Machine Learning A Probabilistic Perspective下载

weixin_39820780 2019-09-26 06:00:20
Machine Learning A Probabilistic Perspective 卷一教材，本书是机器学习入门经典，大师之作，上传的是英文版
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【PDF】《Machine learning A Probabilistic Perspective》 MLAPP；by Kevin Murphy
完整版，带目录，机器学习必备经典；大部头要用力啃。 Machine learning A Probabilistic Perspective
machine learning a probabilistic perspective
machine learning a probabilistic perspective, classic reference book
Machine Learning - A Probabilistic Perspective
Machine Learning - A Probabilistic Perspective，机器学习-一个概率的观点
Machine learning A Probabilistic Perspective
Kevin Murphy 关于机器学习的新书，偏贝叶斯，不过内容比较前沿。 Today’s Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package–PMTK (probabilistic modeling toolkit)–that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students. 作者：Kevin p. Murphy 出版日期：August 24, 2012 页数：1104 ISBN：978-0262018029
Machine Learning A Probabilistic Perspective.pdf
Machine Learning A Probabilistic Perspective.pdf ，经典的MLAPP
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