Understanding Machine Learning [Shwartz]
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Understanding Machine Learning,  
by Shai Shalev-Shwartz and Shai Ben-David

Summary
The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms.


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