Algorithmic Aspects of Machine Learning

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Computers - Computer Science
Algorithmic Aspects of Machine Learning

Algorithmic Aspects of Machine Learning

Name: Algorithmic Aspects of Machine Learning
ISBN: 9781316636008

Ankur Moitra

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This book bridges theoretical computer science and machine learning by exploring what the two sides can teach each other. It emphasizes the need for flexible, tractable models that better capture not what makes machine learning hard, but what makes it easy. Theoretical computer scientists will be introduced to important models in machine learning and to the main questions within the field. Machine learning researchers will be introduced to cutting-edge research in an accessible format, and gain familiarity with a modern, algorithmic toolkit, including the method of moments, tensor decompositions and convex programming relaxations. The treatment beyond worst-case analysis is to build a rigorous understanding about the approaches used in practice and to facilitate the discovery of exciting, new ways to solve important long-standing problems.

Kategorije:

Computers - Computer Science

Godina:

2018

Izdanje:

Izdavač:

Cambridge University Press

Jezik:

english

Strane:

158

ISBN 10: