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doesn't make much sense without it - otherwise this whole NN is just an elaborate linear combination.

doesn't make much sense without it - otherwise this whole NN is just an elaborate linear combination.
no need for softmax activation, as the softmax_cross_entropy_with_logits requires the logits, i.e. the values before the softmax.
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