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Recommended book: Shai & Shai, 2014, Understanding Machine Learning -- from theory to algorithms, Cambridge University Press
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Youtube Videos of lectures corresponding to chapters of the book
18 February 2020 - PAC learning
28 April 2020 - Agnostic PAC learning