In the equations of MLP

https://github.com/lisa-lab/DeepLearningTutorials/blob/master/doc/mlp.txt#L64

The equations seem missing transpose operations. Since the shape of W is n_input x n_output, i.e. D x D_hidden. There should be a transpose for W in the equation, like W^(1)T x.