转微博上爱可可老师的一则消息:
【公认机器学习经典《模式识别与机器学习(PRML)》正式开放免费下载】《Pattern Recognition and Machine Learning》by Christopher Bishop https://www.microsoft.com/en-us/research/people/cmbishop/#!prml-book
pdf: https://pan.baidu.com/s/1bTI9lvgIVqtyGP0NCSd_GQ
官方下载链接:https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
点击文末“阅读原文”可直达官方下载链接。
This leading textbook provides 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. This is the first machine learning textbook to include a comprehensive coverage of recent developments such as probabilistic graphical models and deterministic inference methods, and to emphasize a modern Bayesian perspective. It is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics. This hard cover book has 738 pages in full colour, and there are 431 graded exercises (with solutions available below). Extensive support is provided for course instructors.