Deep Learning

Neural Networks

• Neural Networks, Manifolds, and Topology

CNN

• Understanding Convolutions
• Convolutional networks by stanford
• Understanding Convolutional NN for NLP
• 컨볼루셔널 뉴럴넷 (Convolutional Neural Network) : Korean

RNN

• Awesome-RNN

• Recurrent Neural Networks Tutorial, Part 1 – Introduction to RNNs (KOR)

• Recurrent Neural Networks Tutorial, Part 2 – Implementing a RNN with Python, Numpy and Theano (KOR)

• RECURRENT NEURAL NETWORK TUTORIAL, PART 4 – IMPLEMENTING A GRU/LSTM RNN WITH PYTHON AND THEANO(KOR)

• Understanding LSTM Networks

• Deep Learning, NLP, and Representations

• The Unreasonable Effectiveness of Recurrent Neural Networks

Lectures

• NLP and Deep Learning 1: Human Language & Word Vectors
• by Christopher Manning
• Deep Learning Summer School, Montreal 2015

Codes

• MemNN
• Implementaion of Memory Networks from facebook.

NMT

• Study GRU & LSTM for machine translation