Bayesian Reasoning and Machine Learning pdf epub mobi txt 電子書下載2025

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出版者:Cambridge University Press

作者:David Barber

出品人:

頁數:735

译者:

出版時間:2011

價格:USD 84.99

裝幀:Hardcover

isbn號碼:9780521518147

叢書系列:

圖書標籤:

機器學習
bayesian
MachineLearning
貝葉斯
數據挖掘
人工智能
計算機科學
計算機

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Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.