a growing research effort on this fr...
paulson
1
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https://electricliterature.com/what-could-happen-if-we-did-things-right-an-interview-with-kim-stanley-robinson-author-of-aurora-d88a0f8f72e7?source=tag_archive---------7----------------
What Could Happen If We Did Things Right: An Interview With Kim Stanley Robinson, Author Of Aurora
Is Kim Stanley Robinson our greatest political writer? That was the provocative question posed recently by a critic in The New Yorker. Science fiction writers rarely get that kind of serious attention, but Robinson’s visionary experiments in imagining a more just society have always been part of his fictional universe....
Christopher Wolf Nordlinger
8
6
https://medium.com/@chrisnordlinger/the-internet-of-things-and-the-operating-room-of-the-future-8999a143d7b1?source=tag_archive---------8----------------
The Internet of Things and the Operating Room of the Future
The doctor stands over the patient on the operating room table. It can be dizzying to look around at the dozen or more video screens dedicated to standalone medical devices and not think that the Internet of Things (IoT) could radically simplify the complexities of managing so many systems. In the process, digital heal...
Louis Rosenfeld
90
5
https://medium.com/@louisrosenfeld/everyday-ia-d7aa7be07717?source=tag_archive---------9----------------
Everyday IA – Louis Rosenfeld – Medium
A few days ago, Cennydd Bowles gently trolled many of us thusly: As Cennydd has keynoted a past Information Architecture Summit, it’s hard to ignore his question. And Cennydd’s timing is quite interesting, given that tomorrow is World IA Day. The theme of this year’s WIAD is “architecting happiness”. And in this adorab...
Matt Harvey
677
7
https://blog.coast.ai/continuous-online-video-classification-with-tensorflow-inception-and-a-raspberry-pi-785c8b1e13e1?source=tag_archive---------0----------------
Continuous online video classification with TensorFlow, Inception and a Raspberry Pi
Much has been written about using deep learning to classify prerecorded video clips. These papers and projects impressive tag, classify and even caption each clip, with each comprising a single action or subject. Today, we’re going to explore a way to continuously classify video as it’s captured, in an online system. C...
Vivek Yadav
425
11
https://chatbotslife.com/using-augmentation-to-mimic-human-driving-496b569760a9?source=tag_archive---------1----------------
An augmentation based deep neural network approach to learn human driving behavior
Overview In this post, we will go over the work I did for project 3 of Udacity’s self-driving car project, behavior cloning for driving. The main task is to drive a car around in a simulator on a race track, and then use deep learning to mimic the behavior of human. This is a very interesting problem because it is not ...
Carlos Beltran
97
9
https://medium.com/@carlosbeltran/ai-the-theme-in-avenged-sevenfolds-new-album-the-stage-f4516d6fc96?source=tag_archive---------2----------------
A Rock Album For AI – Carlos Beltran – Medium
https://open.spotify.com/album/0jwnYwJz6XHNrVAYEclQPd It’s awesome that Avenged Sevenfold became interested in AI and wrote an entire album that revolves around the idea. In an interview with Rolling Stone, lead singer M. Shadows says the initial interest came after reading Tim Urban’s article over at waitbutwhy. It’s ...
Matt Harvey
558
6
https://blog.coast.ai/continuous-video-classification-with-tensorflow-inception-and-recurrent-nets-250ba9ff6b85?source=tag_archive---------3----------------
Continuous video classification with TensorFlow, Inception and Recurrent Nets
A video is a sequence of images. In our previous post, we explored a method for continuous online video classification that treated each frame as discrete, as if its context relative to previous frames was unimportant. Today, we’re going to stop treating our video as individual photos and start treating it like the vid...
Oxford University
237
19
https://medium.com/oxford-university/the-future-of-work-cf8a33b47285?source=tag_archive---------4----------------
The future of work – Oxford University – Medium
Technology has always changed employment, but the rise of robotics and artificial intelligence could transform it beyond recognition. Researchers at Oxford are investigating how technology will shape the future of work — and what we can do to ensure everyone benefits. In a famous 1930 talk, John Maynard Keynes imagined...
Maciej Lipiec
766
8
https://medium.com/k2-product-design/the-future-of-digital-banking-236ad65e4c76?source=tag_archive---------5----------------
The Future of Digital Banking – K2 Product Design – Medium
Our solution is based on three pillars: In the old times user interface of a bank was the bank teller at the branch. From today’s perspective it was inconvenient and time consuming, but the bank had a human face. Now we are interacting with our banks by clicking on links, menus, and buttons, and filling out forms. But ...
Camron Godbout
341
10
https://hackernoon.com/tensorflow-in-a-nutshell-part-three-all-the-models-be1465993930?source=tag_archive---------7----------------
TensorFlow in a Nutshell — Part Three: All the Models
Make sure to check out the other articles here. In this installment we will be going over all the abstracted models that are currently available in TensorFlow and describe use cases for that particular model as well as simple sample code. Full sources of working examples are in the TensorFlow In a Nutshell repo. Use Ca...
Dominik Felix
286
5
https://chatbotsmagazine.com/how-to-create-a-chatbot-without-coding-a-single-line-e716840c7245?source=tag_archive---------8----------------
How to Create a Chatbot Without Coding a Single Line
Chatbots are ready to succeed. If you think you have to hack days or even weeks to create a chatbot, you might be wrong. You don’t have to be aware of any coding skills. Immediately after big players like Facebook Messenger or Skype opened their platform for programmers many tools emerged. With this article I want to g...
Greg Gascon
368
6
https://medium.com/startup-grind/how-invisible-interfaces-are-going-to-transform-the-way-we-interact-with-computers-39ef77a8a982?source=tag_archive---------9----------------
How Invisible Interfaces are going to transform the way we interact with computers
In the mid-nineties, a computer scientist at Xerox PARC theorized the concept of the Internet of Things, albeit with a different name, far before anyone else had and even further still before it had become possible. Even though today we call it by that name, Ubiquitous Computing — as it was then coined by Mark Weiser —...
Dhruv Parthasarathy
4.3K
12
https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4?source=tag_archive---------0----------------
A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN
At Athelas, we use Convolutional Neural Networks(CNNs) for a lot more than just classification! In this post, we’ll see how CNNs can be used, with great results, in image instance segmentation. Ever since Alex Krizhevsky, Geoff Hinton, and Ilya Sutskever won ImageNet in 2012, Convolutional Neural Networks(CNNs) have be...
Slav Ivanov
3.9K
17
https://blog.slavv.com/the-1700-great-deep-learning-box-assembly-setup-and-benchmarks-148c5ebe6415?source=tag_archive---------1----------------
The $1700 great Deep Learning box: Assembly, setup and benchmarks
Updated April 2018: Uses CUDA 9, cuDNN 7 and Tensorflow 1.5. After years of using a thin client in the form of increasingly thinner MacBooks, I had gotten used to it. So when I got into Deep Learning (DL), I went straight for the brand new at the time Amazon P2 cloud servers. No upfront cost, the ability to train many ...
Tyler Elliot Bettilyon
17.9K
13
https://medium.com/@TebbaVonMathenstien/are-programmers-headed-toward-another-bursting-bubble-528e30c59a0e?source=tag_archive---------2----------------
Are Programmers Headed Toward Another Bursting Bubble?
A friend of mine recently posed a question that I’ve heard many times in varying forms and forums: “Do you think IT and some lower-level programming jobs are going to go the way of the dodo? Seems a bit like a massive job bubble that’s gonna burst. It’s my opinion that one of the only things keeping tech and lower-leve...
Arvind N
9.5K
8
https://towardsdatascience.com/thoughts-after-taking-the-deeplearning-ai-courses-8568f132153?source=tag_archive---------3----------------
Thoughts after taking the Deeplearning.ai courses – Towards Data Science
[Update — Feb 2nd 2018: When this blog post was written, only 3 courses had been released. All 5 courses in this specialization are now out. I will have a follow-up blog post soon.] Between a full time job and a toddler at home, I spend my spare time learning about the ideas in cognitive science & AI. Once in a while a...
Berit Anderson
1.6K
20
https://medium.com/join-scout/the-rise-of-the-weaponized-ai-propaganda-machine-86dac61668b?source=tag_archive---------4----------------
The Rise of the Weaponized AI Propaganda Machine – Scout: Science Fiction + Journalism – Medium
By Berit Anderson and Brett Horvath This piece was originally published at Scout.ai. “This is a propaganda machine. It’s targeting people individually to recruit them to an idea. It’s a level of social engineering that I’ve never seen before. They’re capturing people and then keeping them on an emotional leash and neve...
Slav Ivanov
4.4K
10
https://blog.slavv.com/37-reasons-why-your-neural-network-is-not-working-4020854bd607?source=tag_archive---------5----------------
37 Reasons why your Neural Network is not working – Slav
The network had been training for the last 12 hours. It all looked good: the gradients were flowing and the loss was decreasing. But then came the predictions: all zeroes, all background, nothing detected. “What did I do wrong?” — I asked my computer, who didn’t answer. Where do you start checking if your model is outp...
Keval Patel
833
7
https://becominghuman.ai/turn-your-raspberry-pi-into-homemade-google-home-9e29ad220075?source=tag_archive---------6----------------
Turn your Raspberry Pi into homemade Google Home – Becoming Human: Artificial Intelligence Magazine
Google Home is a beautiful device with built-in Google Assistant — A state of the art digital personal assistant by Google. — which you can place anywhere at your home and it will do some amazing things for you. It will save your reminders, shopping lists, notes and most importantly answers your questions and queries b...
Eduard Tyantov
5.4K
19
https://blog.statsbot.co/deep-learning-achievements-4c563e034257?source=tag_archive---------7----------------
Deep Learning Achievements Over the Past Year – Stats and Bots
At Statsbot, we’re constantly reviewing the deep learning achievements to improve our models and product. Around Christmas time, our team decided to take stock of the recent achievements in deep learning over the past year (and a bit longer). We translated the article by a data scientist, Ed Tyantov, to tell you about ...
Maruti Techlabs
552
5
https://chatbotsmagazine.com/which-are-the-best-intelligent-chatbots-or-ai-chatbots-available-online-cc49c0f3569d?source=tag_archive---------8----------------
What Are The Best Intelligent Chatbots or AI Chatbots Available Online?
How do we define the intelligence of a chatbot? You can see a lot of articles about what would make a chatbot “appear intelligent.” A chatbot is intelligent when it becomes aware of user needs. Its intelligence is what gives the chatbot the ability to handle any scenario of a conversation with ease. Are the travel bots...
Jerry Chen
2.3K
11
https://news.greylock.com/the-new-moats-53f61aeac2d9?source=tag_archive---------9----------------
The New Moats – Greylock Perspectives
To build a sustainable and profitable business, you need strong defensive moats around your company. This rings especially true today as we undergo one of the largest platform shifts in a generation as applications move to the cloud, are consumed on iPhones, Echoes, and Teslas, are built on open source, and are fueled ...
Sarthak Jain
3.9K
10
https://medium.com/nanonets/how-to-easily-detect-objects-with-deep-learning-on-raspberrypi-225f29635c74?source=tag_archive---------2----------------
How to easily Detect Objects with Deep Learning on Raspberry Pi
Disclaimer: I’m building nanonets.com to help build ML with less data and no hardware The raspberry pi is a neat piece of hardware that has captured the hearts of a generation with ~15M devices sold, with hackers building even cooler projects on it. Given the popularity of Deep Learning and the Raspberry Pi Camera we t...
Gaurav Oberoi
850
12
https://hackernoon.com/exploring-deepfakes-20c9947c22d9?source=tag_archive---------3----------------
Exploring DeepFakes – Hacker Noon
In December 2017, a user named “DeepFakes” posted realistic looking explicit videos of famous celebrities on Reddit. He generated these fake videos using deep learning, the latest in AI, to insert celebrities’ faces into adult movies. In the following weeks, the internet exploded with articles about the dangers of face...
Nick Bourdakos
5K
15
https://medium.freecodecamp.org/understanding-capsule-networks-ais-alluring-new-architecture-bdb228173ddc?source=tag_archive---------4----------------
Understanding Capsule Networks — AI’s Alluring New Architecture
Convolutional neural networks have done an amazing job, but are rooted in problems. It’s time we started thinking about new solutions or improvements — and now, enter capsules. Previously, I briefly discussed how capsule networks combat some of these traditional problems. For the past for few months, I’ve been submergi...
Mark Johnson
3.7K
9
https://hackernoon.com/how-i-shipped-six-side-projects-in-2017-3dde6c77adbb?source=tag_archive---------5----------------
How I Launched Six Side Projects in 2017 – Hacker Noon
Last year I set a goal to learn something new each month and ended out launching six new projects which I’ll recap along with what I learned below. Looking back, it seems a little crazy to me that I managed to launch as much as I did while running a (more than) full time business, spending quality time with my family (...
Justin Lee
8.3K
11
https://medium.com/swlh/chatbots-were-the-next-big-thing-what-happened-5fc49dd6fa61?source=tag_archive---------6----------------
Chatbots were the next big thing: what happened? – The Startup – Medium
Oh, how the headlines blared: Chatbots were The Next Big Thing. Our hopes were sky high. Bright-eyed and bushy-tailed, the industry was ripe for a new era of innovation: it was time to start socializing with machines. And why wouldn’t they be? All the road signs pointed towards insane success. At the Mobile World Congr...
Leigh Alexander
2.7K
31
https://medium.com/@leighalexander/the-future-we-wanted-fd41e3e14512?source=tag_archive---------7----------------
The Future We Wanted – Leigh Alexander – Medium
I wonder a lot about how Jane ended up. When we were small we did everything together. “She’s just like you,” Aunt Cissy kept insisting, and Jane was, in that her birth parents were, for the most part, out of the picture. We also both liked fantasy books and hated afterschool, but honestly, that’s where the similaritie...
Daniel Simmons
3.4K
8
https://itnext.io/you-can-build-a-neural-network-in-javascript-even-if-you-dont-really-understand-neural-networks-e63e12713a3?source=tag_archive---------8----------------
You can build a neural network in JavaScript even if you don’t really understand neural networks
Click here to share this article on LinkedIn » (Skip this part if you just want to get on with it...) I should really start by admitting that I’m no expert in neural networks or machine learning. To be perfectly honest, most of it still completely baffles me. But hopefully that’s encouraging to any fellow non-experts w...
Logan Spears
2.3K
6
https://hackernoon.com/coursera-vs-udacity-for-machine-learning-f9c0d464a0eb?source=tag_archive---------9----------------
Coursera vs Udacity for Machine Learning – Hacker Noon
2018 is an exciting time for students of machine learning. There is a wealth of readily available educational materials, and the industry’s importance only continues to grow. That said, with so many easily accessible resources, choosing the right fit for your interests can be difficult. To help those considering enteri...
James Le
2K
9
https://medium.com/nanonets/how-to-do-image-segmentation-using-deep-learning-c673cc5862ef?source=---------0----------------
How to do Semantic Segmentation using Deep learning
This article is a comprehensive overview including a step-by-step guide to implement a deep learning image segmentation model. Nowadays, semantic segmentation is one of the key problems in the field of computer vision. Looking at the big picture, semantic segmentation is one of the high-level task that paves the way to...
Sarthak Jain
3.9K
10
https://medium.com/nanonets/how-to-easily-detect-objects-with-deep-learning-on-raspberrypi-225f29635c74?source=---------1----------------
How to easily Detect Objects with Deep Learning on Raspberry Pi
Disclaimer: I’m building nanonets.com to help build ML with less data and no hardware The raspberry pi is a neat piece of hardware that has captured the hearts of a generation with ~15M devices sold, with hackers building even cooler projects on it. Given the popularity of Deep Learning and the Raspberry Pi Camera we t...
Bharath Raj
2.2K
15
https://medium.com/nanonets/how-to-use-deep-learning-when-you-have-limited-data-part-2-data-augmentation-c26971dc8ced?source=---------2----------------
Data Augmentation | How to use Deep Learning when you have Limited Data — Part 2
We have all been there. You have a stellar concept that can be implemented using a machine learning model. Feeling ebullient, you open your web browser and search for relevant data. Chances are, you find a dataset that has around a few hundred images. You recall that most popular datasets have images in the order of te...
Daniel Rothmann
302
8
https://towardsdatascience.com/human-like-machine-hearing-with-ai-1-3-a5713af6e2f8?source=---------3----------------
Human-Like Machine Hearing With AI (1/3) – Towards Data Science
Significant breakthroughs in AI technology have been achieved through modeling human systems. While artificial neural networks (NNs) are mathematical models which are only loosely coupled with the way actual human neurons function, their application in solving complex and ambiguous real-world problems has been profound...
Amine Aoullay
58
4
https://towardsdatascience.com/how-to-use-noise-to-your-advantage-5301071d9dc3?source=---------4----------------
How to use Noise to your advantage ? – Towards Data Science
For scientists, random fluctuations, or noise is undesirable. Although typically assumed to degrade performance, it can sometimes improve information processing in non-linear systems. In this post we’ll see some examples where the noise can be used as an advantage. Recent works have shown that, by allowing some inaccur...
Jonathan Balaban
804
5
https://towardsdatascience.com/deep-learning-tips-and-tricks-1ef708ec5f53?source=---------5----------------
Deep Learning Tips and Tricks – Towards Data Science
Below is a distilled collection of conversations, messages, and debates I’ve had with peers and students on how to optimize deep models. If you have tricks you’ve found impactful, please share them!! Deep learning models like the Convolutional Neural Network (CNN) have a massive number of parameters; we can actually ca...
Arthur Juliani
9K
6
https://medium.com/emergent-future/simple-reinforcement-learning-with-tensorflow-part-0-q-learning-with-tables-and-neural-networks-d195264329d0?source=---------6----------------
Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural Networks
For this tutorial in my Reinforcement Learning series, we are going to be exploring a family of RL algorithms called Q-Learning algorithms. These are a little different than the policy-based algorithms that will be looked at in the the following tutorials (Parts 1–3). Instead of starting with a complex and unwieldy dee...
SAGAR SHARMA
2.5K
5
https://towardsdatascience.com/activation-functions-neural-networks-1cbd9f8d91d6?source=---------7----------------
Activation Functions: Neural Networks – Towards Data Science
What is Activation Function ? Why we use Activation functions with Neural Networks? The Activation Functions can be basically divided into 2 types- As you can see the function is a line or linear.Therefore, the output of the functions will not be confined between any range. Equation : f(x) = x Range : (-infinity to inf...
Jae Duk Seo
33
6
https://towardsdatascience.com/principal-component-analysis-network-in-tensorflow-with-interactive-code-7be543047704?source=---------8----------------
Principal Component Analysis Network in Tensorflow with Interactive Code
A natural extension from Principle Component Analysis pooling layer would be making a full neural network out of the layer. I wanted to know if this was even possible as well as how well or worse it performs on MNIST data. Principle Component Analysis (PCA) Pooling Layer For anyone who is not familiar with PCAP please ...
Jae Duk Seo
20
7
https://towardsdatascience.com/multi-stream-rnn-concat-rnn-internal-conv-rnn-lag-2-rnn-in-tensorflow-f4f17189a208?source=---------9----------------
Multi-Stream RNN, Concat RNN, Internal Conv RNN, Lag 2 RNN in Tensorflow
For the last two week I have been dying to implement different kinds of Recurrent Neural Networks (RNN) and finally I have the time to implement all of them. Below is the list of different RNN cases I wanted to try out. Case a: Vanilla Recurrent Neural Network Case b: Multi-Stream Recurrent Neural NetworkCase c: Concat...
Wallarm
72
4
https://lab.wallarm.com/tensorflow-dataset-api-for-increasing-training-speed-of-neural-networks-43a3050f2080?source=---------3----------------
TensorFlow Dataset API for increasing training speed of neural networks
Wallarm AI engine is the heart of our security solution. Two key parameters of our AI engine efficiency are how fast neural networks can be train to reflect the updated training sets and how much compute power need to be dedicated to the training on the on-going basis. Many of our machine learning algorithms are writte...
Maryna Hlaiboroda
5
5
https://blog.heyml.com/%D0%B8%D0%B8-%D0%BF%D1%81%D0%B8%D1%85%D0%BE%D0%BF%D0%B0%D1%82-%D0%B8-%D0%B8%D0%B8-%D0%BE%D0%B1%D0%BC%D0%B0%D0%BD%D1%89%D0%B8%D0%BA-94c6a8e6c63e?source=---------4----------------
ИИ-психопат и ИИ-обманщик – Hey Machine Learning
Команда исследователей из Массачусетского технологического института (MIT) представила нейронную сеть Norman, которая распознает изображения и генерирует текстовое описание к ним. Ее особенность в том, что ученые тренировали сеть на картинках с подписями о смерти из сообщества Reddit и Norman во всем видит ужасы. Алг...
Amine Aoullay
58
4
https://towardsdatascience.com/how-to-use-noise-to-your-advantage-5301071d9dc3?source=---------6----------------
How to use Noise to your advantage ? – Towards Data Science
For scientists, random fluctuations, or noise is undesirable. Although typically assumed to degrade performance, it can sometimes improve information processing in non-linear systems. In this post we’ll see some examples where the noise can be used as an advantage. Recent works have shown that, by allowing some inaccur...
Kelvin Li
56
5
https://medium.com/@kelfun5354/the-complex-language-used-in-back-propagation-88c6e58f676c?source=---------9----------------
The Complex language used in Back Propagation – Kelvin Li – Medium
I’ve looked all over the internet for explanations of what exactly back propagation is and everyone either uses complicated mathematical language or complex codes to try to explain what back propagation. If someone who doesn’t know either wants to know what it is then how will they really grasp what it is? In this post...
Arthur Juliani
9K
6
https://medium.com/emergent-future/simple-reinforcement-learning-with-tensorflow-part-0-q-learning-with-tables-and-neural-networks-d195264329d0?source=tag_archive---------1----------------
Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning with Tables and Neural Networks
For this tutorial in my Reinforcement Learning series, we are going to be exploring a family of RL algorithms called Q-Learning algorithms. These are a little different than the policy-based algorithms that will be looked at in the the following tutorials (Parts 1–3). Instead of starting with a complex and unwieldy dee...
Stefan Kojouharov
14.2K
7
https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463?source=tag_archive---------2----------------
Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
Over the past few months, I have been collecting AI cheat sheets. From time to time I share them with friends and colleagues and recently I have been getting asked a lot, so I decided to organize and share the entire collection. To make things more interesting and give context, I added descriptions and/or excerpts for ...
Andrej Karpathy
9.2K
7
https://medium.com/@karpathy/yes-you-should-understand-backprop-e2f06eab496b?source=tag_archive---------3----------------
Yes you should understand backprop – Andrej Karpathy – Medium
When we offered CS231n (Deep Learning class) at Stanford, we intentionally designed the programming assignments to include explicit calculations involved in backpropagation on the lowest level. The students had to implement the forward and the backward pass of each layer in raw numpy. Inevitably, some students complain...
Avinash Sharma V
6.9K
10
https://medium.com/the-theory-of-everything/understanding-activation-functions-in-neural-networks-9491262884e0?source=tag_archive---------4----------------
Understanding Activation Functions in Neural Networks
Recently, a colleague of mine asked me a few questions like “why do we have so many activation functions?”, “why is that one works better than the other?”, ”how do we know which one to use?”, “is it hardcore maths?” and so on. So I thought, why not write an article on it for those who are familiar with neural network o...
Arthur Juliani
3.5K
8
https://medium.com/emergent-future/simple-reinforcement-learning-with-tensorflow-part-8-asynchronous-actor-critic-agents-a3c-c88f72a5e9f2?source=tag_archive---------5----------------
Simple Reinforcement Learning with Tensorflow Part 8: Asynchronous Actor-Critic Agents (A3C)
In this article I want to provide a tutorial on implementing the Asynchronous Advantage Actor-Critic (A3C) algorithm in Tensorflow. We will use it to solve a simple challenge in a 3D Doom environment! With the holidays right around the corner, this will be my final post for the year, and I hope it will serve as a culmi...
Elle O'Brien
2.3K
6
https://towardsdatascience.com/romance-novels-generated-by-artificial-intelligence-1b31d9c872b2?source=tag_archive---------6----------------
Romance Novels, Generated by Artificial Intelligence
I’ve always been fascinated with romance novels — the kind they sell at the drugstore for a couple of dollars, usually with some attractive, soft-lit couples on the cover. So when I started futzing around with text-generating neural networks a few weeks ago, I developed an urgent curiosity to discover what artificial i...
Slav Ivanov
2.9K
9
https://blog.slavv.com/picking-a-gpu-for-deep-learning-3d4795c273b9?source=tag_archive---------8----------------
Picking a GPU for Deep Learning – Slav
Quite a few people have asked me recently about choosing a GPU for Machine Learning. As it stands, success with Deep Learning heavily dependents on having the right hardware to work with. When I was building my personal Deep Learning box, I reviewed all the GPUs on the market. In this article, I’m going to share my ins...
Datafiniti
3
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https://blog.datafiniti.co/classifying-websites-with-neural-networks-39123a464055?source=tag_archive---------0----------------
Classifying Websites with Neural Networks – Knowledge from Data: The Datafiniti Blog
At Datafiniti, we have a strong need for converting unstructured web content into structured data. For example, we’d like to find a page like: and do the following: Both of these are hard things for a computer to do in an automated manner. While it’s easy for you or me to realize that the above web page is selling some...
Yingjie Miao
43
6
https://medium.com/kifi-engineering/from-word2vec-to-doc2vec-an-approach-driven-by-chinese-restaurant-process-93d3602eaa31?source=tag_archive---------0----------------
From word2vec to doc2vec: an approach driven by Chinese restaurant process
Google’s word2vec project has created lots of interests in the text mining community. It’s a neural network language model that is “both supervised and unsupervised”. Unsupervised in the sense that you only have to provide a big corpus, say English wiki. Supervised in the sense that the model cleverly generates supervi...