Pattern Recognition And Machine Learning下载

1努力加油1 2019-03-05 06:11:33

Pattern Recognition And Machine Learning，模式识别的非常好的一本书，结合机器学习
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Pattern Recognition And Machine Learning Bishop-Pattern Recognition And Machine Learning by Christopher M. Bishop, springer

本资源包含Pattern Recognition And Machine Learning的英文版和由马春鹏翻译的中文版。

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 原书英文版

模式识别-张学工，Pattern Recognition and Machine Learning，模式识别(英文第二版)

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