ANN.md

Artificial Neural Networks

Tensorflow

• Tensorflow Whitepaper
• My notes to building Tensorflow from source to support GPU/CUDA
• Intro to TF video
• Neural Networks Demystified YT Playlist
• Structuring TF Models

Deep Learning

• Deep Learning Tricks

Recurrent Neural Networks

• The Unreasonable Effectinves of RNNs
• Tensorflow RNN Tutorial
• Original LSTM Paper by Hochreiter and Schmidhuber
• Understanding LSTMs
• Simple Implementation of LSTM

Convolutional Neural Networks

• Understanding Convnets for NLP
• Implementing a CNN for Text Classification
• Nifty Convnet Illustration
• Convolutional Arithmetic for Deep Learning
• CNN's for text

Generative Adversarial Networks

• Phylogeny of GANs

Batch Normalization

• Batch Norm and Covariate Shift

Autoencoders

• From Autoencoder to Beta-VAE