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Programming Exercises

I found some really good programming exercises in this class webpage. They have lectures as well. It seems like they implement a lot of things from scratch. Topics include:

  • Probabilistic Modeling
  • Bayesian Linear Regression
  • Bayesian Networks
  • Monte Carlo Methods
  • Variational Inference & Expectation Propagation
  • Message Passing
  • Gaussian Processes