How do Bayesian methods in machine learning help with the problem of limited data? Can this be used for image classification?
The discussion of Bayesian reasoning and its advantages over frequentist reasoning is very wide. I refer you to the book “Pattern recognition and machine learning” by Cristopher Bishop which is a great book on Bayesian reasoning.