The Top 50 Bayesian Open Source Projects

Awesome Open Source

Awesome Open Source

Combined Topics

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210

The Top 50 Bayesian Open Source Projects

Categories > Machine Learning > Bayesian

Deep universal probabilistic programming with Python and PyTorch

Deeplearning ⭐ 3,601

Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

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.

Gen.jl ⭐ 1,556

A general-purpose probabilistic programming system with programmable inference

Deepbayes 2018 ⭐ 1,035

Seminars DeepBayes Summer School 2018

Bda_py_demos ⭐ 817

Bayesian Data Analysis demos for Python

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

Bayesian Stats Modelling Tutorial ⭐ 542

How to do Bayesian statistical modelling using numpy and PyMC3

Bayesian Analysis Recipes ⭐ 495

A collection of Bayesian data analysis recipes using PyMC3

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to adress parameter and model uncertainties.

Bda_r_demos ⭐ 437

Bayesian Data Analysis demos for R

Sklearn Bayes ⭐ 436

Python package for Bayesian Machine Learning with scikit-learn API

📜 🎉 Automated reporting of objects in R

A python library for Bayesian time series modeling

Bayestestr ⭐ 385

👻 Utilities for analyzing Bayesian models and posterior distributions

Bayadera ⭐ 341

High-performance Bayesian Data Analysis on the GPU in Clojure

Bayesplot ⭐ 301

bayesplot R package for plotting Bayesian models

Rstanarm ⭐ 297

rstanarm R package for Bayesian applied regression modeling

Bayesiandeeplearning Survey ⭐ 272

Bayesian Deep Learning: A Survey

Correlation ⭐ 241

🔗 Methods for Correlation Analysis

Probabilistic Models ⭐ 221

Collection of probabilistic models and inference algorithms

ELFI - Engine for Likelihood-Free Inference

Cornell Moe ⭐ 202

A Python library for the state-of-the-art Bayesian optimization algorithms, with the core implemented in C++.

Bayesian optimization for Python

Shinystan ⭐ 175

shinystan R package and ShinyStan GUI

Dynamichmc.jl ⭐ 175

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

Naive Bayes Classifier ⭐ 160

yet another general purpose naive bayesian classifier.

Miscellaneous R Code ⭐ 156

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. Now almost entirely superseded by the models-by-example repo.

Modelselection ⭐ 146

Tutorial on model assessment, model selection and inference after model selection

The Predictive Ecosystem Analyzer (PEcAn) is an integrated ecological bioinformatics toolbox.

Dl Uncertainty ⭐ 141

"What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?", NIPS 2017 (unofficial code).

Bayesiantracker ⭐ 140

Bayesian multi-object tracking

Hbayesdm ⭐ 138

Hierarchical Bayesian modeling of RLDM tasks, using R & Python

Statistical Rethinking ⭐ 123

An interactive online reading of McElreath's Statistical Rethinking

Probai 2019 ⭐ 122

Materials of the Nordic Probabilistic AI School 2019.

Psycho.r ⭐ 117

An R package for experimental psychologists

Gpstuff ⭐ 115

GPstuff - Gaussian process models for Bayesian analysis

Probflow ⭐ 112

A Python package for building Bayesian models with TensorFlow or PyTorch

Lda Topic Modeling ⭐ 91

A PureScript, browser-based implementation of LDA topic modeling.

Posterior ⭐ 88

The posterior R package

A repository for recording the machine learning code

Projpred ⭐ 83

Projection predictive variable selection

Quicknat_pytorch ⭐ 76

PyTorch Implementation of QuickNAT and Bayesian QuickNAT, a fast brain MRI segmentation framework with segmentation Quality control using structure-wise uncertainty

Matlabstan ⭐ 63

Matlab interface to Stan, a package for Bayesian inference

Pymc3 Hmm ⭐ 62

Hidden Markov models in PyMC3

C++ template library for probabilistic programming

Gauss Naive Bayes ⭐ 26

Gauss Naive Bayes in Python From Scratch.

Scikit Stan ⭐ 24

A high-level Bayesian analysis API written in Python

Bayesian Changepoint Detection

Rhat_ess ⭐ 20

Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC

1-50 of 50 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210