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Multi Layer Feedforward Networks

• Some problems are not solvable with single layer networks and so an extra hidden layer of units must be added.

• The hidden layer allows the network to create its own representation of the inputs.

• Given enough hidden units of the right kind it is possible approximate arbitrarily closely almost any function (Universal Approximation Theorem).