Great content but somewhat sloppily written. Most networks need more explanation. Especially around requirements for hidden layer. Cannot assume that the correlating image describes enough. Questions remain — how many neurons in the hidden layer? Minimum and maximum number of hidden layers? How can a network exist without an output?