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Cross Validated

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    $\begingroup$ The main common thing is that you can derive cross-entropy loss and MSE as a form of log likelihood function. That is it. Not more, not less. So stop hand-waving and start with the likelihood function $\endgroup$ Commented Feb 17 at 18:32