Bayesian Reasoning and Machine Learning

David Barber

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ISBN 10: 0521518148 ISBN 13: 9780521518147

Published by Cambridge University Press, 2019

Language: English

Condition: New Hardcover

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Bibliographic Details

Title

Bayesian Reasoning and Machine Learning

Publisher

Cambridge University Press

Publication Date

2019

Language

English

ISBN 10

0521518148

ISBN 13

9780521518147

Binding

Buch

Condition

Neu

Dimensions

Weight

1430 grams

Seller catalogs

B�cher

About this title

Synopsis

Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.

About the Author

David Barber is Reader in Information Processing in the Department of Computer Science, University College London.

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