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機器學習的算法觀點(第2版 英文版)

機器學習的算法觀點(第2版 英文版)

定 價:¥129.00

作 者: [新西蘭] 史蒂芬·馬斯蘭(Stephen Marsland) 著
出版社: 世界圖書出版公司
叢編項:
標 簽: 暫缺

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ISBN: 9787519295707 出版時間: 2022-08-01 包裝: 平裝
開本: 16開 頁數: 437 字數:  

內容簡介

  There have been some interesting developments in machine learning over the past four years,since the lst edition of this book came out. One is the rise of Deep Belief Networks as an area of real research interest(and business interest, as large internet-based companies look to snap up every small company working in the area), while another is the continuing work on statistical interpretations of machine learning algorithms. This second one is very good for the field as an area of research, but it does mean that computer science students, whose statistical background can be rather lacking, find it hard to get started in an area that they are sure should be of interest to them. The hope is that this book, focussing on the algorithms of machine learrung as it does, will help such students get a handle on the ideas,and that it will start them on a journey towards mastery of the relevant mathematics and statistics as well as the necessary programming and experimentation.In addition, the libraries available for the Python language have continued to develop,so that there are now many more facilities available for the programmer. This has enabled me to provide a simple implementation of the Support Vector Maclune that can be used for experiments, and to simplify the code in a few other places. All of the code that was used to create the examples in the book is available at http://stephenmonika.net/(in the &Book' tab), and use and experimentation with any of this code, as part of any study on machine learning, is strongly encouraged.

作者簡介

  史蒂芬·馬斯蘭(Stephen Marsland)是新西蘭威靈頓維多利亞大學的數學與統(tǒng)計學院教授,他之前在梅西大學任教并擔任工程與先進技術學院的研究生教導主任。他是新西蘭Te Pūnaha Matatini復雜系統(tǒng)與網絡卓越研究中心項目主管,領導復雜性、風險與不確定性等相關主題的研究工作。他是新西蘭數學學會的杰出會士,并兼任新西蘭數學研究所(NZMRI)所長。

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