https://github.com/zalandoresearch/fashion-mnist

We need:
t10k-images-idx3-ubyte.gz  t10k-labels-idx1-ubyte.gz  train-images-idx3-ubyte.gz  train-labels-idx1-ubyte.gz

Then
gzip -d *.gz 
python convert.py