Probabilistic Machine Learning Software and Data

Matlab Software

• Sam Roweis. Code
• ICA in two lines.
• HMMs
• EM for PCA/SPCA
• Kevin Murpy. Code
• Bayes nets (excellent stuff).
• HMMs.
• Kalman filtering.
• MDPs.
• Zoubin Ghahramani. Code
• Mixtures of factor analyzers.
• HMMs
• EM for linear dynamical systems.
• Gavin Cawley SVMs
• Steve Gunn More SVMs

Data

• To be used in the course:
  
  Boston housing data Info   Data
  

• Used in the Elements of Statistical Learning book:
  
  Countries Info   Data
  
  Marketing Info   Data
  
  NCI Info   Data
  
  Prostate Info   Data
  
  Spam Info   Data
  
  South African heart disease Info   Data
  
  ZIP code Info,   gzipped training and test data.
  
  galaxy Info   Data
  
  vowel Info,   training and test data.