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Video of (ML 12.8) Other approaches to model selection in Machine Learning course by mathematicalmonk channel, video No. 81 free certified online
Brief mention of a few other approaches to model selection: AIC (Akaike Information Criterion), BIC (Bayesian Information Criterion), MDL (Minimum Description Length), and VC dimension.