Back to Topics Directory
Topic Hub

#bayesian-inference (30 Repositories)

Ranked open-source repositories tagged with #bayesian-inference, scored by pull request acceptance likelihood and maintainer engagement velocity.

Topic Avg Merge Rate

59.5%

Avg Review Latency

31.4h

Filter by language

30 repositories tagged #bayesian-inference

S TierPython 108 1 GFIs

pymc-labs/pathmc

Structural causal models with Bayesian estimation and interventional simulation via a concise DSL.

91.2%
Merge Rate
1h
First Review
67%
1st-Timers
8
Maintainers
A TierPython 646 7 GFIs

pymc-devs/pytensor

PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.

50.8%
Merge Rate
3h
First Review
43%
1st-Timers
13
Maintainers
A TierC++ 2.8k 2 GFIs

stan-dev/stan

Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.

64.7%
Merge Rate
10h
First Review
100%
1st-Timers
9
Maintainers
A TierJUJulia 119

ReactiveBayes/ReactiveMP.jl

High-performance reactive message-passing based Bayesian inference engine

93.8%
Merge Rate
<1h
First Review
100%
1st-Timers
3
Maintainers
A TierPython 127

bilby-dev/bilby

A unified framework for stochastic sampling packages and gravitational-wave inference in Python.

76.5%
Merge Rate
<1h
First Review
100%
1st-Timers
10
Maintainers
A TierJUJulia 2.3k

TuringLang/Turing.jl

Bayesian inference with probabilistic programming.

67.9%
Merge Rate
-
First Review
75%
1st-Timers
8
Maintainers
A TierPython 65

PyAutoLabs/PyAutoFit

PyAutoFit: Classy Probabilistic Programming

92.9%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
A TierPython 872

sbi-dev/sbi

sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

65.0%
Merge Rate
3h
First Review
43%
1st-Timers
15
Maintainers
A TierPython 2.8k 1 GFIs

pyro-ppl/numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

75.0%
Merge Rate
3d
First Review
75%
1st-Timers
16
Maintainers
A TierR 1.4k

paul-buerkner/brms

brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan

44.4%
Merge Rate
1h
First Review
33%
1st-Timers
17
Maintainers
A TierPython 187

PyAutoLabs/PyAutoLens

PyAutoLens: Open-Source Strong Gravitational Lensing

95.1%
Merge Rate
6d
First Review
100%
1st-Timers
0
Maintainers
A TierPython 659

thomaspinder/GPJax

Gaussian processes in JAX and Equinox.

90.0%
Merge Rate
-
First Review
100%
1st-Timers
3
Maintainers
A TierJUJupyter Notebook 645

erdogant/bnlearn

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

84.6%
Merge Rate
2d
First Review
100%
1st-Timers
1
Maintainers
B TierJUJulia 279

TuringLang/Bijectors.jl

Implementation of normalising flows and constrained random variable transformations

86.7%
Merge Rate
4d
First Review
100%
1st-Timers
2
Maintainers
B TierJUJulia 229

bat/BAT.jl

A Bayesian Analysis Toolkit in Julia

43.6%
Merge Rate
12h
First Review
50%
1st-Timers
2
Maintainers
B TierPython 154

ComputationalPsychiatry/pyhgf

PyHGF: A neural network library for predictive coding

100.0%
Merge Rate
4d
First Review
100%
1st-Timers
0
Maintainers
B TierPython 1.1k

blackjax-devs/blackjax

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

88.4%
Merge Rate
3d
First Review
67%
1st-Timers
1
Maintainers
B TierC++ 197

nimble-dev/nimble

The base NIMBLE package for R

60.0%
Merge Rate
19h
First Review
100%
1st-Timers
2
Maintainers
B TierR 316

IndrajeetPatil/statsExpressions

Tidy data frames and expressions with statistical summaries 📜

75.0%
Merge Rate
16h
First Review
0%
1st-Timers
1
Maintainers
B TierJUJulia 153

Julia-Tempering/Pigeons.jl

Sampling from intractable distributions, with support for distributed and parallel methods

46.2%
Merge Rate
-
First Review
33%
1st-Timers
3
Maintainers
B TierJUJulia 128

CliMA/EnsembleKalmanProcesses.jl

Derivative-free parameter calibration and uncertainty quantification for expensive models using ensemble Kalman methods

76.2%
Merge Rate
-
First Review
67%
1st-Timers
1
Maintainers
B TierPython 669 1 GFIs

QuantClimate/GPJax

Gaussian processes in JAX and Equinox.

25.0%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
B TierR 1.1k

stan-dev/rstan

RStan, the R interface to Stan

50.0%
Merge Rate
10h
First Review
0%
1st-Timers
0
Maintainers
B TierPython 9.1k

pyro-ppl/pyro

Deep universal probabilistic programming with Python and PyTorch

33.3%
Merge Rate
13d
First Review
50%
1st-Timers
4
Maintainers
B TierJUJulia 962

FRBNY-DSGE/DSGE.jl

Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

0.0%
Merge Rate
-
First Review
0%
1st-Timers
0
Maintainers
B TierJUJulia 159

baggepinnen/LowLevelParticleFilters.jl

State estimation, smoothing and parameter estimation using Kalman and particle filters.

63.6%
Merge Rate
-
First Review
100%
1st-Timers
0
Maintainers
B TierJUJulia 252

tpapp/DynamicHMC.jl

Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.

46.2%
Merge Rate
<1h
First Review
0%
1st-Timers
0
Maintainers
C TierPython 134

acerbilab/pyvbmc

PyVBMC: Variational Bayesian Monte Carlo algorithm for posterior and model inference in Python

0.0%
Merge Rate
-
First Review
0%
1st-Timers
1
Maintainers
D TierR 402

stan-dev/rstanarm

rstanarm R package for Bayesian applied regression modeling

0.0%
Merge Rate
<1h
First Review
0%
1st-Timers
1
Maintainers
D TierPython 16.3k

ddbourgin/numpy-ml

Machine learning, in numpy

0.0%
Merge Rate
1d
First Review
0%
1st-Timers
0
Maintainers
Best Bayesian-inference Open Source Repositories & C-Rank™ | GetMerged