[cogware]

Great tutorial - Well written and good patterns for TensorFlow usage, e.g. checkpointing, name scopes for cleaning up the graph visualization, and using summaries/TensorBoard, and also nice explanations of the concepts.

Though I'm curious why you used VALID padding not SAME for the conv layers? It seems like it would be simpler to use SAME.

Also, minor nit: TensorFlow and TensorBoard should both have two letters capitalized

[dennybritz]

Thanks! I think VALID and SAME are probably giving the same results. The reason I used VALID is only because the original paper seems to be doing that as well.

I will fix the capitalization!