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MIT Probabilistic Computing Project (probcomp)

MIT Probabilistic Computing Project

probcomp

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Location:Cambridge, MA

Home Page:http://probcomp.csail.mit.edu

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MIT Probabilistic Computing Project's repositories

Gen.jl

A general-purpose probabilistic programming system with programmable inference

Language:JuliaLicense:Apache-2.0Stargazers:1774Issues:76Issues:298

bayeslite

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

Language:PythonLicense:Apache-2.0Stargazers:914Issues:60Issues:495

crosscat

A domain-general, Bayesian method for analyzing high-dimensional data tables

Language:PythonLicense:Apache-2.0Stargazers:321Issues:49Issues:58

gen-quickstart

Gen learning material as Jupyter notebooks

Language:Jupyter NotebookStargazers:126Issues:16Issues:22

adev

Haskell prototype to accompany the paper "ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs"

Language:HaskellLicense:BSD-3-ClauseStargazers:62Issues:7Issues:0

hfppl

Probabilistic programming with HuggingFace language models

Language:PythonStargazers:59Issues:5Issues:5

trcrpm

Temporally-reweighted Chinese restaurant process mixture models for multivariate time series

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:36Issues:8Issues:5

cgpm

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

Language:PythonLicense:Apache-2.0Stargazers:25Issues:26Issues:226

GenParticleFilters.jl

Building blocks for simple and advanced particle filtering in Gen.

Language:JuliaLicense:Apache-2.0Stargazers:19Issues:4Issues:4

bayes3d

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:16Issues:7Issues:5

GenGPT3.jl

GPT-3 as a generative function in Gen.

Language:JuliaLicense:Apache-2.0Stargazers:15Issues:8Issues:1

Gen.clj

A general-purpose probabilistic programming system with programmable inference.

Language:ClojureLicense:Apache-2.0Stargazers:12Issues:3Issues:8

GenSMCP3.jl

Automated SMC with Probabilistic Program Proposals, for the Gen PPL.

Language:JuliaStargazers:12Issues:5Issues:1

ADEV.jl

Experimental port of ADEV to Julia

Language:JuliaStargazers:9Issues:6Issues:0

hierarchical-irm

Probabilistic structure discovery for rich relational systems

Language:C++License:Apache-2.0Stargazers:8Issues:0Issues:0

pldi2019-gen-experiments

Experiments for PLDI 2019 submission on Gen

Language:Jupyter NotebookStargazers:8Issues:7Issues:5

InversePlanning.jl

Agent modeling and inverse planning, using PDDL and Gen.

Language:JuliaLicense:Apache-2.0Stargazers:6Issues:4Issues:0

SPPL.jl

A small DSL for programming sppl across PythonCall.jl

Language:JuliaLicense:Apache-2.0Stargazers:6Issues:2Issues:1

CLIPS.jl

Cooperative Language-Guided Inverse Plan Search (CLIPS).

Language:JuliaStargazers:5Issues:3Issues:0

gen-finance

Language:ClojureLicense:EPL-1.0Stargazers:5Issues:4Issues:0

programmable-vi-pldi-2024

Probabilistic programming with programmable variational inference.

Language:PythonLicense:Apache-2.0Stargazers:2Issues:3Issues:0

GenPOMDPs.jl

Language:JuliaStargazers:1Issues:5Issues:0

JAX.jl

A wrapper package for using JAX from Julia via PythonCall.

Language:JuliaLicense:Apache-2.0Stargazers:1Issues:0Issues:0

b3d

Bayes3D

Language:HTMLStargazers:0Issues:0Issues:0

chi-sight-mkl

Intro to genjax and bayes3d concepts.

Language:Jupyter NotebookStargazers:0Issues:6Issues:0

gen-localization

Localization tutorial in Gen.clj.

Language:JuliaLicense:EPL-1.0Stargazers:0Issues:4Issues:0

generative_join

Language:Jupyter NotebookStargazers:0Issues:0Issues:0

GenSerialization.jl

Gen.jl Trace Serialization

Language:JuliaLicense:MITStargazers:0Issues:0Issues:0

simpplax

Writing a simple probabilistic programming language using interpreters in JAX.

Language:PythonStargazers:0Issues:5Issues:0

tasks2D

Sequential decision making tasks in 2D environments.

Language:Jupyter NotebookStargazers:0Issues:5Issues:0