A great blog post by Andrej Karpathy explaining how to avoid making common neural net mistakes. Worth a bookmark and a follow for him as a minimum I think.
I love that he goes through it step by step and lists so many pitfalls to avoid - surely if you follow ALL his advice you cannot fail??
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