Machine Learning : The Art and Science of Algorithms That Make Sense of Data download pdf

Machine Learning : The Art and Science of Algorithms That Make Sense of Data by Peter Flach

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Author: Peter Flach
Page Count: 409 pages
Published Date: 12 Nov 2012
Publisher: CAMBRIDGE UNIVERSITY PRESS
Publication Country: Cambridge, United Kingdom
Language: English
Type: eBook
ISBN: 9781107096394
Download Link: Machine Learning The Art and Science of Algorithms That Make Sense of Data
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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.

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