WildML – Artificial Intelligence, Deep Learning, and NLP
- http://www.wildml.com/
- http://www.wildml.com
- https://www.getrevue.co/profile/wildml
- http://www.wildml.com/deep-learning-glossary/
- http://www.wildml.com/about/
- http://www.wildml.com/2018/02/introduction-to-learning-to-trade-with-reinforcement-learning/
- https://twitter.com/aerinykim
- https://twitter.com/suzatweet
- https://twitter.com/hardmaru
- https://coinmarketcap.com/exchanges/volume/24-hour/
- https://www.gdax.com/trade/BTC-USD
- http://www.wildml.com/wp-content/uploads/2018/01/Screen-Shot-2018-01-20-at-2.46.01-PM.png
- https://www.investopedia.com/articles/technical/02/121702.asp
- http://www.wildml.com/wp-content/uploads/2018/01/Screen-Shot-2018-01-21-at-7.56.13-PM.png
- https://docs.gdax.com/
- https://en.wikipedia.org/wiki/Alpha_(finance)
- https://en.wikipedia.org/wiki/Beta_(finance)
- https://en.wikipedia.org/wiki/Sharpe_ratio#Use_in_finance
- https://en.wikipedia.org/wiki/Drawdown_(economics)
- https://en.wikipedia.org/wiki/Value_at_risk
- https://www.investopedia.com/articles/07/sharpe_ratio.asp
- https://www.investopedia.com/terms/m/macd.asp
- https://www.quantinsti.com/blog/sharpe-ratio-applications-algorithmic-trading/
- https://www.investopedia.com/terms/d/drawdown.asp
- https://arxiv.org/abs/1611.05397
- http://www.wildml.com/2017/12/ai-and-deep-learning-in-2017-a-year-in-review/
- https://deepmind.com/research/alphago/
- https://storage.googleapis.com/deepmind-media/alphago/AlphaGoNaturePaper.pdf
- https://deepmind.com/blog/alphago-zero-learning-scratch/
- https://www.nature.com/articles/nature24270.epdf?author_access_token=VJXbVjaSHxFoctQQ4p2k4tRgN0jAjWel9jnR3ZoTv0PVW4gB86EEpGqTRDtpIz-2rmo8-KG06gqVobU5NSCFeHILHcVFUeMsbvwS-lxjqQGg98faovwjxeTUgZAUMnRQ
- https://arxiv.org/abs/1705.08439
- https://arxiv.org/abs/1712.01815
- https://alphagoteach.deepmind.com/
- http://www.wildml.com/wp-content/uploads/2017/12/Screen-Shot-2017-12-31-at-10.20.54-PM.png
- https://www.wired.com/2017/02/libratus/
- http://science.sciencemag.org/content/early/2017/12/15/science.aao1733.full
- https://www.deepstack.ai/
- https://deepmind.com/blog/deepmind-and-blizzard-open-starcraft-ii-ai-research-environment/
- https://blog.openai.com/dota-2/
- https://blog.openai.com/evolution-strategies/
- https://eng.uber.com/deep-neuroevolution/
- https://eng.uber.com/wp-content/uploads/2017/12/frostbite_ga_noframeskip.mp4
- https://research.googleblog.com/2017/12/tacotron-2-generating-human-like-speech.html
- https://google.github.io/tacotron/publications/tacotron2/index.html
- https://deepmind.com/blog/wavenet-generative-model-raw-audio/
- https://deepmind.com/blog/high-fidelity-speech-synthesis-wavenet/
- https://arxiv.org/abs/1706.03762
- http://pytorch.org/
- https://chainer.org/
- https://github.com/tensorflow/tensorflow/releases/tag/v1.0.0
- https://research.googleblog.com/2017/02/announcing-tensorflow-fold-deep.html
- https://research.googleblog.com/2017/02/preprocessing-for-machine-learning-with.html
- https://deepmind.com/blog/open-sourcing-sonnet/
- https://research.googleblog.com/2017/10/eager-execution-imperative-define-by.html
- https://developer.apple.com/machine-learning/
- https://eng.uber.com/pyro/
- https://github.com/gluon-api/gluon-api/
- https://eng.uber.com/michelangelo/
- https://onnx.ai/
- https://blog.openai.com/roboschool/
- https://github.com/openai/baselines
- https://github.com/tensorflow/agents
- https://github.com/Unity-Technologies/ml-agents
- http://coach.nervanasys.com/
- https://code.facebook.com/posts/132985767285406/introducing-elf-an-extensive-lightweight-and-flexible-platform-for-game-research/
- https://github.com/deepmind/pycolab
- https://github.com/geek-ai/MAgent
- https://deeplearnjs.org
- https://mil-tokyo.github.io/webdnn/
- http://deeplearning.net/software/theano/
- https://groups.google.com/forum/#!topic/theano-users/7Poq8BZutbY
- https://sites.google.com/view/deep-rl-bootcamp/lectures?authuser=0
- https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv
- http://cs231n.stanford.edu/
- https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6
- http://web.stanford.edu/class/cs224n/
- https://stats385.github.io
- https://www.coursera.org/specializations/deep-learning
- http://videolectures.net/deeplearning2017_montreal/
- http://rll.berkeley.edu/deeprlcourse/
- https://www.youtube.com/playlist?list=PLOU2XLYxmsIKGc_NBoIhTn2Qhraji53cv
- https://nips.cc/Conferences/2017/Videos
- https://www.facebook.com/pg/iclr.cc/videos/
- https://ku.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx
- https://arxiv.org/abs/1701.07274
- https://arxiv.org/abs/1709.02840
- https://arxiv.org/abs/1709.07809
- https://arxiv.org/abs/1703.01619
- https://lukeoakdenrayner.wordpress.com/2017/04/20/the-end-of-human-doctors-introduction/
- https://cs.stanford.edu/people/esteva/nature/
- https://www.nature.com/articles/nature21056.epdf?author_access_token=8oxIcYWf5UNrNpHsUHd2StRgN0jAjWel9jnR3ZoTv0NXpMHRAJy8Qn10ys2O4tuPakXos4UhQAFZ750CsBNMMsISFHIKinKDMKjShCpHIlYPYUHhNzkn6pSnOCt0Ftf6
- https://stanfordmlgroup.github.io/projects/ecg/
- http://www.wildml.com/wp-content/uploads/2017/12/Screen-Shot-2017-12-31-at-10.50.06-PM.png
- http://www.businessinsider.com/deepmind-royal-free-london-nhs-deal-inexcusable-mistakes-2017-3
- https://www.nih.gov/news-events/news-releases/nih-clinical-center-provides-one-largest-publicly-available-chest-x-ray-datasets-scientific-community
- https://lukeoakdenrayner.wordpress.com/2017/12/18/the-chestxray14-dataset-problems/
- https://nips2017creativity.github.io/
- https://quickdraw.withgoogle.com/
- https://research.googleblog.com/2017/04/teaching-machines-to-draw.html
- https://arxiv.org/abs/1703.10593
- https://github.com/carpedm20/DiscoGAN-pytorch
- https://github.com/yunjey/StarGAN
- https://tcwang0509.github.io/pix2pixHD/
- http://fortune.com/2017/02/26/uber-self-driving-car-red-lights/
- https://eng.uber.com/atg-dataviz/
- https://www.forbes.com/sites/bizcarson/2017/12/22/ubers-self-driving-cars-2-million-miles/#23dc88eaa4fe
- https://www.bloomberg.com/news/articles/2017-04-25/alphabet-s-self-driving-cars-to-get-their-first-real-riders
- https://www.recode.net/2017/11/7/16614780/alphabet-driverless-cars-phoenix-arizona
- https://www.theatlantic.com/technology/archive/2017/08/inside-waymos-secret-testing-and-simulation-facilities/537648/
- https://www.recode.net/2017/7/21/16005164/lyft-self-driving-cars-autonomous-software-hardware
- https://www.theverge.com/2017/12/6/16742924/lyft-nutonomy-boston-self-driving-car
- https://www.theverge.com/2017/10/24/16504038/tesla-autopilot-self-driving-update-elon-musk
- https://www.theverge.com/2017/6/13/15790076/apple-self-driving-cars-autonomous-tim-cook
- https://arxiv.org/abs/1711.06396
- https://towardsdatascience.com/background-removal-with-deep-learning-c4f2104b3157
- http://make.girls.moe/#/
- https://blog.floydhub.com/colorizing-b&w-photos-with-neural-networks/
- https://www.polygon.com/2017/11/5/16610012/mario-kart-mariflow-neural-network-video
- https://github.com/rameshvarun/NeuralKart
- https://www.technologyreview.com/s/609524/this-ai-can-spot-art-forgeries-by-looking-at-one-brushstroke/
- https://affinelayer.com/pixsrv/index.html
- https://blog.openai.com/unsupervised-sentiment-neuron/
- https://blog.openai.com/learning-to-communicate/
- https://arxiv.org/abs/1712.01208
- https://arxiv.org/abs/1703.06870
- https://dmitryulyanov.github.io/deep_image_prior
- https://research.google.com/youtube-bb
- https://quickdraw.withgoogle.com/data
- https://deepmind.com/research/open-source/open-source-datasets
- https://research.googleblog.com/2017/08/launching-speech-commands-dataset.html
- https://research.google.com/ava/
- https://github.com/openimages/dataset
- https://magenta.tensorflow.org/datasets/nsynth
- https://data.quora.com/First-Quora-Dataset-Release-Question-Pairs
- https://arxiv.org/abs/1709.06560
- http://www.wildml.com/wp-content/uploads/2017/12/Screen-Shot-2017-12-31-at-11.09.51-PM.png
- https://arxiv.org/abs/1711.10337
- https://arxiv.org/abs/1707.05589
- https://www.youtube.com/watch?v=Qi1Yry33TQE
- https://www.facebook.com/yann.lecun/posts/10154938130592143
- https://canada.googleblog.com/2017/03/canadas-ai-moment.html
- https://deepmind.com/blog/deepmind-office-canada-edmonton/
- https://newsroom.fb.com/news/2017/09/fair-montreal/
- https://www.nytimes.com/2017/07/20/business/china-artificial-intelligence.html
- https://www.bloomberg.com/news/articles/2017-12-13/google-to-open-beijing-ai-center-in-latest-expansion-in-china
- https://www.nvidia.com/en-us/titan/titan-v/
- https://blog.google/topics/google-cloud/google-cloud-offer-tpus-machine-learning/
- https://www.theverge.com/circuitbreaker/2017/10/17/16488414/intel-ai-chips-nervana-neural-network-processor-nnp
- https://www.theregister.co.uk/2017/12/08/elon_musk_finally_admits_tesla_is_building_its_own_custom_ai_chips/
- https://qz.com/1053799/chinas-bitmain-dominates-bitcoin-mining-now-it-wants-to-cash-in-on-artificial-intelligence/
- https://gizmodo.com/why-everyone-is-hating-on-watson-including-the-people-w-1797510888
- https://www.statnews.com/2017/09/05/watson-ibm-cancer/
- https://medium.com/@yoav.goldberg/an-adversarial-review-of-adversarial-generation-of-natural-language-409ac3378bd7
- http://zacharydavid.com/2017/08/06/fitting-to-noise-or-nothing-at-all-machine-learning-in-markets/
- https://medium.com/@andrewng/opening-a-new-chapter-of-my-work-in-ai-c6a4d1595d7b
- https://techcrunch.com/2017/08/15/andrew-ng-is-raising-a-150m-ai-fund
- https://www.landing.ai/
- https://www.recode.net/2017/3/8/14863560/uber-ai-gary-marcus-geometric-intelligence
- https://venturebeat.com/2017/06/14/facebook-hires-siri-natural-language-understanding-chief-from-apple/
- https://www.theverge.com/2017/11/10/16627570/robot-ai-grasping-grabbing-embodied-intelligence-startup
- https://www.theguardian.com/science/2017/nov/01/cant-compete-universities-losing-best-ai-scientists
- https://blogs.microsoft.com/blog/2017/01/13/microsoft-acquires-deep-learning-startup-maluuba-ai-pioneer-yoshua-bengio-advisory-role/
- https://cloudplatform.googleblog.com/2017/03/welcome-Kaggle-to-Google-Cloud.html
- https://www.bloomberg.com/news/articles/2017-06-09/softbank-agrees-to-buy-robot-maker-boston-dynamics
- https://venturebeat.com/2017/07/31/facebook-acquires-ai-assistant-startup-ozlo/
- https://techcrunch.com/2017/11/28/samsung-buys-another-ai-company-as-it-continues-to-build-out-bixby/
- https://venturebeat.com/2017/03/22/mythic-raises-8-8-million-to-put-ai-on-a-chip
- https://techcrunch.com/2017/06/14/element-ai-a-platform-for-companies-to-build-ai-solutions-raises-102m/
- https://www.forbes.com/sites/alanohnsman/2017/06/27/robot-car-tech-startup-drive-ai-raises-50-million-adds-stanfords-ng-to-board/
- https://www.graphcore.ai/posts/big-names-in-machine-intelligence-join-graphcores-new-30-million-funding-round
- https://techcrunch.com/2017/08/29/ai-startup-appier-gets-33m-series-c-from-investors-including-softbank-group-line-corp-and-naver/
- https://techcrunch.com/2017/09/04/prowler-io-nabs-13m-for-its-new-approach-to-decision-making-in-ai/
- https://venturebeat.com/2017/09/13/sophia-genetics-raises-30-million-to-help-doctors-diagnose-using-ai-and-genomic-data-analysis/
- http://www.wildml.com/2017/08/hype-or-not-some-perspective-on-openais-dota-2-bot/
- https://blog.openai.com/more-on-dota-2/
- https://twitter.com/Smerity/status/897959187480625153
- http://www.dota2.com/international/overview/
- https://twitter.com/elonmusk/status/896163163581825025
- https://twitter.com/elonmusk/status/896169801277517824
- https://en.wikipedia.org/wiki/AlphaGo
- https://developer.valvesoftware.com/wiki/Dota_Bot_Scripting
- https://news.ycombinator.com/item?id=15001521
- https://news.ycombinator.com/item?id=14996448
- https://www.reddit.com/r/MachineLearning/comments/6t58ks/n_openai_bot_beat_best_dota_2_players_in_1v1_at/dli3zpp/
- https://twitter.com/Smerity/
- http://www.wildml.com/2016/10/learning-reinforcement-learning/
- https://github.com/dennybritz/reinforcement-learning
- http://ir.hit.edu.cn/~jguo/docs/notes/dqn-atari.pdf
- https://gogameguru.com/i/2016/03/deepmind-mastering-go.pdf
- http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
- http://incompleteideas.net/sutton/book/bookdraft2017june.pdf
- https://gym.openai.com/
- https://github.com/dennybritz/reinforcement-learning/tree/master/Introduction/
- https://github.com/dennybritz/reinforcement-learning/tree/master/MDP/
- https://github.com/dennybritz/reinforcement-learning/tree/master/DP/
- https://github.com/dennybritz/reinforcement-learning/tree/master/MC/
- https://github.com/dennybritz/reinforcement-learning/tree/master/TD/
- https://github.com/dennybritz/reinforcement-learning/tree/master/FA/
- https://github.com/dennybritz/reinforcement-learning/tree/master/DQN/
- https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient/
- https://github.com/dennybritz/reinforcement-learning/tree/master/DP/Policy%20Evaluation%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/DP/Policy%20Iteration%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/DP/Value%20Iteration%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/MC/MC%20Prediction%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/MC/MC%20Control%20with%20Epsilon-Greedy%20Policies%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/MC/Off-Policy%20MC%20Control%20with%20Weighted%20Importance%20Sampling%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/TD/SARSA%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/TD/Q-Learning%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/FA/Q-Learning%20with%20Value%20Function%20Approximation%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/DQN/Deep%20Q%20Learning%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/DQN/Double%20DQN%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient/CliffWalk%20REINFORCE%20with%20Baseline%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient/CliffWalk%20Actor%20Critic%20Solution.ipynb
- https://github.com/dennybritz/reinforcement-learning/tree/master/PolicyGradient/Continuous%20MountainCar%20Actor%20Critic%20Solution.ipynb
- http://www.wildml.com/2016/08/rnns-in-tensorflow-a-practical-guide-and-undocumented-features/
- http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-1-introduction-to-rnns/
- https://github.com/dennybritz/tf-rnn/blob/master/sequence_example.ipynb
- https://github.com/dennybritz/tf-rnn/blob/master/batching_padding.ipynb
- https://github.com/dennybritz/tf-rnn/blob/master/dynamic_rnn.ipynb
- https://github.com/dennybritz/tf-rnn/blob/master/bidirectional_rnn.ipynb
- https://github.com/dennybritz/tf-rnn/blob/master/rnn_cell_wrappers.py.ipynb
- https://github.com/dennybritz/tf-rnn/blob/master/loss_masking.py.ipynb
- http://www.wildml.com/2016/08/rnns-in-tensorflow-a-practical-guide-and-undocumented-features/#more-820
- http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/
- https://github.com/dennybritz/chatbot-retrieval/
- http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/#more-771
- http://www.wildml.com/2016/04/deep-learning-for-chatbots-part-1-introduction/
- http://www.bloomberg.com/features/2016-microsoft-future-ai-chatbots/
- https://operator.com/
- https://x.ai/
- http://chatfuel.com/
- http://howdy.ai/botkit/
- https://dev.botframework.com/
- http://www.wildml.com/2016/04/deep-learning-for-chatbots-part-1-introduction/#more-750
- http://www.wildml.com/2016/01/attention-and-memory-in-deep-learning-and-nlp/
- https://re-work.co/blog/deep-learning-ilya-sutskever-google-openai
- http://www.wildml.com/2016/01/attention-and-memory-in-deep-learning-and-nlp/#more-548
- http://www.wildml.com/2015/12/implementing-a-cnn-for-text-classification-in-tensorflow/
- https://github.com/dennybritz/cnn-text-classification-tf
- http://arxiv.org/abs/1408.5882
- http://www.wildml.com/2015/12/implementing-a-cnn-for-text-classification-in-tensorflow/#more-452
- http://www.wildml.com/2015/11/understanding-convolutional-neural-networks-for-nlp/
- http://www.wildml.com/2015/11/understanding-convolutional-neural-networks-for-nlp/#more-348
- http://www.wildml.com/page/2/
- http://www.wildml.com/2018/02/
- http://www.wildml.com/2017/12/
- http://www.wildml.com/2017/08/
- http://www.wildml.com/2016/10/
- http://www.wildml.com/2016/08/
- http://www.wildml.com/2016/07/
- http://www.wildml.com/2016/04/
- http://www.wildml.com/2016/01/
- http://www.wildml.com/2015/12/
- http://www.wildml.com/2015/11/
- http://www.wildml.com/2015/10/
- http://www.wildml.com/2015/09/
- http://www.wildml.com/category/conversational-agents/
- http://www.wildml.com/category/neural-networks/convolutional-neural-networks/
- http://www.wildml.com/category/deep-learning/
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- http://www.wildml.com/category/language-modeling/
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- http://www.wildml.com/category/news/
- http://www.wildml.com/category/nlp/
- http://www.wildml.com/category/neural-networks/recurrent-neural-networks/
- http://www.wildml.com/category/reinforcement-learning/
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