All Categories → Mathematics → bayesian-statistics

Top 48 bayesian-statistics open source projects

Soss.jl

Probabilistic programming via source rewriting

✭ 246

julia metaprogramming bayesian-inference bayesian-statistics

Rethinking Numpyro

Statistical Rethinking (2nd ed.) with NumPyro

✭ 225

python jupyter-notebook numpy bayesian-statistics variational-inference

Bayesian Modelling In Python

A python tutorial on bayesian modeling techniques (PyMC3)

✭ 2,332

Jupyter Notebook CSS tutorial bayesian-statistics pymc

Ebisu

Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)

✭ 176

python python3 review bayesian-statistics quiz

Stan

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.

✭ 2,177

C++r bayesian-inference bayesian bayesian-statistics stan bayesian-methods bayesian-data-analysis

Dynamichmc.jl

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

✭ 172

julia bayesian-inference bayesian bayesian-statistics bayesian-methods

Shinystan

shinystan R package and ShinyStan GUI

✭ 172

r r-package bayesian-inference bayesian mcmc bayesian-statistics stan bayesian-methods bayesian-data-analysis

Rethinking Tensorflow Probability

Statistical Rethinking (2nd Ed) with Tensorflow Probability

✭ 152

jupyter-notebook tensorflow tutorials bayesian-inference bayesian-statistics variational-inference

Statsexpressions

Expressions and dataframes with statistical details 📉 📜🔣✅

✭ 144

r bayesian-inference bayesian-statistics robust

Rethinking Pyro

Statistical Rethinking with PyTorch and Pyro

✭ 116

jupyter-notebook bayesian-inference bayesian-statistics bayesian-methods bayesian-data-analysis

Bcpd

Bayesian Coherent Point Drift (BCPD/BCPD++); Source Code Available

✭ 116

c unsupervised-learning point-cloud bayesian-inference gaussian-processes bayesian-statistics variational-inference matching

Gpflow

Gaussian processes in TensorFlow

✭ 1,547

python Makefile deep-learning machine-learning tensorflow ml gaussian-processes bayesian-statistics variational-inference markov-chain-monte-carlo stochastic-processes gp gpflow

Probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

✭ 95

python machine-learning tensorflow data-science statistics bayesian-inference bayesian-statistics bayesian-methods

Deep Learning Drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

Paramonte

ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.

✭ 88

python c cpp matlab fortran machine-learning machine-learning-algorithms bayesian-inference mpi mcmc bayesian-statistics machine-learning-library

Bat.jl

A Bayesian Analysis Toolkit in Julia

✭ 82

julia machine-learning statistics bayesian-inference mcmc bayesian-statistics

Turing.jl

Bayesian inference with probabilistic programming.

✭ 1,150

julia machine-learning artificial-intelligence bayesian-inference mcmc bayesian-statistics

Blavaan

An R package for Bayesian structural equation modeling

✭ 51

r cran bayesian-statistics

Hoff Bayesian Statistics

R Markdown notes for Peter D. Hoff, "A First Course in Bayesian Statistical Methods"

✭ 51

html rmarkdown bayesian-statistics

Autoppl

C++ template library for probabilistic programming

✭ 34

cpp17 bayesian-inference bayesian automatic-differentiation bayesian-statistics

Covid19model

Code for modelling estimated deaths and cases for COVID19.

✭ 913

bayesian-statistics stan

Resources

PyMC3 educational resources

✭ 930

jupyter-notebook data-science data-analysis bayesian-inference bayesian-statistics

Thinkbayes2

Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.

✭ 918

python jupyter-notebook jupyter bayesian-statistics

Scikit Stan

A high-level Bayesian analysis API written in Python

✭ 22

python bayesian-inference bayesian time-series-analysis bayesian-statistics

Rhat ess

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

✭ 19

html bayesian-inference bayesian bayesian-statistics bayesian-methods bayesian-data-analysis

Bayesflare

A python module to detect stellar flares using Bayesian model comparison

✭ 6

python bayesian-inference astronomy bayesian-statistics

Pytorch Bayesiancnn

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

✭ 779

python pytorch convolutional-neural-networks bayesian-inference image-recognition bayesian-statistics variational-inference

Rstan

RStan, the R interface to Stan

✭ 760

r r-package bayesian-inference mcmc bayesian-statistics stan bayesian-data-analysis

Pingouin

Statistical package in Python based on Pandas

✭ 651

python statistics pandas bayesian-statistics

Prml

Repository of notes, code and notebooks for the book Pattern Recognition and Machine Learning by Christopher Bishop

✭ 560

python jupyter-notebook machine-learning bayesian-statistics

Bayesian Stats Modelling Tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

✭ 480

jupyter-notebook bayesian-inference bayesian bayesian-statistics bayesian-data-analysis

Bayesian Analysis Recipes

A collection of Bayesian data analysis recipes using PyMC3

✭ 479

jupyter-notebook neural-networks notebook bayesian-inference bayesian bayesian-statistics bayesian-methods bayesian-data-analysis

Stats Maths With Python

General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

✭ 381

python jupyter-notebook machine-learning data-science statistics analytics numpy pandas clustering mathematics matplotlib scipy bayesian-statistics probability

Hakaru

A probabilistic programming language

✭ 287

haskell machine-learning bayesian-statistics

Rstanarm

rstanarm R package for Bayesian applied regression modeling

✭ 285

r r-package bayesian-inference bayesian bayesian-statistics stan bayesian-methods bayesian-data-analysis

SuperNNova

Open Source Photometric classification https://supernnova.readthedocs.io

✭ 18

python deep-learning pandas pytorch recurrent-neural-networks reproducible-science cosmology arxiv bayesian-statistics bayesian-neural-networks bayesian-deep-learning supernova

models

Forecasting 🇫🇷 elections with Bayesian statistics 🥳

✭ 24

Jupyter Notebook python time-series survey-data bayesian-inference pymc3 gaussian-processes bayesian-statistics polling-data electoral-forecasting-models

Decision Analysis Course

🎓 Uni-Bonn Decision Analysis graduate course, lectures and materials

✭ 17

HTML TeX r agriculture bayesian-inference bayesian-statistics decision-theory decision-analysis agriculture-research agroecology

Bayesian Workshop

Material for a Bayesian statistics workshop

✭ 34

r TeX multilevel-models bayesian-inference jags bayesian-statistics random-effects-model mcmc-methods

Landmark Detection Robot Tracking SLAM-

Simultaneous Localization and Mapping(SLAM) also gives you a way to track the location of a robot in the world in real-time and identify the locations of landmarks such as buildings, trees, rocks, and other world features.

✭ 14

Jupyter Notebook python localization robotics probability-distribution bayesian-inference landmark-detection slam bayesian-statistics robot-tracking

bbai

Set model hyperparameters using deterministic, exact algorithms.

✭ 19

python machine-learning statistics hyperparameter-optimization regression-models bayesian-statistics

aeppl

Tools for an Aesara-based PPL.

✭ 46

python Makefile statistics probability symbolic-computation ppl bayesian-statistics modeling-and-simulation

statistical-rethinking-solutions

Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.