Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝]

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] 下載 mobi epub pdf 電子書 2024


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發表於2024-11-23


圖書介紹


齣版社: Cambridge University Press
ISBN:9781107422223
商品編碼:19456591
包裝:平裝
齣版時間:2013-11-14
頁數:409
正文語種:英文
商品尺寸:24.4x18.8x0.5cm


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圖書描述

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

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] mobi 下載 pdf 下載 pub 下載 txt 電子書 下載 2024

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] 下載 mobi pdf epub txt 電子書 格式 2024

Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] 下載 mobi epub pdf 電子書
想要找書就要到 新城書站
立刻按 ctrl+D收藏本頁
你會得到大驚喜!!

用戶評價

評分

很不錯的一本書!買來第一時間通宵看完瞭!!太爽瞭!!!

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評分

幫人買的,很正版的書籍,同事很喜歡

評分

很好很好很好

評分

很不錯的一本書!買來第一時間通宵看完瞭!!太爽瞭!!!

評分

剛買來還沒看,挺好的,希望有用

評分

喜歡這本書,剛評價,本人沒做到實踐,但書裏給的機器學習實踐感覺很好

評分

挺好的 物流很快 就是一張優惠券都用不瞭

評分

讀者隻要具有一定的Python編程經驗,能夠自己安裝和使用開源庫,就足夠瞭,即使對機器學習一點瞭解都沒有也沒關係。本書不會講機器學習算法背後的數學。

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Machine Learning: The Art and Science of Algorithms that Make Sense of Data [平裝] mobi epub pdf txt 電子書 格式下載 2024


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