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[电子书]Pattern Recognition And Machine Learning

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发表于 2016-11-1 22:02:06 | 显示全部楼层 |阅读模式
Turtlebot2
本帖最后由 yoof 于 2016-11-1 22:10 编辑

PRML是机器学习的经典中的经典,是每个机器学习相关方向必须啃得书籍……


The dramatic growth in practical applications for machine learning over the last ten years has been accompanied by many important developments in the underlying algorithms and techniques. For example, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic techniques. The practical applicability of Bayesian methods has been greatly enhanced by the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation, while new models based on kernels have had a significant impact on both algorithms and applications.


This completely new textbook reflects these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first-year PhD students, as well as researchers and practitioners. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.


The book is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics. Extensive support is provided for course instructors, including more than 400 exercises, graded according to difficulty. Example solutions for a subset of the exercises are available from the book web site, while solutions for the remainder can be obtained by instructors from the publisher. The book is supported by a great deal of additional material, and the reader is encouraged to visit the book web site for the latest information.


Pattern Recognition and Machine Learning

Pattern Recognition and Machine Learning


英文版:
Pattern Recognition and Machine Learning.pdf (8.64 MB, 下载次数: 26)
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发表于 2016-11-9 21:47:17 | 显示全部楼层
下载学习一下,但是一年前还是磁条导航的天下,今年就slam横行了,明年估计又会有视觉导航什么的流行了。
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发表于 2016-11-18 16:20:30 | 显示全部楼层
谢谢分享,学习一下!
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发表于 2016-11-22 14:10:56 | 显示全部楼层
关注一下,谢谢楼主
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发表于 2016-11-22 16:14:17 | 显示全部楼层
谢谢楼主分享
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发表于 2017-12-4 10:28:20 | 显示全部楼层
感谢楼主的分享!谢谢
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