- Introduction
- Probability Theory
- Bayesian Networks
- Undirected Models
- Learning Bayes Nets
- Exact Inference
- Message Passing
- Sampling
- MAP Inference
- Structured Prediction
- Parameter Learning
- Bayesian Learning
- Structure Learning
- Exponential Families
- Variational Inference
- Advanced Topics and Conclusions
https://cs228.stanford.edu/.
Stefano Ermon.
Stanford University.