I'm looking for references (books, papers, lecture notes etc) on generalization bounds and their proofs. Specifically, I'm looking to fully understand the technique of defining a hypothesis class (or distribution) and using a concentration inequality to obtain a generalization bound.

What are the standard references for such techniques?


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