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GitHub topics: probabilistic-programming

tensorflow/probability

Probabilistic reasoning and statistical analysis in TensorFlow

Language: Jupyter Notebook - Size: 153 MB - Last synced at: 1 day ago - Pushed at: 16 days ago - Stars: 4,337 - Forks: 1,118

ropeless/compiled_knowledge

CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.

Language: Python - Size: 790 KB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

nimble-dev/nimble

The base NIMBLE package for R

Language: C++ - Size: 70.6 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 177 - Forks: 22

pymc-devs/pymc

Bayesian Modeling and Probabilistic Programming in Python

Language: Python - Size: 516 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 9,051 - Forks: 2,096

JuliaGaussianProcesses/AbstractGPs.jl

Abstract types and methods for Gaussian Processes.

Language: Julia - Size: 101 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 264 - Forks: 24

TuringLang/Turing.jl

Bayesian inference with probabilistic programming.

Language: Julia - Size: 36.8 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 2,133 - Forks: 226

genlm/genlm-control

Controlled text generation with programmable constraints

Language: Python - Size: 8.19 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 102 - Forks: 10

forestdb/forestdb.org

A repository for generative models

Language: JavaScript - Size: 6.2 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 115 - Forks: 25

TuringLang/DynamicPPL.jl

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

Language: Julia - Size: 4.6 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 229 - Forks: 35

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 days ago - Pushed at: 6 days 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: 6 days ago - Pushed at: about 1 month ago - Stars: 8,778 - Forks: 988

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: 6 days ago - Pushed at: 10 months ago - Stars: 12 - Forks: 0

hyosubkim/bayes-toolbox

bayes-toolbox

Language: Python - Size: 212 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 92 - Forks: 6

jax-ml/oryx

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

Language: Python - Size: 308 KB - Last synced at: 7 days ago - Pushed at: 8 days ago - Stars: 261 - Forks: 10

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: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 1

rhayes777/PyAutoFit

PyAutoFit: Classy Probabilistic Programming

Language: Python - Size: 26 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 64 - Forks: 12

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: over 5 years ago - Stars: 830 - Forks: 84

kach/memo

A domain-specific probabilistic programming language for reasoning about reasoning

Language: Python - Size: 42.3 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 76 - Forks: 5

JaxGaussianProcesses/GPJax

Gaussian processes in JAX and Flax.

Language: Python - Size: 280 MB - Last synced at: 6 days ago - Pushed at: 18 days ago - Stars: 515 - Forks: 63

pyro-ppl/numpyro

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

Language: Python - Size: 95.3 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 2,456 - Forks: 259

genjax-community/genjax

Probabilistic programming with programmable inference for parallel accelerators.

Language: Python - Size: 53.9 MB - Last synced at: 1 day ago - Pushed at: 7 days ago - Stars: 22 - Forks: 5

JuliaMath/MeasureTheory.jl

"Distributions" that might not add to one.

Language: Julia - Size: 4.62 MB - Last synced at: 3 days ago - Pushed at: about 2 months ago - Stars: 396 - Forks: 32

blackjax-devs/blackjax

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

Language: Python - Size: 418 MB - Last synced at: 9 days ago - Pushed at: about 1 month ago - Stars: 918 - Forks: 118

affeldt-aist/monae

Monadic effects and equational reasoning in Rocq

Language: Coq - Size: 4.85 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 71 - Forks: 14

liesel-devs/liesel

A probabilistic programming framework

Language: Python - Size: 18.5 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 43 - Forks: 3

TuringLang/docs

Documentation and tutorials for the Turing language

Language: Markdown - Size: 1.36 GB - Last synced at: 6 days ago - Pushed at: 9 days ago - Stars: 235 - Forks: 103

ReactiveBayes/RxInfer.jl

Julia package for automated Bayesian inference on a factor graph with reactive message passing

Language: Jupyter Notebook - Size: 437 MB - Last synced at: 3 days ago - Pushed at: 5 days ago - Stars: 338 - Forks: 29

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: 10 days ago - Pushed at: 3 months ago - Stars: 1,971 - Forks: 136

outbrain-inc/outrank

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

Language: Python - Size: 2.68 MB - Last synced at: 5 days ago - Pushed at: 11 days ago - Stars: 21 - Forks: 5

tylertreat/BoomFilters

Probabilistic data structures for processing continuous, unbounded streams.

Language: Go - Size: 141 KB - Last synced at: 10 days ago - Pushed at: 16 days ago - Stars: 1,614 - Forks: 117

mindsdb/lightwood

Lightwood is Legos for Machine Learning.

Language: Python - Size: 75.7 MB - Last synced at: 10 days ago - Pushed at: 23 days ago - Stars: 471 - Forks: 94

blei-lab/edward

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

Language: Jupyter Notebook - Size: 28.5 MB - Last synced at: 10 days ago - Pushed at: about 1 year ago - Stars: 4,836 - Forks: 757

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: 15 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 0

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 at: 3 days ago - Pushed at: 5 months ago - Stars: 47 - Forks: 12

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: 17 days ago - Pushed at: 17 days ago - Stars: 15 - Forks: 0

GabrielOduori/lur_space_state_model

Embedding LUR in Space State models

Language: Python - Size: 27.3 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 0 - Forks: 0

kamel-usp/dpasp

Differentiable probabilistic answer set programming

Language: C - Size: 758 KB - Last synced at: 16 days ago - Pushed at: 7 months ago - Stars: 21 - Forks: 4

pingel-org/axle

Axle Domain Specific Language for Scientific Cloud Computing and Visualization

Language: Scala - Size: 118 MB - Last synced at: about 20 hours ago - Pushed at: 4 months ago - Stars: 68 - Forks: 8

kesslerlib/kessler

A machine learning library for spacecraft collision avoidance

Language: Python - Size: 6.12 MB - Last synced at: 8 days ago - Pushed at: 11 days ago - Stars: 58 - Forks: 18

google/uncertainty-baselines

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

Language: Python - Size: 8.39 MB - Last synced at: 18 days ago - Pushed at: about 1 month ago - Stars: 1,506 - Forks: 211

ReactiveBayes/ReactiveMP.jl

High-performance reactive message-passing based Bayesian inference engine

Language: Julia - Size: 107 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 112 - Forks: 14

mxgmn/MarkovJunior

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

Language: C# - Size: 14.2 MB - Last synced at: 18 days ago - Pushed at: 7 months ago - Stars: 7,771 - Forks: 331

probml/pyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Language: Jupyter Notebook - Size: 4.88 GB - Last synced at: 19 days ago - Pushed at: 6 months ago - Stars: 6,767 - Forks: 1,561

probcomp/Gen.jl

A general-purpose probabilistic programming system with programmable inference

Language: Julia - Size: 28.1 MB - Last synced at: 13 days ago - Pushed at: 2 months ago - Stars: 1,814 - Forks: 162

hexops/fastfilter

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

Language: Zig - Size: 169 KB - Last synced at: 1 day ago - Pushed at: 3 months ago - Stars: 271 - Forks: 15

probcomp/PClean

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

Language: Julia - Size: 1.36 MB - Last synced at: 18 days ago - Pushed at: 10 months ago - Stars: 223 - Forks: 33

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: 16 days ago - Pushed at: almost 4 years ago - Stars: 1,770 - Forks: 402

mlcolab/Pathfinder.jl

Preheat your MCMC

Language: Julia - Size: 23.1 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 79 - Forks: 9

probmods/webppl

Probabilistic programming for the web

Language: JavaScript - Size: 10.8 MB - Last synced at: 18 days ago - Pushed at: about 1 year ago - Stars: 623 - Forks: 84

Joshuaalbert/jaxns

Probabilistic Programming and Nested sampling in JAX

Language: Python - Size: 51.5 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 181 - Forks: 14

storopoli/Bayesian-Statistics 📦

Bayesian statistics graduate course

Language: Typst - Size: 49.5 MB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 354 - Forks: 59

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: 9 days ago - Pushed at: over 2 years ago - Stars: 2,222 - Forks: 419

rant-lang/rant

Rant - The templating language for procedural generation.

Language: Rust - Size: 836 KB - Last synced at: 6 days ago - Pushed at: about 3 years ago - Stars: 211 - Forks: 14

friguzzi/cplint

cplint is a suite of programs for reasoning with probabilistic logic programs

Language: Prolog - Size: 36.4 MB - Last synced at: 16 days ago - Pushed at: 26 days ago - Stars: 74 - Forks: 13

JWarmenhoven/DBDA-python

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

Language: Jupyter Notebook - Size: 73.9 MB - Last synced at: 14 days ago - Pushed at: almost 4 years ago - Stars: 682 - Forks: 262

barrust/pyprobables

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

Language: Python - Size: 4.34 MB - Last synced at: 16 days ago - Pushed at: 29 days ago - Stars: 117 - Forks: 11

oracle/sandwood

Sandwood - A JVM based Java like Probabilistic Programming Language

Language: Java - Size: 39.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 27 - Forks: 5

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: about 1 month ago - Pushed at: over 1 year ago - Stars: 15,824 - Forks: 2,822

genlm/genlm-backend

High-performance backend for language model probabilistic programs

Language: Python - Size: 2.82 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 0

armanbilge/schrodinger

Give your cats a set of dice

Language: Scala - Size: 898 KB - Last synced at: about 1 month ago - Pushed at: about 2 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: 22 days ago - Pushed at: over 1 year ago - Stars: 932 - Forks: 63

genlm/llamppl

Probabilistic programming with large language models

Language: Python - Size: 904 KB - Last synced at: 28 days ago - Pushed at: about 2 months ago - Stars: 116 - Forks: 18

pyro-ppl/funsor

Functional tensors for probabilistic programming

Language: Python - Size: 2.6 MB - Last synced at: 14 days ago - Pushed at: almost 2 years ago - Stars: 240 - Forks: 21

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: 27 days ago - Pushed at: almost 3 years ago - Stars: 103 - Forks: 7

ngalioto/bside

Bayesian system identification toolbox

Language: Python - Size: 720 KB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0

christophmark/bayesloop

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

Language: Python - Size: 11.1 MB - Last synced at: 12 days ago - Pushed at: about 1 year ago - Stars: 163 - Forks: 28

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: about 1 month ago - Pushed at: about 1 month 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: 19 days ago - Pushed at: about 4 years ago - Stars: 293 - Forks: 84

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: 3 days ago - Pushed at: 7 days ago - Stars: 124 - Forks: 29

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: 5.9 MB - Last synced at: about 5 hours ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

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: 12 days ago - Pushed at: 3 months ago - Stars: 64 - Forks: 24

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: about 1 month ago - Pushed at: about 1 year ago - Stars: 47 - Forks: 12

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

Type stable implementation of a Bayesian network.

Language: Julia - Size: 320 KB - Last synced at: about 5 hours ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

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: 19 days ago - Pushed at: about 2 months ago - Stars: 14 - Forks: 0

stan-dev/pystan2 📦

PyStan, the Python interface to Stan

Language: Python - Size: 53.4 MB - Last synced at: 3 days ago - Pushed at: over 4 years ago - Stars: 926 - Forks: 189

chalk-lab/MCMCTempering.jl

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

Language: Julia - Size: 565 KB - Last synced at: 21 days ago - Pushed at: 3 months ago - Stars: 37 - Forks: 5

anskarl/LoMRF

LoMRF is an open-source implementation of Markov Logic Networks

Language: Scala - Size: 17.5 MB - Last synced at: 30 days ago - Pushed at: 9 months 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: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

ngalioto/mcmc-samplers

A Python package for MCMC sampling.

Language: Python - Size: 407 KB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

probsys/sppl

Probabilistic programming system for fast and exact symbolic inference

Language: Python - Size: 6.22 MB - Last synced at: 25 days ago - Pushed at: 11 months ago - Stars: 79 - Forks: 9

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: about 2 months ago - Pushed at: about 2 months ago - Stars: 95 - Forks: 41

JuliaGaussianProcesses/Stheno.jl

Probabilistic Programming with Gaussian processes in Julia

Language: Julia - Size: 294 MB - Last synced at: 4 days ago - Pushed at: 2 months ago - Stars: 345 - Forks: 26

google/edward2

A simple probabilistic programming language.

Language: Jupyter Notebook - Size: 21 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 692 - Forks: 76

UBC-Stat-ML/nowellpack

Blang library for cancer genomics

Language: Xtend - Size: 2.49 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 3

ctongfei/nexus

Experimental tensor-typed deep learning

Language: Scala - Size: 3.37 MB - Last synced at: 30 days ago - Pushed at: over 5 years ago - Stars: 257 - Forks: 16

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: 25 days ago - Pushed at: over 2 years ago - Stars: 13 - Forks: 1

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: about 1 month ago - Pushed at: 7 months ago - Stars: 18 - Forks: 5

pinellolab/pyrovelocity

𝒫robabilistic modeling of RNA velocity ⬱

Language: Python - Size: 24.5 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 47 - 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: 14 days ago - Pushed at: about 1 year ago - Stars: 330 - Forks: 16

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: 3 days ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 1

TuringLang/AbstractPPL.jl

Common types and interfaces for probabilistic programming

Language: Julia - Size: 572 KB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 29 - Forks: 8

canbooo/experiment-design

Tools to create experiment designs

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

cscherrer/Soss.jl

Probabilistic programming via source rewriting

Language: Julia - Size: 5.81 MB - Last synced at: 14 days ago - Pushed at: 10 months ago - Stars: 415 - Forks: 30

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 days ago - Pushed at: over 2 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: 3 days ago - Pushed at: 12 months ago - Stars: 35 - 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: 2 months ago - Pushed at: 3 months ago - Stars: 334 - Forks: 39

quantopian/bayesalpha

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

Language: Python - Size: 1.91 MB - Last synced at: about 13 hours ago - Pushed at: about 2 years ago - Stars: 110 - Forks: 59

brylevkirill/notes

Learn about Machine Learning and Artificial Intelligence

Size: 9.48 MB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 916 - Forks: 237

rwth-irt/BayesianPoseEstimation.jl

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

Language: Julia - Size: 5.85 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0

carpentries-incubator/statistical-probabilistic-programming-r

Introduction to Probabilistic Programming

Language: R - Size: 29.2 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 5 - Forks: 6

Related Keywords
probabilistic-programming 465 bayesian-inference 112 machine-learning 91 python 74 statistics 49 probability 39 data-science 34 probabilistic-graphical-models 32 bayesian-statistics 28 probabilistic-models 28 pymc3 25 mcmc 24 julia 24 deep-learning 23 bayesian 22 artificial-intelligence 22 variational-inference 21 pytorch 21 pyro 21 bayesian-methods 19 stan 17 jax 17 tensorflow 17 gaussian-processes 14 python3 13 webppl 12 julia-language 12 probability-distribution 11 bloom-filter 10 neural-network 10 r 10 statistical-analysis 9 data-structures 8 nlp 8 neural-networks 8 jupyter-notebook 8 machine-learning-algorithms 8 markov-chain-monte-carlo 8 graphical-models 8 gen 8 logic-programming 8 simulation 7 haskell 7 differentiable-programming 7 numpy 7 probabilistic 7 tutorial 7 probabilistic-inference 7 hierarchical-models 7 regression 6 docker 6 pymc 6 scientific-computing 6 reinforcement-learning 6 inference 6 natural-language-processing 6 java 6 data-analysis 6 bayesian-data-analysis 6 numpyro 6 robotics 6 bayesian-networks 6 c-plus-plus 5 probability-theory 5 mathematics 5 ai 5 scala 5 visualization 5 sampling 5 time-series 5 poisson-distribution 5 turing 5 tutorials 5 cognitive-science 5 probabilistic-machine-learning 5 javascript 4 problog 4 hamiltonian-monte-carlo 4 rstan 4 rust 4 logic 4 uncertainty-quantification 4 matplotlib 4 data-visualization 4 causal-inference 4 hacktoberfest 4 julialang 4 go 4 markov-chain 4 variational-autoencoder 4 algorithms 4 prediction 3 answer-set-programming 3 linear-algebra 3 compiler 3 probabilistic-logic-programming 3 colab 3 datastructures 3 examples 3 cpp 3