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Foundations of Machine Learning (Adaptive Computation and Machine Learning series)

Foundations of Machine Learning (Adaptive Computation and Machine Learning series)
Hardcover
Author:
Mehryar Mohri
Publisher:
MIT Press
Release Date:
2012
ISBN-10:
026201825X
ISBN-13:
9780262018258
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About Foundations of Machine Learning (Adaptive Computation and Machine Learning…

"This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes several important modern algorithms, provides the theoretical underpinnings of these algorithms, and illustrates key aspects for their application. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics. Foundations of Machine Learning fills the need for a general textbook that also offers theoretical details and an emphasis on proofs. Certain topics that are often treated with insufficient attention are discussed in more detail here; for example, entire chapters are devoted to regression, multi-class…

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