Algorithmic Aspects of Machine Learning - Tapa blanda

Moitra, Ankur

 
9781316636008: Algorithmic Aspects of Machine Learning
Tapa blanda
ISBN 10: 1316636003 ISBN 13: 9781316636008
Editorial: Cambridge University Press, 2018

Sinopsis

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.

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Acerca del autor

Ankur Moitra is the Rockwell International Associate Professor of Mathematics at Massachusetts Institute of Technology. He is a principal investigator in the Computer Science and Artificial Intelligence Lab (CSAIL), a core member of the Theory of Computation Group, Machine Learning@MIT, and the Center for Statistics. The aim of his work is to bridge the gap between theoretical computer science and machine learning by developing algorithms with provable guarantees and foundations for reasoning about their behavior. He is a recipient of a Packard Fellowship, a Sloan Fellowship, an National Science Foundation (NSF) CAREER Award, an NSF Computing and Innovation Fellowship and a Hertz Fellowship.

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Editorial
Cambridge University Press
Año de publicación
2018
Idioma
Inglés
ISBN 10 
1316636003
ISBN 13 
9781316636008
Encuadernación
Tapa blanda
Número de páginas
160
Contacto del fabricante
no disponible
Persona responsable
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

Otras ediciones populares con el mismo título

9781107184589: Algorithmic Aspects of Machine Learning

Edición Destacada

ISBN 10:  1107184584 ISBN 13:  9781107184589
Editorial: Cambridge University Press, 2018
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