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The Top 48 Bayesian Open Source Projects

Categories > Machine Learning > Bayesian
Pyro ⭐ 6,870
Deep universal probabilistic programming with Python and PyTorch
Deeplearning ⭐ 3,331
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 ⭐ 2,043
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 ⭐ 1,533
A general-purpose probabilistic programming system with programmable inference
Deepbayes 2018 ⭐ 1,023
Seminars DeepBayes Summer School 2018
Bda_py_demos ⭐ 791
Bayesian Data Analysis demos for Python
Bayesian Stats Modelling Tutorial ⭐ 489
How to do Bayesian statistical modelling using numpy and PyMC3
Bayesian Analysis Recipes ⭐ 482
A collection of Bayesian data analysis recipes using PyMC3
Sklearn Bayes ⭐ 430
Python package for Bayesian Machine Learning with scikit-learn API
Bda_r_demos ⭐ 412
Bayesian Data Analysis demos for R
Gempy ⭐ 411
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.
Orbit ⭐ 391
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
Pydlm ⭐ 380
A python library for Bayesian time series modeling
Report ⭐ 366
📜 🎉 Automated reporting of objects in R
Bayestestr ⭐ 358
👻 Utilities for analyzing Bayesian models and posterior distributions
Bayadera ⭐ 343
High-performance Bayesian Data Analysis on the GPU in Clojure
Rstanarm ⭐ 289
rstanarm R package for Bayesian applied regression modeling
Bayesplot ⭐ 279
bayesplot R package for plotting Bayesian models
Bayesiandeeplearning Survey ⭐ 222
Bayesian Deep Learning: A Survey
Probabilistic Models ⭐ 218
Collection of probabilistic models and inference algorithms
Correlation ⭐ 214
🔗 Methods for Correlation Analysis
Elfi ⭐ 209
ELFI - Engine for Likelihood-Free Inference
Cornell Moe ⭐ 198
A Python library for the state-of-the-art Bayesian optimization algorithms, with the core implemented in C++.
Pygpgo ⭐ 197
Bayesian optimization for Python
Dynamichmc.jl ⭐ 173
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
Shinystan ⭐ 172
shinystan R package and ShinyStan GUI
Naive Bayes Classifier ⭐ 162
yet another general purpose naive bayesian classifier.
Miscellaneous R Code ⭐ 153
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 ⭐ 140
Tutorial on model assessment, model selection and inference after model selection
Pecan ⭐ 134
The Predictive Ecosystem Analyzer (PEcAn) is an integrated ecological bioinformatics toolbox.
Dl Uncertainty ⭐ 134
"What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?", NIPS 2017 (unofficial code).
Hbayesdm ⭐ 129
Hierarchical Bayesian modeling of RLDM tasks, using R & Python
Bayesiantracker ⭐ 127
Bayesian multi-object tracking
Statistical Rethinking ⭐ 123
An interactive online reading of McElreath's Statistical Rethinking
Psycho.r ⭐ 114
An R package for experimental psychologists
Gpstuff ⭐ 107
GPstuff - Gaussian process models for Bayesian analysis
Probflow ⭐ 98
A Python package for building Bayesian models with TensorFlow or PyTorch
Lda Topic Modeling ⭐ 91
A PureScript, browser-based implementation of LDA topic modeling.
Projpred ⭐ 80
Projection predictive variable selection
Ml_code ⭐ 79
A repository for recording the machine learning code
Posterior ⭐ 76
The posterior R package
Quicknat_pytorch ⭐ 74
PyTorch Implementation of QuickNAT and Bayesian QuickNAT, a fast brain MRI segmentation framework with segmentation Quality control using structure-wise uncertainty
Matlabstan ⭐ 61
Matlab interface to Stan, a package for Bayesian inference
Autoppl ⭐ 34
C++ template library for probabilistic programming
Gauss Naive Bayes ⭐ 23
Gauss Naive Bayes in Python From Scratch.
Scikit Stan ⭐ 22
A high-level Bayesian analysis API written in Python
Rhat_ess ⭐ 19
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Bocd ⭐ 17
Bayesian Changepoint Detection
1-48 of 48 projects
Advertising 📦 10
All Projects
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
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
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