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Machine Learning The Art and Science of Algorithms that Make Sense of Data (sách tiếng anh)

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Machine Learning The Art and Science of Algorithms that Make Sense of Data (sách tiếng anh)

Sách keo gáy, Bìa mềm
 
Thể loại:Computers - Artificial Intelligence (AI)
 
Năm:2012
 
Ngôn ngữ:english
 
Trang:409 / 416
 
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.