MIT Probabilistic Computing Project

All

121 repositories

b3d
Public
Bayes3D
Jupyter Notebook
•2•8•7•12•Updated Jan 17, 2025Jan 17, 2025
genstudio
Public
a Python library for creating interactive, JavaScript-based visualizations.
Python
•0•4•0•2•Updated Jan 16, 2025Jan 16, 2025
hfppl
Public
Probabilistic programming with HuggingFace language models
python3 probabilistic-programming language-model ppl huggingface-transformers
Python
•16•92•7•3•Updated Jan 15, 2025Jan 15, 2025
bayes3d
Public
Jupyter Notebook
•
Apache License 2.0
•6•22•3•8•Updated Jan 13, 2025Jan 13, 2025
gen-website-private
Public
JavaScript
•0•0•0•0•Updated Dec 12, 2024Dec 12, 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
•162•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•218•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•19•1•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•15•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
•
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
•
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•927•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