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adamw-and-sgdw

Decoupled Weight Decay Regularization (ICLR 2019)

lstm_attention_tf

Add attention layer to LSTM/word2vec model for sentiment analysis using tensorflow

lstm_word2vec

Use word2vec embedding with LSTM for the "Bag of Words meets Bag of Popcorn" challenge

math-as-code

a cheat-sheet for mathematical notation in code form

naive_kmeans

Naive kmeans implementation for text document classification

pytorch_lstm_01intro

The most basic LSTM tagger model in pytorch; explain relationship between nll loss, cross entropy loss and softmax function.

pytorch_lstm_02minibatch

Pytorch LSTM tagger tutorial with minibatch training. Includes discussion on proper padding, embedding, initialization and loss calculation.

pytorch_lstm_03classifier

LSTM based sentiment classifier in pytorch; Transformer an LSTM tagger to an LSTM classifier in 5 lines of code.

pytorch_lstm_04imdb

rantsandruse.github.io

Rants and ruse

siamese_lstm_tf_quora

siamese network + lstm treatment of quora question pair using tensorflow