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Machine Learning: A Probabilistic Perspective pdf by Kevin P. Murphy

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  • TA的每日心情
    开心
    2016-3-19 06:18
  • 签到天数: 18 天

    [LV.4]偶尔看看III

    发表于 2016-8-20 08:53:21 | 显示全部楼层 |阅读模式
    Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series) pdf
    by Kevin P. Murphy
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    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.

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  • TA的每日心情
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    2018-11-22 08:46
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    [LV.10]以坛为家III

    发表于 2016-8-20 09:34:50 | 显示全部楼层
    loook it thank youuu
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  • TA的每日心情
    难过
    2019-3-27 12:57
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    [LV.6]常住居民II

    发表于 2016-8-22 20:11:57 | 显示全部楼层
    thanks for sharing
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    发表于 2016-10-8 00:47:01 来自手机 | 显示全部楼层
    谢谢 谢谢 谢谢
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  • TA的每日心情
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    昨天 15:24
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    [LV.10]以坛为家III

    发表于 2017-2-3 18:09:35 | 显示全部楼层
    感谢楼主辛苦分享!!
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  • TA的每日心情
    郁闷
    2017-7-5 13:19
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    [LV.6]常住居民II

    发表于 2017-2-20 19:45:38 | 显示全部楼层
    谢谢诶楼主分享
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    发表于 2017-8-18 13:10:44 | 显示全部楼层
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