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Sep 9, 2023

When to use it?

When doing classification.

This statement is not correct. You can minimize the Negative Log Likelihood for any task, including regression. If the likelihood is of a Bernoulli distribution, (i.e you assume your data to follow Bernoulli, as in case of Binary Classification), you get the expression for the Binary Cross Entropy, widely used as a Loss function for Binary classification tasks.

If you assume your data to be gaussian, the NLL of gaussian can be used for regressions as well, and so on.

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