theano warnings with latest version

[MrDoomX]

You should update the following lines of code in network3.py:
Line 39 to from theano.tensor.nnet import conv2d
Line 227 to conv_out = conv2d
Line 229 to input_shape=self.image_shape

Note: I recommend to use anaconda to run the code.