Foundations of Machine Learning

时间:2016-01-17 02:34:03
【文件属性】:

文件名称:Foundations of Machine Learning

文件大小:3.39MB

文件格式:PDF

更新时间:2016-01-17 02:34:03

Book

This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes several important modern algorithms, provides the theoretical underpinnings of these algorithms, and illustrates key aspects for their application. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics. Foundations of Machine Learning fills the need for a general textbook that also offers theoretical details and an emphasis on proofs. Certain topics that are often treated with insufficient attention are discussed in more detail here; for example, entire chapters are devoted to regression, multi-class classification, and ranking. The first three chapters lay the theoretical foundation for what follows, but each remaining chapter is mostly self-contained. The appendix offers a concise probability review, a short introduction to convex optimization, tools for concentration bounds, and several basic properties of matrices and norms used in the book. The book is intended for graduate students and researchers in machine learning, statistics, and related areas; it can be used either as a textbook or as a reference text for a research seminar.


网友评论

  • good。。。。。
  • 感谢分享!
  • 上海交大张志华视频的推荐的教材,很不错
  • 很不错你就能看见
  • 好书,多谢分享
  • 好书,受用,值得研读。
  • 还不错,值得看看
  • 纯英文,说实在的,我没看懂。
  • 很好,概念清晰易懂,机器学习必备
  • 电子文档的质量很好。看了几章,主要是面向理论分析的,很全面也很细致。但是,如果其他读者需要实践的话,可能还需要结合别的书籍来看。
  • Fondations of Machine Learning , 配合 Pattern Recognition and Machine Learning ,事半功倍;前者侧重统计学理论,后者侧重对Machine Learning的具体应用和常用算法做介绍。
  • 机器学习的经典之一
  • 机器学习理论的高引图书,MIT品牌保证!!
  • 很经典的一本书,适合入门后想深入的人!
  • 还没看,扫了几下,比较理论,不是入门书籍
  • 这本书很受用,是机器学习教程中比较接近实战的一本。
  • 正在找机器学习的书,谢谢分享!
  • 很好的一本书。与正版一样。
  • 经典之作,下来学习!
  • 经典之作,正在学习。谢谢!
  • 这是一本入门的好书,给本科生开机器学习课用的,分多个专题讲解,感觉不错!
  • 这是非常经典的一本书,好好看很有收获!
  • 经典之作,值得看看。
  • 相当好的书籍!谢谢。
  • 硕士课程需要,英文电子文字版的,清晰可批注
  • 讲的很详细,谢谢分享
  • 这个不错,清楚,不过内容组织不太像教材倒是像专题
  • 比较清晰,内容也不错。
  • 书比较新,篇幅也不长,可以作为参考书
  • 比较清晰,而且内容不错