Giters
MIT Probabilistic Computing Project (probcomp)

MIT Probabilistic Computing Project

probcomp

Organization data from Github https://github.com/probcomp

Location:Cambridge, MA

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

GitHub:@probcomp

MIT Probabilistic Computing Project's repositories

Gen.jl

A general-purpose probabilistic programming system with programmable inference

Language:JuliaLicense:Apache-2.0Stargazers:1825Issues:70Issues:306

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:938Issues:59Issues:495

crosscat

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

Language:PythonLicense:Apache-2.0Stargazers:328Issues:47Issues:58

PClean

A domain-specific probabilistic programming language for scalable Bayesian data cleaning

Language:JuliaLicense:Apache-2.0Stargazers:228Issues:22Issues:20

gen-quickstart

Gen learning material as Jupyter notebooks

Language:Jupyter NotebookStargazers:128Issues:16Issues:24

hfppl

Probabilistic programming with HuggingFace language models

Language:PythonStargazers:106Issues:6Issues:11

adev

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

Language:HaskellLicense:BSD-3-ClauseStargazers:64Issues:6Issues:1

trcrpm

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

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:37Issues:7Issues:5

bayes3d

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:27Issues:5Issues:8

GenParticleFilters.jl

Building blocks for simple and advanced particle filtering in Gen.

Language:JuliaLicense:Apache-2.0Stargazers:26Issues:5Issues:5

cgpm

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

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

Gen.clj

A general-purpose probabilistic programming system with programmable inference.

Language:ClojureLicense:Apache-2.0Stargazers:23Issues:3Issues:8

GenSMCP3.jl

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

Language:JuliaStargazers:23Issues:4Issues:1

programmable-vi-pldi-2024

Probabilistic programming with programmable variational inference.

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:20Issues:3Issues:1

GenGPT3.jl

GPT-3 as a generative function in Gen.

Language:JuliaLicense:Apache-2.0Stargazers:19Issues:8Issues:2

CLIPS.jl

Cooperative Language-Guided Inverse Plan Search (CLIPS).

Language:JuliaStargazers:16Issues:4Issues:0

ADEV.jl

Experimental port of ADEV to Julia

Language:JuliaStargazers:11Issues:5Issues:0

b3d

Bayes3D

Language:Jupyter NotebookLicense:Apache-2.0Stargazers:9Issues:3Issues:14

InversePlanning.jl

Agent modeling and inverse planning, using PDDL and Gen.

Language:JuliaLicense:Apache-2.0Stargazers:7Issues:4Issues:0

pldi2019-gen-experiments

Experiments for PLDI 2019 submission on Gen

Language:Jupyter NotebookStargazers:7Issues:6Issues:5

gen-finance

Language:ClojureLicense:EPL-1.0Stargazers:5Issues:3Issues:0

hierarchical-irm

Probabilistic structure discovery for rich relational systems

Language:C++License:Apache-2.0Stargazers:5Issues:0Issues:83

JAX.jl

A wrapper package for using JAX from Julia via PythonCall.

Language:JuliaLicense:Apache-2.0Stargazers:2Issues:2Issues:0

GenPOMDPs.jl

Language:JuliaStargazers:1Issues:4Issues:0

tasks2D

Sequential decision making tasks in 2D environments.

Language:Jupyter NotebookStargazers:1Issues:4Issues:0

caliban

Research workflows made easy, locally and in the Cloud.

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

gen-website-private

Language:JavaScriptStargazers:0Issues:2Issues:0

generative_join

Language:Jupyter NotebookStargazers:0Issues:4Issues:0

GenSerialization.jl

Gen.jl Trace Serialization

Language:JuliaLicense:MITStargazers:0Issues:3Issues:0

simpplax

Writing a simple probabilistic programming language using interpreters in JAX.

Language:PythonStargazers:0Issues:4Issues:0