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Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.

MCMC Algorithms

Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.

What's in it

  1. Rejection Sampling
  2. Gibbs Sampling
  3. Metropolis(-Hastings)
  4. Slice Sampling
  5. Stochastic Gradient Langevin Dynamics (SGLD)
  6. Annealed Importance Sampling (AIS)