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Video of (ML 7.7.A1) Dirichlet distribution in Machine Learning course by mathematicalmonk channel, video No. 40 free certified online
Definition of the Dirichlet distribution, what it looks like, intuition for what the parameters control, and some statistics: mean, mode, and variance.