GitHub topics: probabilistic-programming

Repositories

probcomp/Gen.clj

A general-purpose probabilistic programming system with programmable inference.

Language: Clojure - Size: 13.4 MB - Last synced at: 4 months ago - Pushed at: 9 months ago - Stars: 23 - Forks: 3

lasapp/lasapp

Replication package for paper submission with the same name.

Language: Python - Size: 358 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

hyosubkim/bayes-toolbox

bayes-toolbox

Language: Python - Size: 212 MB - Last synced at: 6 days ago - Pushed at: 5 months ago - Stars: 93 - Forks: 6

luiarthur/TuringBnpBenchmarks

Benchmarks of Bayesian Nonparametric models in Turing and other PPLs

Language: Jupyter Notebook - Size: 36.7 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 1

PvRao-29/Counting-Cards

no gamble no future

Language: Jupyter Notebook - Size: 271 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

oracle/sandwood

Sandwood - A JVM based Java like Probabilistic Programming Language

Language: Java - Size: 39.2 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 28 - Forks: 5

El objetivo de este repositorio es brindar un apoyo a la comunidad interesada en mejorar sus técnicas en el lenguaje de programación R o emprenderlo desde un punto de vista muy aplicado. Un repositorio con códigos de R para aplicaciones actuariales: probabilidad, estadística, riesgo y finanzas.

Language: R - Size: 1.24 GB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 88 - Forks: 12

blei-lab/edward

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Language: Jupyter Notebook - Size: 28.5 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 4,837 - Forks: 755

prismplp/prism

probabilistic logic programming language for statistical modeling

Language: C++ - Size: 28.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 31 - Forks: 2

bagnalla/zar

Formally Verified Samplers From Probabilistic Programs With Loops and Conditioning

Language: Coq - Size: 14.4 MB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 1

Tuebel/BayesianPoseEstimation.jl Fork of rwth-irt/BayesianPoseEstimation.jl

6D pose estimation using sampling-based Bayesian inference algorithms. Produced the results of Tim Redick's dissertation.

Language: Julia - Size: 5.91 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

sp-muramutsa/pagerank

This project simulates Google’s original web ranking algorithm by using a Markov chain-based model to assign importance scores to nodes in a network.

Language: Python - Size: 12.7 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

forestdb/forestdb.org

A repository for generative models

Language: JavaScript - Size: 6.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 115 - Forks: 25

Ahmed-Mohsen-2005/HR-Attrition-probability-project

HR Analytics Dashboard — A Tkinter-based desktop GUI for analyzing HR data with interactive charts, statistical insights (mean, covariance, correlation, skewness), and a built-in binomial probability calculator. Includes visualizations powered by matplotlib and supports CSV-based input.

Language: Python - Size: 2.61 MB - Last synced at: 5 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 2

agarret7/modppl

Experimental modular probabilistic programming language in Rust, with modeling and inference separated by a generative function trait interface.

Language: Rust - Size: 1.1 MB - Last synced at: 9 days ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 0

jmuchovej/ppl-and-bayesian-methods-gen-pyro Fork of CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

A rewrite of "Bayesian Methods for Hackers" in Pyro and Gen.jl. Still holding-fast to the "computation/understanding-first, mathematics-second" teaching paradigm - just using "more modern" libraries.

Language: Jupyter Notebook - Size: 159 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 1

ziatdinovmax/pyroVED

Invariant representation learning from imaging and spectral data

Language: Python - Size: 112 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 51 - Forks: 11

dirmeier/dmvi

Diffusion model variational inference

Language: Jupyter Notebook - Size: 1.13 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

uber/orbit

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Language: Python - Size: 160 MB - Last synced at: 6 months ago - Pushed at: 9 months ago - Stars: 1,971 - Forks: 136

braxten626/2d-pde-simulation-framework

Monte Carlo framework for 2D divergence-dependent PDEs with coordinate mapping and general polygonal domains

Language: Python - Size: 18.6 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

probcomp/GenParticleFilters.jl

Building blocks for simple and advanced particle filtering in Gen.

Language: Julia - Size: 434 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 2

chalk-lab/MCMCTempering.jl

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

Language: Julia - Size: 568 KB - Last synced at: 11 days ago - Pushed at: 6 months ago - Stars: 37 - Forks: 6

pingel-org/axle

Axle Domain Specific Language for Scientific Cloud Computing and Visualization

Language: Scala - Size: 118 MB - Last synced at: 5 months ago - Pushed at: 9 months ago - Stars: 68 - Forks: 8

thu-ml/zhusuan

A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

Language: Python - Size: 1.75 MB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 2,222 - Forks: 419

JWarmenhoven/DBDA-python

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

Language: Jupyter Notebook - Size: 73.9 MB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 682 - Forks: 262

bayinf/awesome-variational-inference

A curated list of awesome variational inference

Size: 8.79 KB - Last synced at: 5 months ago - Pushed at: over 5 years ago - Stars: 23 - Forks: 3

armanbilge/schrodinger

Give your cats a set of dice

Language: Scala - Size: 898 KB - Last synced at: 6 months ago - Pushed at: 7 months ago - Stars: 38 - Forks: 4

probcomp/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: Python - Size: 7.64 MB - Last synced at: 6 months ago - Pushed at: almost 2 years ago - Stars: 932 - Forks: 63

ngalioto/bside

Bayesian system identification toolbox

Language: Python - Size: 720 KB - Last synced at: about 2 months ago - Pushed at: 7 months ago - Stars: 4 - Forks: 0

maddiepr/2d-pde-simulation-framework

Monte Carlo framework for 2D divergence-dependent PDEs with coordinate mapping and general polygonal domains

Size: 11.7 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

dotnet/mbmlbook

Sample code for the Model-Based Machine Learning book.

Language: C# - Size: 6.02 MB - Last synced at: 6 months ago - Pushed at: over 4 years ago - Stars: 293 - Forks: 84

IBM/probzelus

ProbZelus is a library to extends the synchronous programming language Zelus with probabilistic programming.

Language: OCaml - Size: 9.81 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 47 - Forks: 12

rwth-irt/BayesianPoseEstimation.jl 📦

Moved to https://github.com/Tuebel/BayesianPoseEstimation.jl

Language: Julia - Size: 5.85 MB - Last synced at: 4 months ago - Pushed at: 8 months ago - Stars: 4 - Forks: 1

Tuebel/BayesNet.jl Fork of rwth-irt/BayesNet.jl

Type stable implementation of a Bayesian network.

Language: Julia - Size: 320 KB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

rwth-irt/BayesNet.jl 📦

Moved to https://github.com/Tuebel/BayesNet.jl

Language: Julia - Size: 312 KB - Last synced at: 23 days ago - Pushed at: 10 months ago - Stars: 0 - Forks: 1

BayesianRL/NonparametricVI.jl

Particle-based and nonparametric variational methods for approximate Bayesian inference and Probabilistic Programming

Language: Julia - Size: 13.1 MB - Last synced at: 13 days ago - Pushed at: 3 months ago - Stars: 14 - Forks: 0

anskarl/LoMRF

LoMRF is an open-source implementation of Markov Logic Networks

Language: Scala - Size: 17.5 MB - Last synced at: 6 months ago - Pushed at: about 1 year ago - Stars: 84 - Forks: 18

billyvinning/compound-poisson-gamma.numpyro

Parameter estimation for the Compound Poisson Gamma (Tweedie) distribution in NumPyro

Language: Python - Size: 13.7 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

ngalioto/mcmc-samplers

A Python package for MCMC sampling.

Language: Python - Size: 407 KB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

dkanungo/Probabilistic-ML-for-finance-and-investing

Probabilistic Machine Learning for Finance and Investing: A Primer to Generative AI with Python

Language: Jupyter Notebook - Size: 2.15 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 95 - Forks: 41

UBC-Stat-ML/nowellpack

Blang library for cancer genomics

Language: Xtend - Size: 2.49 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 7 - Forks: 3

JBris/stan-cmdstanr-docker

A Docker image to run Stan, cmdstanr, and brms for Bayesian statistical modelling

Language: Dockerfile - Size: 33.2 KB - Last synced at: 7 months ago - Pushed at: 12 months ago - Stars: 18 - Forks: 5

rlouf/mcx

Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

Language: Python - Size: 882 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 330 - Forks: 16

canbooo/experiment-design

Tools to create experiment designs

Language: Python - Size: 2.69 MB - Last synced at: about 10 hours ago - Pushed at: about 12 hours ago - Stars: 6 - Forks: 1

thiagopbueno/mdp-problog

MDP-ProbLog is a framework to represent and solve (infinite-horizon) MDPs specified by probabilistic logic programming.

Language: Python - Size: 634 KB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 9 - Forks: 4

mschauer/Mitosis.jl

Automatic probabilistic programming for scientific machine learning and dynamical models

Language: Julia - Size: 354 KB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 3

brylevkirill/notes

Learn about Machine Learning and Artificial Intelligence

Size: 9.48 MB - Last synced at: 8 months ago - Pushed at: almost 4 years ago - Stars: 916 - Forks: 237

kach/designing-perceptual-puzzles-by-differentiating-probabilistic-programs

Supplementary materials for our SIGGRAPH 2022 paper

Language: Jupyter Notebook - Size: 3.39 MB - Last synced at: 7 months ago - Pushed at: over 3 years ago - Stars: 28 - Forks: 3

alexhallam/tablespoon

🥄✨Time-series Benchmark methods that are Simple and Probabilistic

Language: Python - Size: 2.83 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 41 - Forks: 1

AlexIoannides/pymc-stochastic-process

Bayesian Inference and parameter estimation in quant finance.

Language: Jupyter Notebook - Size: 449 KB - Last synced at: 4 months ago - Pushed at: over 6 years ago - Stars: 42 - Forks: 12

AlexIoannides/pymc-example-project

Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

Language: Jupyter Notebook - Size: 77.3 MB - Last synced at: 4 months ago - Pushed at: over 6 years ago - Stars: 105 - Forks: 18

barrust/count-min-sketch

Count-Min Sketch Implementation in C

Language: C - Size: 63.5 KB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 47 - Forks: 16

JohnGoertz/Gumbi

Gaussian Process Model Building Interface

Language: Python - Size: 19 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 50 - Forks: 1

ShogunYash/My-Code-Space

This contains my course assignments of SEM 3

Language: Python - Size: 4.86 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 1

liesel-devs/liesel-jss

Installation instructions and supplementary material for the Liesel JSS manuscript

Size: 27.6 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

daeh/computed-appraisals

Computed Appraisals Model. Code and data for the 2023 paper, "Emotion prediction as computation over a generative theory of mind"

Language: Python - Size: 9.52 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 2

kumar-shridhar/ProbAct-Probabilistic-Activation-Function

Official PyTorch implementation of the paper : ProbAct: A Probabilistic Activation Function for Deep Neural Networks.

Language: Jupyter Notebook - Size: 1.09 MB - Last synced at: 4 months ago - Pushed at: over 6 years ago - Stars: 13 - Forks: 4

JuliaRobotics/KernelDensityEstimate.jl

Kernel Density Estimate with product approximation using multiscale Gibbs sampling

Language: Julia - Size: 640 KB - Last synced at: 8 days ago - Pushed at: almost 2 years ago - Stars: 24 - Forks: 7

JamesYang007/autoppl

C++ template library for probabilistic programming

Language: C++ - Size: 2.3 MB - Last synced at: 8 months ago - Pushed at: about 5 years ago - Stars: 47 - Forks: 5

lovasoa/bloomfilter

Simplistic (but fast) java implementation of a bloom filter.

Language: Java - Size: 65.4 KB - Last synced at: 8 months ago - Pushed at: almost 6 years ago - Stars: 40 - Forks: 21

davidar/stochaskell

Language: Haskell - Size: 4.88 MB - Last synced at: 7 months ago - Pushed at: almost 3 years ago - Stars: 13 - Forks: 3

jhrcook/pymc3-stan-comparison

Comparing the performance of the probabilistic programming languages PyMC3 and Stan.

Language: Python - Size: 15.6 MB - Last synced at: 21 days ago - Pushed at: almost 4 years ago - Stars: 6 - Forks: 1

dvrshil/pml-gp

Probabilistic ML

Language: Jupyter Notebook - Size: 566 KB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

zombie-einstein/probabilistic_ca

Probabilistic Cellular Automata Design and Analysis

Language: Python - Size: 7.05 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 2

pymc-devs/pymc-data-umbrella

Website: Data Umbrella & PyMC open source sessions

Language: Jupyter Notebook - Size: 45.5 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 38

JBris/stan-cmdstanr-gpu-docker

A Docker image to run Stan, cmdstanr, and brms for Bayesian statistical modelling. GPU support using OpenCL is available.

Language: Dockerfile - Size: 32.2 KB - Last synced at: 6 months ago - Pushed at: 10 months ago - Stars: 5 - Forks: 0

rajvi-patel-22/Thalassemia-Probability-Project

Thalessemia cannot be completely stopped or controlled, but we can predict at which generation the thalassemia genotype becomes minor and is not severe.

Language: Java - Size: 976 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 2

jpneto/topicsInPython

Jupyter notebooks about Programming, Statistics and Math

Language: Jupyter Notebook - Size: 3.39 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 3 - Forks: 1

dedztbh/KuantumCircuitSim

A Fast & Lightweight Quantum Circuit Simulator & Analyzer implemented in Kotlin.

Language: Kotlin - Size: 182 KB - Last synced at: 3 months ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 0

epiforecasts/stanedit

Edit stan models from R

Language: R - Size: 91.8 KB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

ax-va/Project-BayesianPy

This is a collection of algorithms and models written in Python for probabilistic programming. The main focus of the package is on Bayesian reasoning by using Bayesian networks, Markov networks, and their mixing.

Language: Python - Size: 1.54 MB - Last synced at: 8 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

statsim/app

StatSim. Bayesian inference and statistical simulations in the browser

Language: JavaScript - Size: 6.11 MB - Last synced at: 21 days ago - Pushed at: about 2 years ago - Stars: 22 - Forks: 2

crisprin17/SensibleSleep

SensibleSleep is an open-source Python package that implements a Hierarchical Bayesian model for learning sleep patterns from smartphone screen-on events.

Language: Python - Size: 443 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

tuchris/Bayesian-Modeling-of-LED-Thermal-Systems

Repository accompanying the Master's Thesis: Bayesian Modeling of LED Thermal Systems for Advancing Predictive Maintenance. It contains the source code and data for Bayesian thermal modeling and analysis.

Size: 1.95 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

NiemaAM/Ghost-Buster-Game

Online GhostBuster Game example for Probabilisitc Reasoning with JavaScript, HTML and CSS.

Language: JavaScript - Size: 23.1 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

baggepinnen/Turing2MonteCarloMeasurements.jl

Interface between Turing.jl and MonteCarloMeasurements.jl

Language: Julia - Size: 35.2 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

praise106-research/Plinko-KLEE-Clang

Examples and Programs for Probabilistic Symbolic Execution project. This has been built using KLEE, LLVM, Haskell & python3.

Language: C++ - Size: 76.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

jackyhuynh/ProbabilityInRobotic

Probability is fundamental to the Robotic movement. As humans, we solve these probabilities in a variety of ways.

Language: Jupyter Notebook - Size: 11 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

amzn/MXFusion 📦

Modular Probabilistic Programming on MXNet

Language: Python - Size: 6.98 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 104 - Forks: 31

Related Keywords

probabilistic-programming 483 bayesian-inference 115 machine-learning 93 python 73 statistics 51 probability 41 data-science 35 probabilistic-graphical-models 33 probabilistic-models 31 bayesian-statistics 28 artificial-intelligence 25 pymc3 25 variational-inference 24 mcmc 24 julia 24 deep-learning 24 pytorch 23 bayesian 22 pyro 21 bayesian-methods 20 jax 18 tensorflow 17 stan 17 gaussian-processes 14 python3 13 julia-language 12 webppl 12 probability-distribution 11 bloom-filter 11 markov-chain-monte-carlo 10 r 10 neural-networks 10 neural-network 10 data-structures 9 statistical-analysis 9 simulation 9 graphical-models 9 machine-learning-algorithms 8 logic-programming 8 nlp 8 gen 8 hierarchical-models 7 numpy 7 probabilistic 7 differentiable-programming 7 jupyter-notebook 7 inference 7 ai 7 probabilistic-inference 7 tutorial 7 haskell 7 reinforcement-learning 6 robotics 6 numpyro 6 data-analysis 6 scientific-computing 6 uncertainty-quantification 6 visualization 6 natural-language-processing 6 java 6 pymc 6 bayesian-data-analysis 6 docker 6 bayesian-networks 6 tutorials 5 turing 5 sampling 5 probability-theory 5 cognitive-science 5 mathematics 5 causal-inference 5 matplotlib 5 regression 5 markov-chain 5 scala 5 c-plus-plus 5 probabilistic-machine-learning 5 poisson-distribution 5 time-series 5 bayesian-network 4 probability-distributions 4 julialang 4 rstan 4 logic 4 data-visualization 4 algorithms 4 variational-autoencoder 4 probabilistic-data-structures 4 javascript 4 problog 4 go 4 count-min-sketch 4 decision-making 4 rust 4 bayesian-neural-networks 4 llm 4 hamiltonian-monte-carlo 4 hacktoberfest 4 binomial-distribution 3 probabilistic-modeling 3