There are 2 checks which I phone Golden Exams, that are extremely useful to seek out concerns in a NN which doesn't coach:
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These bugs may well even be the insidious sort for which the community will educate, but get stuck at a sub-ideal Answer, or maybe the ensuing network does not have the desired architecture. (This is certainly an example of the difference between a syntactic and semantic error.)
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If the neural community won't generalize well, see: What must I do when my neural network isn't going to generalize properly?