The purpose of this exercise is to explore show the advances of the multilayer perceptron, in comparison to the traditional perceptron. You will train two different networks on the classic exclusive-or (XOR) problem. One has two hidden units, with no direct connections between input units and the output unit. The other uses only one hidden unit, but does have direct connections between the input units and the output unit.