MIT Probabilistic Computing Project

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120 repositories

b3d
Public
Bayes3D
Jupyter Notebook
•1•7•7•12•Updated Dec 4, 2024Dec 4, 2024
bayes3d
Public
Jupyter Notebook
•
Apache License 2.0
•6•23•2•8•Updated Dec 2, 2024Dec 2, 2024
gen-website-private
Public
JavaScript
•0•0•0•0•Updated Nov 20, 2024Nov 20, 2024
hfppl
Public
Probabilistic programming with HuggingFace language models
python3 probabilistic-programming language-model ppl huggingface-transformers
Python
•16•89•6•1•Updated Nov 18, 2024Nov 18, 2024
Gen.jl
Public
A general-purpose probabilistic programming system with programmable inference
machine-learning computer-vision deep-learning robotics julia-language probabilistic-programming bayesian differentiable-programming gen
Julia
•
Apache License 2.0
•161•1.8k•149•18•Updated Nov 4, 2024Nov 4, 2024
hierarchical-irm
Public
Probabilistic structure discovery for rich relational systems
C++
•
Apache License 2.0
•4•4•35•0•Updated Oct 4, 2024Oct 4, 2024
tasks2D
Public
Sequential decision making tasks in 2D environments.
Jupyter Notebook
•0•0•0•0•Updated Aug 28, 2024Aug 28, 2024
PClean
Public
A domain-specific probabilistic programming language for scalable Bayesian data cleaning
probabilistic-programming bayesian-inference data-cleaning probabilistic-graphical-models data-cleansing
Julia
•32•217•17•4•Updated Jul 31, 2024Jul 31, 2024
GenGPT3.jl
Public
GPT-3 as a generative function in Gen.
Julia
•
Apache License 2.0
•2•19•0•0•Updated Jul 14, 2024Jul 14, 2024
cgpm
Public
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 License 2.0
•11•25•39•5•Updated Jul 11, 2024Jul 11, 2024
InversePlanning.jl
Public
Agent modeling and inverse planning, using PDDL and Gen.
Julia
•
Apache License 2.0
•0•7•0•0•Updated Jun 28, 2024Jun 28, 2024
programmable-vi-pldi-2024
Public
Probabilistic programming with programmable variational inference.
Jupyter Notebook
•
Apache License 2.0
•3•16•0•0•Updated Jun 22, 2024Jun 22, 2024
caliban
Public
Research workflows made easy, locally and in the Cloud.
Python
•
Apache License 2.0
•67•0•0•2•Updated Jun 3, 2024Jun 3, 2024
Gen.clj
Public
A general-purpose probabilistic programming system with programmable inference.
machine-learning bayesian gen probabilistic-programming
Clojure
•
Apache License 2.0
•2•18•5•5•Updated Jun 1, 2024Jun 1, 2024
GenSerialization.jl
Public
Gen.jl Trace Serialization
Julia
•
MIT License
•0•0•0•3•Updated May 9, 2024May 9, 2024
CLIPS.jl
Public
Cooperative Language-Guided Inverse Plan Search (CLIPS).
Julia
•1•14•0•0•Updated Apr 27, 2024Apr 27, 2024
JAX.jl
Public
A wrapper package for using JAX from Julia via PythonCall.
Julia
•
Apache License 2.0
•0•1•0•0•Updated Apr 26, 2024Apr 26, 2024
gen-quickstart
Public
Gen learning material as Jupyter notebooks
Jupyter Notebook
•50•127•17•29•Updated Apr 16, 2024Apr 16, 2024
generative_join
Public
Jupyter Notebook
•0•0•0•0•Updated Apr 2, 2024Apr 2, 2024
GenParticleFilters.jl
Public
Building blocks for simple and advanced particle filtering in Gen.
particle-filter probabilistic-programming bayesian-inference sequential-monte-carlo
Julia
•
Apache License 2.0
•2•23•1•0•Updated Mar 19, 2024Mar 19, 2024
pldi2019-gen-experiments
Public
Experiments for PLDI 2019 submission on Gen
Jupyter Notebook
•5•7•1•0•Updated Mar 6, 2024Mar 6, 2024
trcrpm
Public
Temporally-reweighted Chinese restaurant process mixture models for multivariate time series
Jupyter Notebook
•
Apache License 2.0
•17•38•1•1•Updated Feb 22, 2024Feb 22, 2024
crosscat
Public
A domain-general, Bayesian method for analyzing high-dimensional data tables
Python
•
Apache License 2.0
•42•322•25•2•Updated Feb 22, 2024Feb 22, 2024
GenPOMDPs.jl
Public
Julia
•0•1•0•0•Updated Jan 22, 2024Jan 22, 2024
gen-finance
Public
Clojure
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Eclipse Public License 1.0
•1•5•0•0•Updated Dec 12, 2023Dec 12, 2023
adev
Public
Haskell prototype to accompany the paper "ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs"
Haskell
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BSD 3-Clause "New" or "Revised" License
•0•64•1•0•Updated Nov 21, 2023Nov 21, 2023
bayeslite
Public
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 License 2.0
•63•923•192•1•Updated Nov 19, 2023Nov 19, 2023
ADEV.jl
Public
Experimental port of ADEV to Julia
Julia
•1•11•0•0•Updated Nov 12, 2023Nov 12, 2023
simpplax
Public
Writing a simple probabilistic programming language using interpreters in JAX.
Python
•0•0•0•0•Updated Nov 3, 2023Nov 3, 2023
GenSMCP3.jl
Public
Automated SMC with Probabilistic Program Proposals, for the Gen PPL.
Julia
•1•21•1•0•Updated Oct 31, 2023Oct 31, 2023