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Item Details
Title:
MACHINE LEARNING
THE ART AND SCIENCE OF ALGORITHMS THAT MAKE SENSE OF DATA
By:
Peter Flach
Format:
Paperback
List price:
£45.99
Our price:
£41.39
Discount:
10
% off
You save:
£4.60
ISBN 10:
1107422221
ISBN 13:
9781107422223
Availability:
Usually dispatched within 3-5 days.
Delivery rates
Stock:
Currently
2
available
Publisher:
CAMBRIDGE UNIVERSITY PRESS
Pub. date:
20 September, 2012
Pages:
409
Description:
Covering all the main approaches in state-of-the-art machine learning research, this will set a new standard as an introductory textbook.
Synopsis:
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.
Illustrations:
120 colour illus. 15 tables
Publication:
UK
Imprint:
Cambridge University Press
Returns:
Returnable
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MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES (PB)
MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES (PB)
MACHINE LEARNING ECML 2001 (PB)
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