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Video of (ML 8.4) Bayesian Naive Bayes (part 2) in Machine Learning course by mathematicalmonk channel, video No. 49 free certified online
When all the features are categorical, a naïve Bayes classifier can be made fully Bayesian by putting Dirichlet priors on the parameters and (exactly) integrating them out.