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Machine Learning Flach Paperback Cambridge University Press 9781107422223

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BIC Subject Area 1
Signal processing [UYS]
BIC Subject Area 2
Pattern recognition [UYQP]
BIC Subject Area 3
Machine learning [UYQM]
BIC Subject Area 4
Computer science [UY]
BIC Subject Area 5
Computer networking & communications [UT]
BIC Subject Area 6
Electronics & communications engineering [TJ]
ISBN
9781107422223
Publication Year
2012
Type
Textbook
Format
Paperback
Language
English
Publication Name
Machine Learning: the Art and Science of Algorithms That Make Sense of Data
Item Height
246mm
Author
Peter Flach
Publisher
Cambridge University Press
Item Width
190mm
Subject
Computer Science
Item Weight
880g
Number of Pages
409 Pages

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Product Information

As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9781107422223
eBay Product ID (ePID)
117371469

Product Key Features

Author
Peter Flach
Publication Name
Machine Learning: the Art and Science of Algorithms That Make Sense of Data
Format
Paperback
Language
English
Subject
Computer Science
Publication Year
2012
Type
Textbook
Number of Pages
409 Pages

Dimensions

Item Height
246mm
Item Width
190mm
Item Weight
880g

Additional Product Features

Title_Author
Peter Flach
Country/Region of Manufacture
United Kingdom

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