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

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David Barber

Cambridge University Press

2011

735

USD 84.99

Hardcover

9780521518147

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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发表于2025-03-03

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

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

图书描述

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.

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