Bayesian Reasoning and Machine Learning pdf epub mobi txt 电子书下载 2025

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出版者:Cambridge University Press

作者:David Barber

出品人:

页数:735

译者:

出版时间:2011

价格:USD 84.99

装帧:Hardcover

isbn号码:9780521518147

丛书系列:

图书标签:

机器学习
bayesian
MachineLearning
贝叶斯
数据挖掘
人工智能
计算机科学
计算机

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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.