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Multiclass perceptrons offer a natural extension towards the multi-class challenge. as an alternative to just obtaining just one neuron within the output layer, with binary output, one might have N binary neurons bringing about multi-course classification. In practice, the last layer of the neural network is often a softmax functionality layer, and