Name		Name	Last commit message	Last commit date
parent directory ..
Alarm_BN.png		Alarm_BN.png
Bayes_Network_Alarm.ipynb		Bayes_Network_Alarm.ipynb
README.md		README.md

README.md

Chapter 13 Probabilistic Reasoning

Contents

Code Example

Alarm Example as a Bayesian Network (using Python pgmpy)

Other Popular Software

JAGS - Just Another Gibbs Sampler for the analysis of Bayesian hierarchical models using Markov Chain Monte Carlo (MCMC) simulation. There exist R and Python interfaces packages.
STAN provides a probabilistic programming language to specify log density functions and then lets the user perform full Bayesian statistical inference with MCMC sampling. There exist R and Python interface packages.

License

© 2025 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.