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Tong Zhang has a book on the tools of (theoretical analysis of why algorithms work). If you want to learn about concentration inequalities, generalization error, regret bounds, and more, have a look.

Book freely downloadable from tongzhang-ml.org/lt-book.html

#learningtheory #machinelearning

Last updated 2 years ago