Machine Learning To-Reads

ML_LINKS.md

Just a place to store my links.

Deep Learning

• The Deep Learning Book by MIT
• Introduction to Deep Neural Networks by DeepLearning4J
• TensorFlow Official Tutorials
• End-to-End Deep Learning for Self-Driving Cars by Nvidia
• Visual Gradient Descent
• Decoding The Thought Vector
• Kullback-Leibler Divergence Explained
• Interactive Image Translation with pix2pix-tensorflow
• [Tutorial] What is a variational autoencoder?
• Image Completion with Deep Learning in TensorFlow
• Understanding LSTM Networks (and RNNs)
• Deep Learning, NLP, and Representations
• Understanding Backpropagation

Reinforcement Learning

• Reinforcement Learning: An Introduction by Sutton and Barto
• [Tutorial] Simple Reinforcement Learning with Tensorflow by Arthur Juliani

Convolution Neural Networks (ConvNets)

• A guide to convolution arithmetic for deep learning
• Convolution Arithmetic Animations
• Convolutional Neural Networks (CS231n)
• A Beginner's Guide To Understanding Convolutional Neural Networks
• An Intuitive Explanation of Convolutional Neural Networks

Word2Vec

• Word Embedding Explained and Visualized by Xin Rong
• Word2Vec Parameter Learning Explained
• Word2Vec Tutorial by TensorFlow
• Word2Vec Tutorial by Chris McCormick

Misc

• End to End Learning for Self-Driving Cars by Nvidia