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pyAIS

Python implementation of Annealed Importance Sampling algorithm (see [1] and [2])

The current Python script is based on the work of Ruslan Salakhutdinov. The original Matlab code can be found here: http://www.utstat.toronto.edu/~rsalakhu/rbm_ais.html

  • [1] Ruslan Salakhutdinov, Learning and Evaluating Boltzmann Machines, 2008
  • [2] Radford M. Neal, Annealed Importance Sampling, 1998

Dependencies

  • Numpy

Platforms where pyAIS has been tested

  • Ubuntu 20.04.5 LTS

    • GCC 9.4.0
    • Python 3.8.10 and Python 2.7.18
    • x86_64
  • macOS Monterey

    • Apple clang 13.1.6
    • Python 3.10.6 and Python 3.9.13
    • Apple M1 Pro

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Python implementation of Annealed Importance Sampling algorithm

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