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Introduction to Artificial Intelligence

Examples for an AI course following the textbook Artificial Intelligence: A Modern Approach by Russell and Norvig.

Chapter 13: Probabilistic Reasoning

Code Example

Alarm Example as a Bayesian Network (using Python pgmpy)

Popular Software

JAGS - Just Another Gibbs Sampler analyzes Bayesian hierarchical models using Markov Chain Monte Carlo (MCMC) simulation. R and Python interface packages are available.
Stan provides a probabilistic programming language for specifying log density functions and performing full Bayesian statistical inference with MCMC sampling. R and Python interface packages are available.

License

© 2025-2026 Michael Hahsler. All code and documents in this repository are provided under Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) License.

CC BY-SA 4.0