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

By Unknown Author.

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

Description

Fundamental topics in machine learning are presented along with theoretical and conceptual tools for the discussion and proof of algorithms.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...

ISBN(s)

026201825X, 9780262018258

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