机器学习 博客 Flaire of Machine Learning Understanding the backward pass through Batch Normalization Layer https://r2rt.com/ Recurrent Neural Networks in Tensorflow I Written Memories: Understanding, Deriving and Extending the LSTM http://practicalcryptography.com/miscellaneous/ Mel Frequency Cepstral Coefficient (MFCC) tutorial An Intuitive Discrete Fourier Transform Tutorial Speech Enhancement tutorial: Spectral Subraction Voice Activity Detection (VAD) Tutorial Josh Meyer's Website How to use an Existing DNN Recognizer for Decoding in Kaldi How to Train a Deep Neural Net Acoustic Model with Kaldi How to use an Existing GMM Recognizer for Decoding in Kaldi Getting started with the Merlin Speech Synthesis Toolkit John Glover 2016-08-25: An introduction to Generative Adversarial Networks. 2015-12-16: Generating sound with recurrent neural networks. Sam's Research Blog Andrew L. Beam image.png YOU CAN PROBABLY USE DEEP LEARNING EVEN IF YOUR DATA ISN'T THAT BIG Edwin Chen Exploring LSTMs http://rbharath.github.io/ A Short Overview of Drug Discovery ml4a Pix2Pix http://nlp.yvespeirsman.be/blog/ Anything2Vec, or How Word2Vec Conquered NLP TheSpectator Cognitive Machine Learning (1):Learning to Explain Cognitive Machine Learning(2): Uncertain Thoughts http://iamtrask.github.io/ Anyone Can Learn To Code an LSTM-RNN in Python (Part 1: RNN) https://blog.acolyer.org/ Neural Turing machines Memory networks Recurrent Neural Networkmodels http://karpathy.github.io/ The Unreasonable Effectiveness of Recurrent Neural Networks Deep Reinforcement Learning: Pong from Pixels http://colah.github.io/ Attention and Augmented Recurrent Neural Networks Understanding LSTM Networks http://www.wildml.com/ UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS FOR NLP ATTENTION AND MEMORY IN DEEP LEARNING AND NLP RECURRENT NEURAL NETWORKS TUTORIAL RNNs in Tensorflow, a Practical Guide and Undocumented Features http://mccormickml.com/ Word2Vec Tutorial - The Skip-Gram Model Concept Search on Wikipedia http://nlpforhackers.io/ Complete guide to build your own Named Entity Recognizer with Python Training a NER System Using a Large Dataset http://www.offconvex.org/ https://blog.openai.com/ Evolution Strategies as a Scalable Alternative to Reinforcement Learning Learning to Communicate Generative Models http://www.inference.vc/ Evolution Strategies, Variational Optimisation and Natural ES fast.ai 6—BUILDING RNNS Alternatives to a Degree to Prove Yourself in Deep Learning Practical Business Python Overview of Python Visualization Tools Media https://www.oreilly.com/topics/ai http://waitbutwhy.com/ The Elon Musk Post Series 在线电子书 http://web.stanford.edu/~jurafsky/slp3/ 语音和语言处理 3rd http://www.nltk.org/book/ NLTK python3 数学物理 COUNT BAYESIE Kullback-Leibler Divergence Explained Animated math Animated math https://degiuli.com/ MONTE CARLO METHODS, WHERE MATH AND CHANCE MEET https://www.quantamagazine.org/ Quanta Science Podcast The Quantum Fabric of Space-Time https://bitworking.org/news/ https://betterexplained.com/archives/ http://www.myphysicslab.com/ 工具 Markdown Markdown Cheatsheet Remarkable keep updating ...