6. Bayes Nets

Author: Josh Hug and Jacky Liang

Edited by: Regina Wang, Pranav Muralikrishnan, and Wesley Zheng

Credit: Some sections adapted from the textbook Artificial Intelligence: A Modern Approach.

Last updated: November 2024

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Table of contents

• 6.1 Probability Rundown
• 6.2 Probability Inference
• 6.3 Bayesian Network Representation
• 6.4 Structure of Bayes Nets
• 6.5 D-Separation
• 6.6 Exact Inference in Bayes Nets
• 6.7 Approximate Inference in Bayes Nets: Sampling
• 6.8 Summary