Does my neural network have a normal distributed output? I have trained a binary classier neural network and I was interested in potentially using some standard statical analysis on it although they are often reliant on if the underlying distribution is normal.
I have no idea if my neural network produces a normally distributed output, is there anyway to test such a thing?
would it be correct to just take small portions of the data (say 10 images at a time) and calculate the response to check normality?

If your neural network is a binary classifier, then it's likely true that the last layer is a sigmoid unit which outputs a number between 0 and 1. Since the normal distribution isn't bounded between 0 and 1, the output can't be normally distributed.
