yangnedu362 / learning-CNN-RNN

Useful links for learning CNN and RNN.

Useful links for learning deep learning

Course

Theories of Deep Learning (STATS 385)

CNN

• Inception

Going deeper with convolutoins

Rethinking the Inception Architecture for Computer Vision

Embedding

t-SNE

Visualizing Data using t-SNE

How to Use t-SNE Effectively

Features/Representation

The Art of Tokenization

The List of Pretrained Word Embeddings

GloVe (2014)

A GloVe implementation in Python

AI

AI

RNN

Understanding LSTM Networks

Recurrent Neural Network Tutorial Part 1 - 4

LSTM avoid vanishing grident

The Unreasonable Effectiveness of Recurrent Neural Networks

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling (Forget bias of LSTM)

A Simple Way to Initialize Recurrent Networks of Rectified Linear Units

Luong's thesis of NMT

Reinforcement Learning

LET’S MAKE A DQN: THEORY

Simple Reinforcement Learning with Tensorflow part 0 part 1

DEMYSTIFYING DEEP REINFORCEMENT LEARNING

Blogs

THE NEURAL PERSPECTIVE