Yee Whye Teh : Teaching : Probabilistic Models
Slides
- Introduction to Probabilistic and Bayesian Modelling.
- Simple Models. Graphical Models.
- The Junction Tree Algorithm. The EM Algorithm.
- Variational Approximations. Expectation and Belief Propagation. Monte Carlo Sampling.
- Bayesian Nonparametric Modelling.