TuringLang/Turing.jl

Bayesian inference with probabilistic programming.

Language: Julia - Size: 32.5 MB - Last synced: about 6 hours ago - Pushed: about 11 hours ago - Stars: 1,969 - Forks: 213

pyro-ppl/pyro

Deep universal probabilistic programming with Python and PyTorch

Language: Python - Size: 91.7 MB - Last synced: about 12 hours ago - Pushed: about 12 hours ago - Stars: 8,368 - Forks: 985

robrix/distribution

Probability distributions à la Deriving a Probability Density Calculator by Wazim Mohammed Ismail & Chung-chieh Shan http://homes.soic.indiana.edu/ccshan/rational/pearl.pdf

Language: Haskell - Size: 20.5 KB - Last synced: about 14 hours ago - Pushed: about 7 years ago - Stars: 2 - Forks: 0

pyro-ppl/numpyro

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

Language: Python - Size: 51.6 MB - Last synced: about 15 hours ago - Pushed: 1 day ago - Stars: 2,046 - Forks: 219

danialeresbar/specx_simulator

TV channels occupation simulator based on the generation of random variables with synchronous time. The information obtained from this simulator applies only to some frequencies of the television band in Colombia

Language: Python - Size: 2.38 MB - Last synced: about 9 hours ago - Pushed: 1 day ago - Stars: 2 - Forks: 0

brandonwillard/symbolic-pymc3 📦

Symbolic mathematics for Bayesian modeling in PyMC3 and Theano

Language: Python - Size: 203 KB - Last synced: 1 day ago - Pushed: about 5 years ago - Stars: 0 - Forks: 1

probcomp/Gen.clj

A general-purpose probabilistic programming system with programmable inference.

Language: Clojure - Size: 13.1 MB - Last synced: 1 day ago - Pushed: 13 days ago - Stars: 12 - Forks: 2

ocramz/ppl.old 📦

Language: Haskell - Size: 39.1 KB - Last synced: 1 day ago - Pushed: about 4 years ago - Stars: 1 - Forks: 0

ai-vidya/PP-Tutorial

Probabilistic Programming Tutorial Site for PLDI 2019

Size: 6.84 KB - Last synced: 1 day ago - Pushed: about 5 years ago - Stars: 0 - Forks: 0

probcomp/Gen.jl

A general-purpose probabilistic programming system with programmable inference

Language: Julia - Size: 23.8 MB - Last synced: 1 day ago - Pushed: 2 days ago - Stars: 1,770 - Forks: 159

tensorflow/probability

Probabilistic reasoning and statistical analysis in TensorFlow

Language: Jupyter Notebook - Size: 151 MB - Last synced: about 16 hours ago - Pushed: 2 days ago - Stars: 4,133 - Forks: 1,074

storopoli/Bayesian-Statistics

This repository holds slides and code for a full Bayesian statistics graduate course.

Language: Typst - Size: 49.4 MB - Last synced: about 24 hours ago - Pushed: 2 days ago - Stars: 326 - Forks: 52

mxgmn/MarkovJunior

Probabilistic language based on pattern matching and constraint propagation, 153 examples

Language: C# - Size: 14.3 MB - Last synced: 1 day ago - Pushed: 12 months ago - Stars: 6,792 - Forks: 305

jax-ml/oryx

Oryx is a library for probabilistic programming and deep learning built on top of Jax.

Language: Python - Size: 271 KB - Last synced: 2 days ago - Pushed: 3 days ago - Stars: 192 - Forks: 9

mindsdb/lightwood

Lightwood is Legos for Machine Learning.

Language: Python - Size: 139 MB - Last synced: 3 days ago - Pushed: 3 days ago - Stars: 421 - Forks: 91

google/edward2

A simple probabilistic programming language.

Language: Jupyter Notebook - Size: 20.7 MB - Last synced: about 15 hours ago - Pushed: 5 months ago - Stars: 665 - Forks: 73

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: 3 days ago - Pushed: 3 months ago - Stars: 14,957 - Forks: 2,807

affeldt-aist/monae

Monadic effects and equational reasonig in Coq

Language: Coq - Size: 2.57 MB - Last synced: 4 days ago - Pushed: 5 days ago - Stars: 67 - Forks: 10

Joshuaalbert/jaxns

Probabilistic Programming and Nested sampling in JAX

Language: Python - Size: 33 MB - Last synced: about 20 hours ago - Pushed: 1 day ago - Stars: 121 - Forks: 8

hexops/fastfilter

fastfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)

Language: Zig - Size: 138 KB - Last synced: 3 days ago - Pushed: about 2 months ago - Stars: 242 - Forks: 12

google-research/recsim_ng

RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems

Language: Jupyter Notebook - Size: 3.69 MB - Last synced: 5 days ago - Pushed: about 2 years ago - Stars: 115 - Forks: 16

cscherrer/Soss.jl

Probabilistic programming via source rewriting

Language: Julia - Size: 5.81 MB - Last synced: about 1 hour ago - Pushed: 2 months ago - Stars: 410 - Forks: 30

google/uncertainty-baselines

High-quality implementations of standard and SOTA methods on a variety of tasks.

Language: Python - Size: 7.69 MB - Last synced: about 15 hours ago - Pushed: 27 days ago - Stars: 1,365 - Forks: 196

pyro-ppl/funsor

Functional tensors for probabilistic programming

Language: Python - Size: 2.6 MB - Last synced: about 7 hours ago - Pushed: 8 months ago - Stars: 232 - Forks: 20

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: 5 days ago - Pushed: 6 days ago - Stars: 4 - Forks: 0

tylertreat/BoomFilters

Probabilistic data structures for processing continuous, unbounded streams.

Language: Go - Size: 130 KB - Last synced: 3 days ago - Pushed: about 3 years ago - Stars: 1,580 - Forks: 112

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: 1 day ago - Pushed: about 1 month ago - Stars: 1,804 - Forks: 135

sushmaakoju/research-experience

Research experience

Size: 32 MB - Last synced: 6 days ago - Pushed: 15 days ago - Stars: 0 - Forks: 0

carpentries-incubator/statistical-probabilistic-programming-r

Introduction to Probabilistic Programming

Language: R - Size: 19.7 MB - Last synced: 3 days ago - Pushed: 3 days ago - Stars: 5 - Forks: 3

christophmark/bayesloop

Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.

Language: Python - Size: 11.1 MB - Last synced: 4 days ago - Pushed: 13 days ago - Stars: 136 - Forks: 26

probmods/dippl

The Design and Implementation of Probabilistic Programming Languages

Language: JavaScript - Size: 13.6 MB - Last synced: 7 days ago - Pushed: 7 days ago - Stars: 172 - Forks: 32

imwrdo/Probabilistic-methods

PM course on Gdansk University of Technology

Language: Python - Size: 25.4 KB - Last synced: 7 days ago - Pushed: 8 days ago - Stars: 0 - Forks: 0

rlouf/mcx

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

Language: Python - Size: 882 KB - Last synced: about 6 hours ago - Pushed: about 1 month ago - Stars: 324 - Forks: 17

flyaflya/causact

causact: R package to accelerate computational Bayesian inference workflows in R through interactive visualization of models and their output.

Language: R - Size: 12.8 MB - Last synced: 5 days ago - Pushed: 8 days ago - Stars: 42 - Forks: 12

liesel-devs/liesel

A probabilistic programming framework

Language: Python - Size: 12.1 MB - Last synced: 7 days ago - Pushed: 8 days ago - Stars: 37 - Forks: 2

rwth-irt/BayesNet.jl

Type stable implementation of a Bayesian network.

Language: Julia - Size: 180 KB - Last synced: 8 days ago - Pushed: 9 days ago - Stars: 0 - Forks: 0

JeaustinSirias/Simulacion_de_aplicaciones_teoria_probabilidad_ing_electrica

Projecto eléctrico orientado a desarrollar soluciones a problemas puntuales de la ingeniería, a través de la teoría de la probabilidad.

Language: Jupyter Notebook - Size: 1.6 MB - Last synced: 9 days ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

JaxGaussianProcesses/GPJax

Gaussian processes in JAX.

Language: Python - Size: 237 MB - Last synced: 1 day ago - Pushed: 10 days ago - Stars: 387 - Forks: 47

GStechschulte/Bayesian_Returns

Using Bayesian inference to incorporate a forward looking prior to compute the uncertainty of equity returns and volatility.

Language: Jupyter Notebook - Size: 1.06 MB - Last synced: 10 days ago - Pushed: almost 3 years ago - Stars: 0 - Forks: 0

beekill95/numpyro-doing-bayesian

My implementation of John K. Kruschke's Doing Bayesian Data Analysis 2nd edition using Python and Numpyro.

Language: Python - Size: 190 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 6 - Forks: 1

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: 5 days ago - Pushed: almost 3 years ago - Stars: 1,701 - Forks: 397

TuringLang/TuringTutorials

Educational material and tutorials for the Turing language

Language: Jupyter Notebook - Size: 92.5 MB - Last synced: 6 days ago - Pushed: 6 days ago - Stars: 224 - Forks: 91

blackjax-devs/blackjax

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

Language: Python - Size: 333 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 722 - Forks: 90

barrust/pyprobables

Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html

Language: Python - Size: 4.25 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 109 - Forks: 9

tibernard/AI

Artificial Intelligence

Language: Jupyter Notebook - Size: 172 KB - Last synced: 11 days ago - Pushed: almost 4 years ago - Stars: 0 - Forks: 0

nimble-dev/nimble

The base NIMBLE package for R

Language: C++ - Size: 65 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 146 - Forks: 21

PrayagS/Seriation-in-Paleontological-Data-using-MCMC

Python implementation of the research paper with the same title published in the PLOS Computational Biology journal. Link to the paper: https://doi.org/10.1371/journal.pcbi.0020006

Language: C - Size: 5.05 MB - Last synced: 13 days ago - Pushed: almost 4 years ago - Stars: 2 - Forks: 2

mihaighidoveanu/ai-school

Various projects and examples for Artificial Intelligence. From Probabilistic Programming to Neural Networks.

Language: Jupyter Notebook - Size: 69.3 MB - Last synced: 13 days ago - Pushed: about 5 years ago - Stars: 0 - Forks: 1

probsys/sppl

Probabilistic programming system for fast and exact symbolic inference

Language: Python - Size: 6.21 MB - Last synced: 4 days ago - Pushed: about 2 months ago - Stars: 74 - Forks: 7

pymc-devs/pymc

Bayesian Modeling and Probabilistic Programming in Python

Language: Python - Size: 508 MB - Last synced: 17 days ago - Pushed: 17 days ago - Stars: 8,135 - Forks: 1,921

JuliaGaussianProcesses/AbstractGPs.jl

Abstract types and methods for Gaussian Processes.

Language: Julia - Size: 75.8 MB - Last synced: 9 days ago - Pushed: 9 days ago - Stars: 208 - Forks: 21

amzn/MXFusion

Modular Probabilistic Programming on MXNet

Language: Python - Size: 6.98 MB - Last synced: 5 days ago - Pushed: about 1 year ago - Stars: 102 - Forks: 31

NumericalMax/Randomized-Matrix-Product

Probabilistic method for the computation of the approximate product of two matrices

Language: C++ - Size: 6.57 MB - Last synced: 17 days ago - Pushed: over 5 years ago - Stars: 8 - Forks: 4

gmgeorg/pylambertw

pylambertw - sklearn interface to analyze and gaussianize heavy-tailed, skewed data

Language: Jupyter Notebook - Size: 1.17 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 6 - Forks: 1

TuringLang/DynamicPPL.jl

Implementation of domain-specific language (DSL) for dynamic probabilistic programming

Language: Julia - Size: 2.61 MB - Last synced: 20 days ago - Pushed: 20 days ago - Stars: 141 - Forks: 24

ReactiveBayes/ReactiveMP.jl

High-performance reactive message-passing based Bayesian inference engine

Language: Julia - Size: 105 MB - Last synced: 20 days ago - Pushed: 20 days ago - Stars: 89 - Forks: 12

mlcolab/Pathfinder.jl

Preheat your MCMC

Language: Julia - Size: 21.5 MB - Last synced: 19 days ago - Pushed: 19 days ago - Stars: 74 - Forks: 4

rhayes777/PyAutoFit

PyAutoFit: Classy Probabilistic Programming

Language: Python - Size: 25.5 MB - Last synced: 24 days ago - Pushed: 25 days ago - Stars: 56 - Forks: 12

quantopian/bayesalpha

Bayesian models to compute performance and uncertainty of returns and alpha.

Language: Python - Size: 1.91 MB - Last synced: 15 days ago - Pushed: about 1 year ago - Stars: 102 - Forks: 55

oughtinc/ergo

A Python library for integrating model-based and judgmental forecasting

Language: Jupyter Notebook - Size: 38.2 MB - Last synced: 5 days ago - Pushed: over 2 years ago - Stars: 104 - Forks: 23

IBM/probzelus

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

Language: OCaml - Size: 9.77 MB - Last synced: 22 days ago - Pushed: 22 days ago - Stars: 44 - Forks: 11

Iofting1023/2024-Spring--Introduction-to-stochastic-calculus

交大應數碩-隨機微積分，課本附的數值練習題之自我練習．

Language: Jupyter Notebook - Size: 145 KB - Last synced: 23 days ago - Pushed: 24 days ago - Stars: 0 - Forks: 0

rant-lang/rant

Rant - The templating language for procedural generation.

Language: Rust - Size: 836 KB - Last synced: 10 days ago - Pushed: almost 2 years ago - Stars: 187 - Forks: 15

stan-dev/pystan2 📦

PyStan, the Python interface to Stan

Language: Python - Size: 53.4 MB - Last synced: 19 days ago - Pushed: about 3 years ago - Stars: 918 - Forks: 191

iAmKankan/Data-Analytics-with-Python

NPTEL - By Prof. A Ramesh | IIT Roorkee

Language: Jupyter Notebook - Size: 508 KB - Last synced: 28 days ago - Pushed: 28 days ago - Stars: 0 - Forks: 0

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: 1 day ago - Pushed: 6 months ago - Stars: 914 - Forks: 64

eggplantbren/DNest4

Diffusive Nested Sampling

Language: C++ - Size: 7.04 MB - Last synced: 16 days ago - Pushed: about 1 year ago - Stars: 59 - Forks: 21

pinellolab/pyrovelocity

𝒫robabilistic modeling of RNA velocity ⬱

Language: Python - Size: 21.8 MB - Last synced: 3 days ago - Pushed: 3 days ago - Stars: 34 - Forks: 5

probcomp/PClean

A domain-specific probabilistic programming language for scalable Bayesian data cleaning

Language: Julia - Size: 1.34 MB - Last synced: 20 days ago - Pushed: almost 2 years ago - Stars: 214 - Forks: 31

quickheaven/WumpusWorld

Language: Python - Size: 98.6 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 0 - Forks: 0

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: 15 days ago - Pushed: almost 1 year ago - Stars: 146 - Forks: 35

UBC-Stat-ML/nowellpack

Blang library for cancer genomics

Language: Xtend - Size: 2.48 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 6 - Forks: 3

JuliaMath/MeasureTheory.jl

"Distributions" that might not add to one.

Language: Julia - Size: 4.51 MB - Last synced: about 16 hours ago - Pushed: 17 days ago - Stars: 382 - Forks: 31

dariusz-piekarz/C-API-percentile

Python module written in C API.

Language: C - Size: 30.3 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 0 - Forks: 0

cbg-ethz/shm

Deep hierarchical models combined with Markov random fields.

Language: Python - Size: 277 MB - Last synced: about 1 month ago - Pushed: over 4 years ago - Stars: 2 - Forks: 2

daison12006013/veritasium-prisoner-logic

The Riddle That Seems Impossible Even If You Know The Answer

Language: Go - Size: 14.6 KB - Last synced: about 1 month ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

outbrain/outrank

A Python library for efficient feature ranking and selection on sparse data sets.

Language: Python - Size: 2.55 MB - Last synced: 20 days ago - Pushed: 30 days ago - Stars: 9 - Forks: 0

CosmicMind/Algorithm

Algorithm is a library of tools that is used to create intelligent applications.

Language: Swift - Size: 265 KB - Last synced: about 11 hours ago - Pushed: over 4 years ago - Stars: 829 - Forks: 84

probcomp/GenParticleFilters.jl

Building blocks for simple and advanced particle filtering in Gen.

Language: Julia - Size: 434 KB - Last synced: 13 days ago - Pushed: about 2 months ago - Stars: 17 - Forks: 2

prismplp/prism

probabilistic logic programming language for statistical modeling

Language: C++ - Size: 28 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 17 - Forks: 2

geekysuavo/vfl

Variational Feature Learning

Language: C - Size: 720 KB - Last synced: about 1 month ago - Pushed: almost 3 years ago - Stars: 0 - Forks: 0

mschauer/Mitosis.jl

Automatic probabilistic programming for scientific machine learning and dynamical models

Language: Julia - Size: 353 KB - Last synced: about 1 hour ago - Pushed: 4 days ago - Stars: 35 - Forks: 3

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: 230 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 0 - Forks: 0

pradeepsinngh/Notes-on-Bayesian-Inference

My notes on Bayesian Inference and Probabilistic Programming.

Language: Jupyter Notebook - Size: 82 KB - Last synced: about 2 months ago - Pushed: over 5 years ago - Stars: 0 - Forks: 1

AbhinandanVellanki/Probabilistic-Planning

Probabilistic planning and perception using sensor data as inputs for Particle Filter and Extended Kalman Filter for precise robot localisation

Language: Python - Size: 56.6 KB - Last synced: about 2 months ago - Pushed: over 3 years ago - Stars: 2 - Forks: 0

agarret7/gen-rs

Probabilistic programming in Rust, with modeling and inference separated by a Generative Function Interface (GFI).

Language: Rust - Size: 1.02 MB - Last synced: 27 days ago - Pushed: about 2 months ago - Stars: 8 - Forks: 0

blei-lab/edward

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

Language: Jupyter Notebook - Size: 28.5 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 4,811 - Forks: 766

UBOdin/mimir

Data-ish exploration through SQL+Uncertainty

Language: Scala - Size: 126 MB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 26 - Forks: 13

AlexIoannides/pymc-stochastic-process

Bayesian Inference and parameter estimation in quant finance.

Language: Jupyter Notebook - Size: 449 KB - Last synced: about 1 month ago - Pushed: about 5 years ago - Stars: 41 - Forks: 11

ML-KULeuven/problog

ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.

Language: Python - Size: 18.4 MB - Last synced: about 2 months ago - Pushed: 11 months ago - Stars: 290 - Forks: 31

andremcorreia/Project-PE 📦

Language: R - Size: 1.04 MB - Last synced: 12 days ago - Pushed: 10 months ago - Stars: 1 - Forks: 0

probmods/webppl

Probabilistic programming for the web

Language: JavaScript - Size: 10.8 MB - Last synced: 18 days ago - Pushed: over 3 years ago - Stars: 606 - Forks: 89

ponkin/bloom

Probabilistic data structures java implementation.

Language: Java - Size: 77.1 KB - Last synced: 9 days ago - Pushed: almost 7 years ago - Stars: 9 - Forks: 4

probmods/probmods2

probmods 2: electric boogaloo

Language: JavaScript - Size: 9.96 MB - Last synced: 19 days ago - Pushed: 6 months ago - Stars: 290 - Forks: 79

forestdb/forestdb.org

A repository for generative models

Language: JavaScript - Size: 6.18 MB - Last synced: 18 days ago - Pushed: 11 months ago - Stars: 110 - Forks: 23

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: 38.7 MB - Last synced: 19 days ago - Pushed: about 2 months ago - Stars: 119 - Forks: 29

JuliaGaussianProcesses/Stheno.jl

Probabilistic Programming with Gaussian processes in Julia

Language: Julia - Size: 294 MB - Last synced: 3 days ago - Pushed: 6 months ago - Stars: 332 - Forks: 27

pymc-devs/pymc-data-umbrella

Website: Data Umbrella & PyMC open source sessions

Language: Jupyter Notebook - Size: 45.4 MB - Last synced: 17 days ago - Pushed: 3 months ago - Stars: 24 - Forks: 37

JohnGoertz/Gumbi

Gaussian Process Model Building Interface

Language: Python - Size: 15.6 MB - Last synced: 2 months ago - Pushed: 6 months ago - Stars: 47 - Forks: 1

mauricelanghinrichs/StatsInferenceTutorial

Tutorial for Statistical Inference with Julia.

Language: HTML - Size: 5.87 MB - Last synced: 2 months ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0