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Which loss function is the standard choice for training a neural network for multi-class classification with a Softmax output layer?

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Categorical Cross-Entropy

Cross-entropy measures the performance of a classification model whose output is a probability value between 0 and 1. It penalizes predictions that are confident but wrong, aligning well with maximum likelihood estimation.

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  • For a multi-class classification neural network using Softmax, what is the standard loss function used for training?

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