Probabilistic Machine Learning Software and Data
Sam Roweis. Code
- ICA in two lines.
- EM for PCA/SPCA
Kevin Murpy. Code
- Bayes nets (excellent stuff).
- Kalman filtering.
Zoubin Ghahramani. Code
- Mixtures of factor analyzers.
- EM for linear dynamical systems.
Gavin Cawley SVMs
Steve Gunn More SVMs
- To be used in the course:
- Used in the Elements of Statistical Learning book: