Machine Learning 2024 pdf epub mobi 電子書下載

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Machine Learning pdf epub mobi 著者簡介

Kevin P. Murphy is Associate Professor in the Department of Computer Science and in the Department of Statistics at the University of British Columbia.

Machine Learning pdf epub mobi 圖書描述

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, 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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Machine Learning pdf epub mobi 圖書目錄

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發表於2024-05-29

Machine Learning 2024 pdf epub mobi 電子書下載

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斷斷續續讀瞭本書幾章內容，並掃瞭一眼全書，個人感覺這本書就是一本大雜燴。這本書涉及的內容很廣，概率圖模型、GLM、Nonparametric Method，甚至最近比較火的Deep Learning也包括瞭。但是，感覺很多地方講的不是很細緻，每每讀到關鍵地方，都有種嘎然而止的感覺。不過還好...

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出版者:The MIT Press

作者:Kevin P·Murphy

出品人:

頁數:1096

譯者:

出版時間:2012-9-18

價格:USD 90.00