MIT Probabilistic Computing Project

Repositories

• Gen.jl

  A general-purpose probabilistic programming system with programmable inference

  machine-learning computer-vision deep-learning robotics julia-language probabilistic-programming bayesian
  Julia Apache-2.0 132 1,435 98 (3 issues need help) 10 Updated Aug 28, 2020

• GenParticleFilters.jl

  Building blocks for simple and advanced particle filtering in Gen.

  particle-filter probabilistic-programming bayesian-inference sequential-monte-carlo
  Julia Apache-2.0 0 1 0 0 Updated Aug 19, 2020

• loom

  Forked from posterior/loom

  A streaming cross-cat inference engine
  C++ 18 2 0 0 Updated Aug 13, 2020

• cgpm

  Library of composable generative population models which serve as the modeling and inference backend of BayesDB.

  machine-learning tabular-data data-analysis probabilistic-programming bayesian-inference
  Python Apache-2.0 6 22 39 2 Updated Aug 7, 2020

• bayeslite

  BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

  data-science machine-learning databases probabilistic-programming automatic-data-modeling
  Python Apache-2.0 63 862 192 (15 issues need help) 1 Updated Aug 6, 2020

• gen-quickstart

  Docker file for building Gen and Jupyter notebooks for tutorials and case studies
  Jupyter Notebook 38 99 13 13 Updated Jul 30, 2020

• test-gen-site
  HTML 0 0 0 0 Updated Jul 23, 2020

• autoimcmc

  Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"
  Python 0 1 0 0 Updated Jul 21, 2020

• fast-loaded-dice-roller

  The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions

  fast dice-roller random-number-generator sampling-methods aistats
  Python Apache-2.0 4 27 1 0 Updated Jun 27, 2020

• crosscat

  A domain-general, Bayesian method for analyzing high-dimensional data tables
  Python Apache-2.0 38 315 25 (1 issue needs help) 1 Updated May 18, 2020

• GenExperimental.jl

  Featherweight embedded probabilistic programming language and compositional inference programming library
  Julia MIT 2 16 38 0 Updated May 15, 2020

• optimal-approximate-sampling

  Optimal Approximate Sampling from Discrete Probability Distributions

  optimization python-library sampler random-numbers random-sampling popl
  Python Apache-2.0 0 7 0 0 Updated Apr 24, 2020

• cgpm2

  Minimal implementation of composable generative population models for Bayesian synthesis of probabilistic programs.
  Jupyter Notebook Apache-2.0 3 3 2 0 Updated Apr 17, 2020

• trcrpm

  Temporally-reweighted Chinese restaurant process mixture models for multivariate time series
  Jupyter Notebook Apache-2.0 9 33 1 0 Updated Apr 17, 2020

• iventure

  An interactive, browser-based probabilistic programming environment.
  Python Apache-2.0 1 10 22 2 Updated Apr 16, 2020

• metaprob

  An embedded language for probabilistic programming and meta-programming.

  data-science machine-learning clojure probabilistic-programming
  JavaScript GPL-3.0 18 145 41 (2 issues need help) 14 Updated Apr 8, 2020

• GenViz

  A visualization library for probabilistic programming in Gen.
  Julia 3 7 2 3 Updated Mar 18, 2020

• GenPseudoMarginal.jl

  Sequential Monte Carlo and annealed importance sampling inference library for Gen
  Julia 0 2 0 0 Updated Mar 13, 2020

• GenFluxOptimizers.jl

  A Gen plugin for using Flux's optimizers to fit a probabilistic program's parameters
  Julia 0 1 0 0 Updated Mar 10, 2020

• GenPyTorch.jl

  Gen plugin to allow PyTorch computations to be used as Gen generative functions.

  deep-learning pytorch probabilistic-programming variational-inference
  Julia 0 3 3 0 Updated Mar 9, 2020

• GenTF

  TensorFlow plugin for Gen probabilistic programming system.
  Julia 4 6 1 0 Updated Mar 8, 2020

• fast-loaded-dice-roller-experiments

  The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions (Experiments)

  fast dice-roller experiments random-number-generator sampling-methods aistats
  Jupyter Notebook Apache-2.0 0 0 0 0 Updated Mar 8, 2020

• gen-examples-perception

  Examples of Gen applied to perception problems
  Julia 0 2 0 0 Updated Feb 2, 2020

• haskell-trace-types

  Prototype of the system described in "Trace Types and Denotational Semantics for Sound Programmable Inference in Probabilistic Languages"
  Haskell MIT 0 4 0 0 Updated Jan 4, 2020

• Venturecxx

  Primary implementation of the Venture probabilistic programming system
  C++ GPL-3.0 8 22 357 (20 issues need help) 1 Updated Nov 19, 2019

• Deep_Object_Pose

  Forked from NVlabs/Deep_Object_Pose

  Deep Object Pose Estimation (DOPE) – ROS inference (CoRL 2018)
  Python 157 0 0 0 Updated Oct 27, 2019

• PoseCNN

  Forked from yuxng/PoseCNN

  A Convolutional Neural Network for 6D Object Pose Estimation in Cluttered Scenes
  C++ MIT 193 2 0 0 Updated Sep 12, 2019

• notebook

  jupyter/datascience-notebook with probcomp libraries
  Jupyter Notebook 5 14 10 1 Updated Aug 17, 2019

• bayesrest
  Python Apache-2.0 2 3 18 0 Updated Aug 10, 2019

• parallel_map

  Simple parallel mapping utility for Python 3.
  Python Apache-2.0 2 2 0 0 Updated Aug 7, 2019