Use softmax
rather than argmax
and provide unit tests
#2
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As @ma595 suggested, use of
argmax
was making the loss function non-differentiable andsoftmax
should be used instead.This PR makes this change and adds some unit tests, including one that checks the loss function values sum to 1, as should be the case for a classification problem.