GitHub topics: probabilistic-programming
pymc-devs/pymc
Bayesian Modeling and Probabilistic Programming in Python
Language: Python - Size: 516 MB - Last synced at: about 10 hours ago - Pushed at: about 12 hours ago - Stars: 9,363 - Forks: 2,157
pyro-ppl/numpyro
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
Language: Python - Size: 97.6 MB - Last synced at: about 11 hours ago - Pushed at: about 13 hours ago - Stars: 2,551 - Forks: 271
Renato4333/learn-artificial-intelligence
Language: HTML - Size: 1.32 MB - Last synced at: about 22 hours ago - Pushed at: about 24 hours ago - Stars: 0 - Forks: 0
maximo2010-pixel/deep-generative-models
🔍 Explore deep generative models with this structured repository for experiments, utilities, and course assignments using notebooks and scripts.
Language: Jupyter Notebook - Size: 41.6 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0
pyro-ppl/pyro
Deep universal probabilistic programming with Python and PyTorch
Language: Python - Size: 93.5 MB - Last synced at: 2 days ago - Pushed at: 4 months ago - Stars: 8,912 - Forks: 1,006
felipejpenagos/Monte-Carlo-Methods-for-Probabilsitic-Modeling
Monte Carlo analysis of a nonlinear function with mixed probability distributions, translated from MatLab to Python. Adaptation of Prof. H.P. Gavin’s introductory Monte Carlo Simulation example given in CEE251L.
Language: Jupyter Notebook - Size: 1.23 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0
google-research/recsim_ng
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems
Language: Jupyter Notebook - Size: 3.69 MB - Last synced at: 1 day ago - Pushed at: over 3 years ago - Stars: 124 - Forks: 17
genlm/llamppl
Probabilistic programming with large language models
Language: Python - Size: 1.09 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 143 - Forks: 23
erikbatista42/Tiny-LLM
How to create a small LLM built with the transformer architecture in Python.
Language: HTML - Size: 9.09 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0
eggplantbren/DNest4
Diffusive Nested Sampling
Language: C++ - Size: 7.11 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 71 - Forks: 24
TuringLang/DynamicPPL.jl
Implementation of domain-specific language (DSL) for dynamic probabilistic programming
Language: Julia - Size: 5.72 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 248 - Forks: 37
google/edward2
A simple probabilistic programming language.
Language: Jupyter Notebook - Size: 21 MB - Last synced at: 4 days ago - Pushed at: 2 months ago - Stars: 702 - Forks: 78
TuringLang/docs
Documentation and tutorials for the Turing language
Language: Markdown - Size: 2.02 GB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 237 - Forks: 104
kach/memo
A probabilistic programming language for metacognitive modeling
Language: Python - Size: 42.5 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 127 - Forks: 10
bharathgs/Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
Size: 867 KB - Last synced at: 7 days ago - Pushed at: almost 2 years ago - Stars: 16,234 - Forks: 2,821
Joshuaalbert/jaxns
Probabilistic Programming and Nested sampling in JAX
Language: Python - Size: 52.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 211 - Forks: 17
blackjax-devs/blackjax
BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.
Language: Python - Size: 424 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 968 - Forks: 121
TuringLang/Turing.jl
Bayesian inference with probabilistic programming.
Language: Julia - Size: 40.3 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 2,181 - Forks: 230
patymunoz/modelos-graficos-probabilisticos
This repository contains a Sphinx project for the documentation of the Probabilistic Graphical Models course (master’s degree level), hosted on Read the Docs.
Language: Jupyter Notebook - Size: 28.4 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 6
TuringLang/AbstractPPL.jl
Common types and interfaces for probabilistic programming
Language: Julia - Size: 1.04 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 29 - Forks: 9
ReactiveBayes/RxInfer.jl
Julia package for automated Bayesian inference on a factor graph with reactive message passing
Language: Jupyter Notebook - Size: 448 MB - Last synced at: 7 days ago - Pushed at: 10 days ago - Stars: 371 - Forks: 33
mlcolab/Pathfinder.jl
Preheat your MCMC
Language: Julia - Size: 23.5 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 79 - Forks: 10
ropeless/compiled_knowledge
CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.
Language: Python - Size: 2.11 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0
cscherrer/Soss.jl
Probabilistic programming via source rewriting
Language: Julia - Size: 5.81 MB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 422 - Forks: 30
ExtensityAI/symbolicai
A neurosymbolic perspective on LLMs
Language: Python - Size: 29.7 MB - Last synced at: 9 days ago - Pushed at: 11 days ago - Stars: 1,629 - Forks: 80
ReactiveBayes/ReactiveMP.jl
High-performance reactive message-passing based Bayesian inference engine
Language: Julia - Size: 108 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 115 - Forks: 15
JuliaGaussianProcesses/AbstractGPs.jl
Abstract types and methods for Gaussian Processes.
Language: Julia - Size: 126 MB - Last synced at: 7 days ago - Pushed at: 25 days ago - Stars: 272 - Forks: 24
google/uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
Language: Python - Size: 8.74 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 1,544 - Forks: 215
JuliaGaussianProcesses/Stheno.jl
Probabilistic Programming with Gaussian processes in Julia
Language: Julia - Size: 294 MB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 345 - Forks: 27
nimble-dev/nimble
The base NIMBLE package for R
Language: C++ - Size: 72.6 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 182 - Forks: 23
xavier-zy/Awesome-pytorch-list-CNVersion
Awesome-pytorch-list 翻译工作进行中......
Language: Jupyter Notebook - Size: 1.16 MB - Last synced at: 2 days ago - Pushed at: over 4 years ago - Stars: 1,785 - Forks: 404
leta199/Simulation-Conditional-Probability
Simulating the conditional probability between first roll of dice given the sum of both
Language: R - Size: 93.8 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 0 - Forks: 0
probcomp/Gen.jl
A general-purpose probabilistic programming system with programmable inference
Language: Julia - Size: 39.3 MB - Last synced at: 7 days ago - Pushed at: 14 days ago - Stars: 1,825 - Forks: 162
thomaspinder/GPJax
Gaussian processes in JAX and Flax.
Language: Python - Size: 286 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 549 - Forks: 69
genlm/genlm-control
Controlled text generation with programmable constraints
Language: Python - Size: 8.35 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 152 - Forks: 18
JuliaMath/MeasureTheory.jl
"Distributions" that might not add to one.
Language: Julia - Size: 4.62 MB - Last synced at: 7 days ago - Pushed at: 7 months ago - Stars: 398 - Forks: 32
tensorflow/probability
Probabilistic reasoning and statistical analysis in TensorFlow
Language: Jupyter Notebook - Size: 153 MB - Last synced at: 20 days ago - Pushed at: 26 days ago - Stars: 4,386 - Forks: 1,120
genjax-community/genjax
Probabilistic programming with programmable inference for parallel accelerators.
Language: Python - Size: 54 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 37 - Forks: 6
PGM-Lab/InferPy
InferPy: Deep Probabilistic Modeling with Tensorflow Made Easy
Language: Jupyter Notebook - Size: 31 MB - Last synced at: about 17 hours ago - Pushed at: over 1 year ago - Stars: 147 - Forks: 14
Mathepia/awesome-sciml
Awesome-spatial-temporal-scientific-machine-learning-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included.
Language: JavaScript - Size: 1.56 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 14 - Forks: 1
doofin/pre_expectation
monadic eDSL for paper "A Pre-Expectation Calculus for Probabilistic Sensitivity"
Language: Scala - Size: 11.8 MB - Last synced at: 5 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
mindsdb/lightwood
Lightwood is Legos for Machine Learning.
Language: Python - Size: 76 MB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 488 - Forks: 99
rhayes777/PyAutoFit
PyAutoFit: Classy Probabilistic Programming
Language: Python - Size: 26.6 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 63 - Forks: 12
genlm/genlm-backend
High-performance backend for language model probabilistic programs
Language: Python - Size: 2.94 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 14 - Forks: 4
usptact/LearningToRank
Learning to Rank (LtR) using Infer.NET
Language: C# - Size: 3.04 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0
usptact/BernoulliMixture
Bernoulli Mixture Model implementation in Infer.NET
Language: C# - Size: 2.09 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
usptact/Infer.NET-Counting
Machine Learning Summer School 2009 workshop example
Language: C# - Size: 20.5 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
hexops/fastfilter
fastfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)
Language: Zig - Size: 169 KB - Last synced at: 26 days ago - Pushed at: 9 months ago - Stars: 276 - Forks: 16
usptact/Infer.NET-BayesianRegression
Simple Bayesian Regression demo on Challenger disaster data.
Language: C# - Size: 21.5 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1
outbrain-inc/outrank
A Python library for efficient feature ranking and selection on sparse data sets.
Language: Python - Size: 3.43 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 22 - Forks: 7
affeldt-aist/monae
Monadic effects and equational reasoning in Rocq
Language: Rocq Prover - Size: 4.96 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 74 - Forks: 15
pinellolab/pyrovelocity
𝒫robabilistic modeling of RNA velocity ⬱
Language: Python - Size: 25.3 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 49 - Forks: 5
mohd-faizy/Probabilistic-Deep-Learning-with-TensorFlow
Probabilistic Deep Learning finds its application in autonomous vehicles and medical diagnoses. This is an increasingly important area of deep learning that aims to quantify the noise and uncertainty that is often present in real-world datasets.
Language: Jupyter Notebook - Size: 77.4 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 70 - Forks: 34
CosmicMind/Algorithm
Algorithm is a library of tools that is used to create intelligent applications.
Language: Swift - Size: 265 KB - Last synced at: 6 days ago - Pushed at: almost 6 years ago - Stars: 831 - Forks: 84
rant-lang/rant
Rant - The templating language for procedural generation.
Language: Rust - Size: 836 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 214 - Forks: 13
tylertreat/BoomFilters
Probabilistic data structures for processing continuous, unbounded streams.
Language: Go - Size: 151 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1,622 - Forks: 118
markus7800/UPIX
Universal Programmable Inference in JAX
Language: Python - Size: 12.6 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0
rstammer/cmd_stan_rb 📦
Ruby interface to Stan for Bayesian Inference from Ruby environments
Language: Jupyter Notebook - Size: 4.73 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 1
jax-ml/oryx
Oryx is a library for probabilistic programming and deep learning built on top of Jax.
Language: Python - Size: 508 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 277 - Forks: 10
probcomp/PClean
A domain-specific probabilistic programming language for scalable Bayesian data cleaning
Language: Julia - Size: 1.37 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 227 - Forks: 32
biaslab/ForneyLab.jl
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Language: Julia - Size: 33.3 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 151 - Forks: 34
probcomp/Genify.jl
Automatically convert Julia methods to Gen functions.
Language: Julia - Size: 1.25 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 48 - Forks: 1
liesel-devs/liesel
A probabilistic programming framework
Language: Python - Size: 30.3 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 44 - Forks: 3
ML-KULeuven/problog
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
Language: Python - Size: 18.4 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 372 - Forks: 44
probml/pyprobml
Python code for "Probabilistic Machine learning" book by Kevin Murphy
Language: Jupyter Notebook - Size: 4.88 GB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 6,897 - Forks: 1,577
probmods/webppl
Probabilistic programming for the web
Language: JavaScript - Size: 10.8 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 629 - Forks: 84
fullscreen-triangle/autobahn
A Biological Metabolism Computer for Probabilistic Information Processing
Language: Rust - Size: 8.36 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0
barrust/pyprobables
Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html
Language: Python - Size: 4.36 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 122 - Forks: 11
kesslerlib/kessler
A machine learning library for spacecraft collision avoidance
Language: Python - Size: 6.12 MB - Last synced at: 21 days ago - Pushed at: 6 months ago - Stars: 58 - Forks: 18
pyro-ppl/funsor
Functional tensors for probabilistic programming
Language: Python - Size: 2.6 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 243 - Forks: 21
storopoli/Bayesian-Statistics
Bayesian statistics graduate course
Language: Typst - Size: 49.4 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 361 - Forks: 60
isms/mcmc-rs
A Rust library implementing various MCMC diagnostics and utilities, such as Gelman Rubin potential scale reduction factor (R hat), effective sample size, chain splitting, and others.
Language: Rust - Size: 360 KB - Last synced at: 18 days ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 1
flyaflya/causact
causact: R package to accelerate computational Bayesian inference workflows in R through interactive visualization of models and their output.
Language: R - Size: 12.9 MB - Last synced at: 17 days ago - Pushed at: 2 months ago - Stars: 48 - Forks: 12
friguzzi/cplint
cplint is a suite of programs for reasoning with probabilistic logic programs
Language: Prolog - Size: 36.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 77 - Forks: 15
pymc-devs/symbolic-pymc
Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.
Language: Python - Size: 3.79 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 63 - Forks: 8
stan-dev/pystan2 📦
PyStan, the Python interface to Stan
Language: Python - Size: 53.4 MB - Last synced at: 27 days ago - Pushed at: over 4 years ago - Stars: 927 - Forks: 188
elizavetasemenova/prob-epi
Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"
Language: Jupyter Notebook - Size: 24.6 MB - Last synced at: 2 months ago - Pushed at: 9 months ago - Stars: 68 - Forks: 24
XiangyunHuang/masr
:book: 现代应用统计 Modern Applied Statistics with R, INLA and Stan
Language: TeX - Size: 2.59 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 17 - Forks: 0
mxgmn/MarkovJunior
Probabilistic language based on pattern matching and constraint propagation, 153 examples
Language: C# - Size: 14.2 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 7,854 - Forks: 333
christophmark/bayesloop
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
Language: Python - Size: 11.1 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 168 - Forks: 28
harshal306/PredictingSemanticOrientationOfCommunication
Sentiment Analysis of Communication over Social Network
Language: C - Size: 1.9 MB - Last synced at: about 2 months ago - Pushed at: almost 8 years ago - Stars: 8 - Forks: 4
leocfig/PE-23-24
Probability and Statistics course @ IST
Language: R - Size: 11.1 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
ctongfei/nexus
Experimental tensor-typed deep learning
Language: Scala - Size: 3.37 MB - Last synced at: 2 months ago - Pushed at: about 6 years ago - Stars: 258 - Forks: 16
UBC-Stat-ML/blangSDK
Blang's software development kit
Language: Xtend - Size: 3.09 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 25 - Forks: 6
quantopian/bayesalpha
Bayesian models to compute performance and uncertainty of returns and alpha.
Language: Python - Size: 1.91 MB - Last synced at: 20 days ago - Pushed at: over 2 years ago - Stars: 111 - Forks: 60
carpentries-incubator/statistical-probabilistic-programming-r
Introduction to Probabilistic Programming
Language: R - Size: 27.9 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 6 - Forks: 9
SciML/DiffEqBayes.jl
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning
Language: Julia - Size: 41.5 MB - Last synced at: 7 days ago - Pushed at: 3 months ago - Stars: 125 - Forks: 28
ant-le/causal_discovery
Master Thesis on LLM-enhanced Causal Discovery methods
Language: Svelte - Size: 142 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
Javihaus/Advanced-Time-series-analysis
Advance Time Series Analysis using Probabilistic Programming, Auto Regressive Neural Networks and XGBoost Regression.
Language: Jupyter Notebook - Size: 8.47 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 7 - Forks: 2
gmgeorg/torchlambertw
Lambert W function and Lambert W x F distributions in pytorch
Language: Jupyter Notebook - Size: 1.92 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 1
probsys/sppl
Probabilistic programming system for fast and exact symbolic inference
Language: Python - Size: 6.22 MB - Last synced at: 13 days ago - Pushed at: over 1 year ago - Stars: 82 - Forks: 9
trungnt13/odin-ai
Orgainzed Digital Intelligent Network (O.D.I.N)
Language: Python - Size: 7.02 MB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 23 - Forks: 11
suriyadeepan/pm-pyro
PyMC3-like Interface for Pyro
Language: Jupyter Notebook - Size: 1.34 MB - Last synced at: about 2 months ago - Pushed at: almost 6 years ago - Stars: 38 - Forks: 2
tallamjr/tubingen-probabilistic-ml
Material for Philipp Hennig's course: Probabilistic Machine Learning, at Tubingen
Language: Jupyter Notebook - Size: 200 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 1
kamel-usp/dpasp
Differentiable probabilistic answer set programming
Language: C - Size: 810 KB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 26 - Forks: 5
mschauer/ZigZagBoomerang.jl
Sleek implementations of the ZigZag, Boomerang and other assorted piecewise deterministic Markov processes for Markov Chain Monte Carlo including Sticky PDMPs for variable selection
Language: Julia - Size: 37.4 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 104 - Forks: 7
vbprojects/ukraine_war_sentiment
Measuring how events shape discourse on twitter surrounding the Ukraine War in 2022 using piecewise exponential decay models.
Language: Jupyter Notebook - Size: 563 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
tttc3/MCCube
Markov Chain Cubature via JAX. Efficient SDE solving and Bayesian inference.
Language: Python - Size: 232 KB - Last synced at: about 2 months ago - Pushed at: 9 months ago - Stars: 4 - Forks: 0
MokoSan/Bayesian-Inference-in-FSharp
My FSharp Advent 2020 submission related to conducting Bayesian Inference in F#
Language: Jupyter Notebook - Size: 9.33 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 1
petrpro666/Uncertain
Uncertain is a Swift library for handling uncertain data, enabling reliable decisions with noisy or incomplete information. 🌟🚀
Language: Swift - Size: 27.3 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
