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

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Peter Flach 著

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

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

評分☆☆☆☆☆

紙張不錯，圖靈齣品必屬精品！慢慢看下去，很不錯的書，值得推薦

評分☆☆☆☆☆

本書將嚮讀者展示如何從原始數據中發現模式，首先從Python與機器學習的關係講起，再介紹一些庫，然後就開始基於數據集進行比較正式的項目開發瞭，涉及建模、推薦及改進，以及聲音與圖像處理。通過流行的開源庫，我們可以掌握如何高效處理文本、圖片和聲音。同時，讀者也能掌握如何評估、比較和選擇適用的機器學習技術。

評分☆☆☆☆☆

書很不錯的，諒解很細緻。價格很實惠！

評分☆☆☆☆☆

非常不錯的書，值得購買，京東非常靠譜我注冊想服務好

評分☆☆☆☆☆

據說這門語言與機器學習是絕配，好好學習下！

評分☆☆☆☆☆

挺好的，很便宜，滿100減50

評分☆☆☆☆☆

東西不錯，在京東買東西非常方便快捷。以後還會光顧

評分☆☆☆☆☆

一口氣買瞭五本，好好補一補基礎。

評分☆☆☆☆☆

到現在為止，這位有著四韆兩百多萬推特粉絲的美國總統，已經就自己的中國之行發瞭8條推特，換瞭2次封麵。粉絲們也一起見證瞭總統對此次中國之行的重視，以及中美兩國元首會麵取得的重大成果。