CS231N / Only Pytorch

assignment1

hand-made computational graphs (https://github.com/jo1jun/CS231N/tree/main/2020/assignment1/cs231n/classifiers)

linear_svm (non-batch)

linear_svm (batch)

softmax (non-batch)

softmax (batch)

neural net (batch)

assignment2

hand-made computational graphs (https://github.com/jo1jun/CS231N/tree/main/2020/assignment2/cs231n)

convolution (non-batch, non-filterwise)

max_pooling (non-batch, non-channelwise)

batch_norm (batch)

batch_norm_alt (batch)

layer_norm (batch)

spatial_batch_norm (batch)

spatial_group_norm (batch)

assignment3

hand-made computational graphs (https://github.com/jo1jun/CS231N/tree/main/2020/assignment3/cs231n)

RNN (batch)

LSTM (batch)