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Books like Bayesian reasoning and machine learning by David Barber


This book offers a comprehensive, hands‑on introduction to Bayesian reasoning and machine learning. It is designed for final‑year undergraduates and master's students who may have limited exposure to linear algebra and calculus. The text explains concepts from basic probabilistic reasoning to advanced graphical model techniques, and emphasizes analytical and problem‑solving skills needed for real‑world applications. Each chapter contains numerous examples and exercises, including computer‑based and theoretical problems. Complementary resources, such as a MATLAB toolbox, are available online for students and instructors.
First publish date: 2011
Genre: Technology & Computing/Artificial Intelligence
Authors: David Barber
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