Understanding Machine Learning: From Theory to Algorithms

Ben-David, Shai,Shalev-Shwartz, Shai

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ISBN 10: 1107057132 ISBN 13: 9781107057135
Published by Cambridge University Press, 2014
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Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. 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. Following a presentation of the basics of the field, the book covers a wide array of central topics...

About the Authors: Shai Shalev-Shwartz is an Associate Professor at the School of Computer Science and Engineering at the Hebrew University of Jerusalem, Israel.

Shai Ben-David is a Professor in the School of Computer Science at the University of Waterloo, Canada.

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Bibliographic Details

Title: Understanding Machine Learning: From Theory ...
Publisher: Cambridge University Press
Publication Date: 2014
Binding: Hardcover
Condition: Good

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