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Optimization for Machine Learning

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ISBN-10: 026201646X

ISBN-13: 9780262016469

Edition: 2012

Authors: Paul H. Sra, Sebastian Nowozin, Suvrit Sra, Stephen J. Wright

List price: $35.95
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Description:

The interplay between optimization and machine learning is one of the most important developments in modern computational science. Optimization formulations and methods are proving to be vital in designing algorithms to extract essential knowledge from huge volumes of data. Machine learning, however, is not simply a consumer of optimization technology but a rapidly evolving field that is itself generating new optimization ideas. This book captures the state of the art of the interaction between optimization and machine learning in a way that is accessible to researchers in both fields.Optimization approaches have enjoyed prominence in machine learning because of their wide applicability and…    
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Book details

List price: $35.95
Copyright year: 2012
Publisher: MIT Press
Publication date: 11/1/2011
Binding: Hardcover
Pages: 512
Size: 8.00" wide x 10.00" long x 1.00" tall
Weight: 2.684
Language: English

Sebastian Nowozin is a Researcher in the Machine Learning and Perception group (MLP) at Microsoft Research, Cambridge, England.

Suvrit Sra is a Research Scientist at the Max Planck Institute for Biological Cybernetics, T�bingen, Germany.

Stephen J. Wright is Professor in the Computer Sciences Department at the University of Wisconsin, Madison.