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Video of (ML 16.13) EM for MAP estimation in Machine Learning course by mathematicalmonk channel, video No. 126 free certified online
EM (Expectation-Maximization) can also be applied to MAP (maximum a posteriori) estimation, with a minor modification of the MLE procedure.