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