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Multiclass perceptrons offer a natural extension on the multi-course problem. as opposed to just owning one neuron in the output layer, with binary output, a single could have N binary neurons bringing about multi-course classification. In apply, the final layer of a neural network is normally a softmax function layer, which happens to be the algeb