Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平装] 下载 mobi epub pdf 电子书 2024

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内容简介

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.

作者简介

Peter Flach has more than twenty years of experience in machine learning teaching and research. He is Editor-in-Chief of Machine Learning and Program Co-Chair of the 2009 ACM Conference on Knowledge Discovery and Data Mining and the 2012 European Conference on Machine Learning and Data Mining. His research spans all aspects of machine learning, from knowledge representation and the use of logic to learn from highly structured data to the analysis and evaluation of machine learning models and methods to large-scale data mining. He is particularly known for his innovative use of Receiver Operating Characteristic (ROC) analysis for understanding and improving machine learning methods. These innovations have proved their effectiveness in a number of invited talks and tutorials and now form the backbone of this book.

精彩书评

"This textbook is clearly written and well organized. Starting from the basics, the author skillfully guides the reader through his learning process by providing useful facts and insight into the behavior of several machine learning techniques, as well as the high-level pseudocode of many key algorithms."
——Fernando Berzal, Computing Reviews

前言/序言

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平装] 下载 mobi epub pdf txt 电子书 格式

评分☆☆☆☆☆

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所措。本书从算法和Python 语言实现的角度，帮助读者认识机器学习。

评分☆☆☆☆☆

书很好，内容很不错，写得很详细

评分☆☆☆☆☆

送货速度一流，价格也很划算，活动很划算，书不错

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为了学习拼了。???

评分☆☆☆☆☆

书不错，也很有用，不过这个神经网络的印刷有点差强人意，但总体是好的

评分☆☆☆☆☆

送货非常快，比超市价格便宜，非常方便！！！！！！！！！！！！！！！！！！

评分☆☆☆☆☆

翻了一下，其实也没啥啊，不过多看看，吸收下经验也很好～～～活动半价，如果可以跟电子版一起附加就更好了～～～～

评分☆☆☆☆☆

不错不错，用着挺好，要喜欢的。。。

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