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I know these are no books, but nonetheless I think these materials are quite useful:

At MIT they offer various courses for free. Some of these courses might also contain books.

Overview of free probability and statistics courses at MIT

This is the best online course of advanced Theory of probability. It is made by Scott Sheffield, who is the most famous probability professor at MIT.

Theory of probability