Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] 下載 mobi epub pdf 電子書 2025

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內容簡介

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.

作者簡介

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.

精彩書評

"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 [平裝] 下載 mobi epub pdf txt 電子書 格式

評分☆☆☆☆☆

本書專注於兩類核心的“算法族”，即懲罰綫性迴歸和集成方法，並通過代碼實例來

評分☆☆☆☆☆

這本書還是不錯的，但有的庫感覺已經過時瞭

評分☆☆☆☆☆

送貨效率，質量很好，滿意的購物。

評分☆☆☆☆☆

希望籍此書快速上手機器學習，以免漫長學習途中喪失興趣

評分☆☆☆☆☆

給實驗室買的，包裝很好，是正品，物流超級快，內容還沒來得及看。

評分☆☆☆☆☆

提高能力，經典書，大促活動入手，爽爽爽

評分☆☆☆☆☆

還沒拆開呢，看起來很不錯。

評分☆☆☆☆☆

書不錯，還麼就開始看

評分☆☆☆☆☆

先生買的書，紙張不錯，字體清晰，沒什麼味道，快遞也很快！

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