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PyMC 3 Changelog

This is a list of important changes to PyMC 3 relative to the 2.x releases.

  • Added gradient-based MCMC samplers: Hamiltonian MC (HMC) and No-U-Turn Sampler (NUTS)
  • Added slice sampler
  • Automatic gradient calculations using Theano
  • Convenient generalized linear model specification using Patsy formulae
  • Parallel sampling via multiprocessing (IPython parallel support planned)
  • New model specification using context managers