Machine Learning 机器学习彼得·弗拉赫

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作者Peter Flach

出版社Cambridge University Press

ISBN9781107422223

出版时间2012-09

装帧平装

定价706元

货号YB-71085

上书时间2024-07-02

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商品描述: 商品简介
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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Machine Learning 机器学习 彼得·弗拉赫