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mlp's Issues

per-layer activation functions

The ReLU activation function cannot output a negative value. Thus when using the ReLU you can never have negative output for your network.

classification prediction

Right now the predict method seems to be doing regression, but not classification.
There should be an option to predict classifications.
.

f'(net) functions should return new array

Right now our activation functions' f_prime() function modify the array in-place, however it probably should return a new array and not modify the one given, since we will still need the output values for the weight update.

Progress

  • modify ReLU f-prime function
  • modify Sigmoid f-prime function
  • add unit tests

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