pytorch gym

learn pytorch by some tutorials for learning group.

first step

Variable and Autograd

construct the regression model by Linear class

construct the softmax model or logistic regression by pytorch

cnn

1. cnn for mnist

2. find best image for trained cnn

tsne: implement tsne by pytorch

necessary for tensorboardx support, pip install tensorboardX

autoencoder

the basic auto encoder used conv and deconv 

rnn and lstm

1. rnn for mnist

2. create poetry by rnn and lstm, including embeding and bidirection rnn or lstm

3. attention

Reinforcement Learning

GAN

1. basic gan

2. wgan