function g = sigmoidGradient(z)
% computes the gradient of the sigmoid function. This should work regardless 
% if z is a matrix or vector. In particular, if z is a vector or matrix, you 
% should retur the gradient for each element.

g = zeros(size(z));
g=sigmoid(z).*(1.0 -sigmoid(z));