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I can't if I can't access that link.
not sure what happened...should be back up now. I'm guessing github hiccup
Terrific post! Its great to see things implemented in short, 1-file programs. Tends to demystify things a lot.

What did you use to make the diagrams + gifs?

In theory yes, but these NN libraries are very difficult to set up. I remember it was a huge pain to get numpy working with lots of frustrations and learning technical things. Torch and theano are not supported on Windows at all.

I've been looking at brain simulator recently. It has it's own installer and a decent GUI: http://www.goodai.com/#!brain-simulator/c81c