GitHub topics: bayesian-statistics

Repositories

arviz-devs/preliz

Exploring and eliciting probability distributions

Language: Python - Size: 43.3 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 134 - Forks: 11

TuringLang/Turing.jl

Bayesian inference with probabilistic programming.

Language: Julia - Size: 36.1 MB - Last synced at: about 8 hours ago - Pushed at: about 8 hours ago - Stars: 2,119 - Forks: 227

IndrajeetPatil/statsExpressions

Tidy data frames and expressions with statistical summaries 📜

Language: R - Size: 38.6 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 313 - Forks: 20

rnburn/bbai

Deterministic algorithms for objective Bayesian inference and hyperparameter optimization

Language: Python - Size: 1.13 GB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 62 - Forks: 2

LoopyNoodle/Computational-Physics

Computational Physics (PHY-3150) | Spring 2025

Language: Jupyter Notebook - Size: 696 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0

pmocz/mcmc-python

Create Your Own Metropolis-Hastings Markov Chain Monte Carlo Algorithm for Bayesian Inference (With Python)

Language: Python - Size: 235 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 43 - Forks: 7

gregorsteiner/gIVBMA.jl

Bayesian Model Averaging in instrumental variable models.

Language: Julia - Size: 157 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 0

ecmerkle/blavaan

An R package for Bayesian structural equation modeling

Language: R - Size: 266 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 93 - Forks: 22

tpapp/DynamicHMC.jl

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

Language: Julia - Size: 1.14 MB - Last synced at: 1 day ago - Pushed at: 4 days ago - Stars: 251 - Forks: 21

gnthibault/Optimisation-Python

A set of notebooks related to convex optimization, variational inference and numerical methods for signal processing, machine learning, deep learning, graph analysis, bayesian programming, statistics or astronomy.

Language: Jupyter Notebook - Size: 614 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 28 - Forks: 11

pymc-devs/pymc-resources

PyMC educational resources

Language: Jupyter Notebook - Size: 432 MB - Last synced at: 3 days ago - Pushed at: 5 months ago - Stars: 2,005 - Forks: 752

nicholasjclark/mvgam

{mvgam} R 📦 to fit Dynamic Bayesian Generalized Additive Models for multivariate modeling and forecasting

Language: R - Size: 992 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 155 - Forks: 15

tpapp/TransformVariables.jl

Transformations to contrained variables from ℝⁿ.

Language: Julia - Size: 1.69 MB - Last synced at: 1 day ago - Pushed at: 5 days ago - Stars: 67 - Forks: 15

oescoba2/MyWork

This repo contains my applied & computational mathematics work.

Language: Jupyter Notebook - Size: 7.11 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

sib-swiss/intro-bayesian-statistics-training

SIB course on bayesian statistics with applications using Rstan

Language: HTML - Size: 150 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 33 - Forks: 11

AllenDowney/ThinkBayes2

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

Language: Jupyter Notebook - Size: 210 MB - Last synced at: 5 days ago - Pushed at: 4 months ago - Stars: 1,909 - Forks: 1,518

R-Lum/Luminescence

Development of the R package 'Luminescence'

Language: R - Size: 1.99 GB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 16 - Forks: 11

DavidDiasData/bayesian-ab-testing

Language: Python - Size: 2.9 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

GPflow/GPflow

Gaussian processes in TensorFlow

Language: Python - Size: 374 MB - Last synced at: 4 days ago - Pushed at: 3 months ago - Stars: 1,867 - Forks: 430

brendanhasz/probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

Language: Python - Size: 3.23 MB - Last synced at: 3 days ago - Pushed at: over 2 years ago - Stars: 174 - Forks: 16

fehiepsi/rethinking-numpyro

Statistical Rethinking (2nd ed.) with NumPyro

Language: Jupyter Notebook - Size: 133 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 456 - Forks: 75

fehiepsi/rethinking-pyro

Statistical Rethinking with PyTorch and Pyro

Language: Jupyter Notebook - Size: 64.3 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 163 - Forks: 36

zekiakyol/proof-based-math-readings

📕 Proof-Based Math Readings is a free, independent online reading group where we study the mathematics required for economics master’s and PhD programs through an intuitive approach. Active since May 2023.

Size: 30.6 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 13 - Forks: 1

bandframework/Taweret

Python package for Bayesian Model Mixing

Language: Jupyter Notebook - Size: 120 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 8 - Forks: 8

pymc-devs/pymc-extras

Powerful add-ons for PyMC

Language: Jupyter Notebook - Size: 89.9 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 99 - Forks: 59

CWWhitney/Decision_Analysis_Course

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

Language: HTML - Size: 320 MB - Last synced at: 7 days ago - Pushed at: 9 days ago - Stars: 24 - Forks: 5

raphaelvallat/pingouin

Statistical package in Python based on Pandas

Language: Python - Size: 14.3 MB - Last synced at: 8 days ago - Pushed at: about 2 months ago - Stars: 1,749 - Forks: 153

LukasDSauer/baskwrap

Wrapper Package for Several Basket Trial R Packages

Language: R - Size: 1.13 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

edisedis777/Bayesian-Test-Results-Calculator

An interactive web-based tool designed to help understand the often counter-intuitive results of diagnostic tests using Bayes' Theorem.

Language: CSS - Size: 40 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 1 - Forks: 0

Ryota-Kawamura/Mathematics-for-Machine-Learning-and-Data-Science-Specialization

Master the Toolkit of AI and Machine Learning. Mathematics for Machine Learning and Data Science is a beginner-friendly Specialization where you’ll learn the fundamental mathematics toolkit of machine learning: calculus, linear algebra, statistics, and probability.

Language: Jupyter Notebook - Size: 82.9 MB - Last synced at: 5 days ago - Pushed at: almost 2 years ago - Stars: 511 - Forks: 231

cdslaborg/paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

Language: Fortran - Size: 56.5 MB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 290 - Forks: 35

jordandeklerk/pyloo

Python package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS) for Bayesian Modeling

Language: Python - Size: 4.4 MB - Last synced at: 4 days ago - Pushed at: 9 days ago - Stars: 1 - Forks: 1

phineas-pta/Bayesian-Methods-for-Hackers-using-PyStan 📦

"Probabilistic Programming & Bayesian Methods for Hackers" book ported to Stan (python)

Language: Python - Size: 19.4 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 3 - Forks: 0

CharlieNestor/markov_switching_model_stocks

This projects aims to implement a Markov Switching Model for stock returns using the Bayesian framework.

Language: Jupyter Notebook - Size: 6.9 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0

stan-dev/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.

Language: C++ - Size: 277 MB - Last synced at: 7 days ago - Pushed at: 11 days ago - Stars: 2,652 - Forks: 377

stan-dev/rstan

RStan, the R interface to Stan

Language: R - Size: 196 MB - Last synced at: 7 days ago - Pushed at: 11 days ago - Stars: 1,057 - Forks: 269

stan-dev/rstanarm

rstanarm R package for Bayesian applied regression modeling

Language: R - Size: 117 MB - Last synced at: 3 days ago - Pushed at: about 2 months ago - Stars: 394 - Forks: 136

johannesulf/nautilus

Neural Network-Boosted Importance Nested Sampling for Bayesian Statistics

Language: Python - Size: 17.1 MB - Last synced at: 7 days ago - Pushed at: 3 months ago - Stars: 84 - Forks: 11

sivkri/interactive-ab-testing

This repo provides an interactive A/B dashboard built with Streamlit. It allows you to simulate or use real A/B testing data, perform statistical analysis (Frequentist and Bayesian), and visualize conversion rates and other business metrics over time. It aims to help to make data-driven decisions on which model (or variant) performs best.

Language: Jupyter Notebook - Size: 151 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

markdregan/Bayesian-Modelling-in-Python

A python tutorial on bayesian modeling techniques (PyMC3)

Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: 5 days ago - Pushed at: about 8 years ago - Stars: 2,495 - Forks: 411

tirthajyoti/Stats-Maths-with-Python

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

Language: Jupyter Notebook - Size: 70.1 MB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 920 - Forks: 380

chiragbharadwaj/chiragbharadwaj.github.io

Source code for my personal site.

Language: CSS - Size: 162 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

wlandau/historicalborrow

Non-longitudinal Bayesian historical borrowing models

Language: R - Size: 2.95 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 3 - Forks: 2

bayesplay/bayesplay

The Bayesian playground. A package for learning Bayes factors

Language: R - Size: 7.96 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 6 - Forks: 2

sohaamir/neuro_resources

A list of links and pages for early career neuroscientists covering neuroimaging, programming and research skills

Language: JavaScript - Size: 409 KB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 6 - Forks: 2

bambinos/bambi

BAyesian Model-Building Interface (Bambi) in Python.

Language: Python - Size: 606 MB - Last synced at: 12 days ago - Pushed at: 25 days ago - Stars: 1,150 - Forks: 133

cbg-ethz/Jnotype

Probabilistic modeling of high-dimensional binary data in JAX

Language: Python - Size: 276 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 3 - Forks: 0

gerdm/bayes

Neat Bayesian machine learning examples

Language: Jupyter Notebook - Size: 45.9 MB - Last synced at: 4 days ago - Pushed at: 4 months ago - Stars: 56 - Forks: 8

aidinattar/AS4PA

Exercises of the course of Advanced-Statistics

Language: R - Size: 22.5 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

oliviergimenez/bayes-workshop

Material for a workshop "Introduction to Bayesian statistics with R"

Language: HTML - Size: 58.7 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 3 - Forks: 3

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: 20 days ago - Pushed at: 20 days ago - Stars: 14 - Forks: 0

jamesuanhoro/ssrhom

R package for Bayesian analysis of single subject data using hierarchical ordinal models

Language: R - Size: 83 KB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 0 - Forks: 0

dm13450/dirichletprocess

Build dirichletprocess objects for data analysis

Language: R - Size: 10.1 MB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 59 - Forks: 15

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: 23 days ago - Pushed at: 23 days ago - Stars: 11 - Forks: 0

ksachdeva/rethinking-tensorflow-probability

Statistical Rethinking (2nd Ed) with Tensorflow Probability

Language: Jupyter Notebook - Size: 321 MB - Last synced at: 22 days ago - Pushed at: over 3 years ago - Stars: 270 - Forks: 50

TuringLang/TuringGLM.jl

Bayesian Generalized Linear models using `@formula` syntax.

Language: Julia - Size: 215 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 73 - Forks: 8

m-clark/bayesian-basics

:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.

Language: Stan - Size: 93 MB - Last synced at: 11 days ago - Pushed at: about 3 years ago - Stars: 84 - Forks: 26

gerdm/prml

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

Language: Jupyter Notebook - Size: 32.3 MB - Last synced at: 27 days ago - Pushed at: almost 3 years ago - Stars: 2,309 - Forks: 516

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: 7 days ago - Pushed at: 6 months ago - Stars: 18 - Forks: 5

BoltzmannEntropy/interviews.ai

It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.

Size: 21 MB - Last synced at: 27 days ago - Pushed at: over 3 years ago - Stars: 4,585 - Forks: 299

hfgem/BlechCodes

This repository contains codes and pipelines for analyzing neural data from the Katz lab at Brandeis University towards Hannah Germaine's thesis.

Language: Python - Size: 3.38 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 0

yaminimanral/Data-Science-Projects

A fun mix of data science projects where I dive into cool analyses, create interactive visualizations, and build machine learning models. Using Python and different datasets, this repo is perfect for learning, experimenting, and growing my skills

Language: Jupyter Notebook - Size: 260 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 1 - Forks: 0

b-pinter/TommyJohn-Surgery-Research

Research into possible correlating factors between pitchers thrown and those who had Tommy John Surgery.

Language: R - Size: 6.84 KB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

bat/MGVI.jl

Metric Gaussian Variational Inference

Language: Julia - Size: 41.3 MB - Last synced at: 7 days ago - Pushed at: 30 days ago - Stars: 8 - Forks: 2

mayukhmondal/ABC-DLS

Approximate Bayesian Computation using Deep Learning (TensorFlow Keras backended) and Sequential Monte Carlo (aka Particle Filter)

Language: Python - Size: 118 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

gongcastro/translation-elicitation

Code for the Translation Elicitation experiment.

Language: TeX - Size: 1.33 GB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

m-clark/m-clark.github.io

Personal website

Language: Python - Size: 688 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 37 - Forks: 12

KieranFitzmaurice/sports-betting

Web-scraping project that uses Bayesian model combination (BMC) to find mispriced betting lines

Language: Python - Size: 115 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

fasiha/ebisu

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

Language: Python - Size: 7.77 MB - Last synced at: 3 days ago - Pushed at: 7 months ago - Stars: 320 - Forks: 32

aadya940/chainopy

ChainoPy: A Python Library for Discrete Time Markov Chain based stochastic analysis

Language: Jupyter Notebook - Size: 1.11 MB - Last synced at: 8 days ago - Pushed at: 9 months ago - Stars: 16 - Forks: 1

florent-leclercq/Bayes_InfoTheory

Lectures on Bayesian statistics and information theory

Language: Jupyter Notebook - Size: 31.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 31 - Forks: 4

arviz-devs/PosteriorStats.jl

Statistical analyses for Bayesian workflows

Language: Julia - Size: 723 KB - Last synced at: 4 days ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

silicontwin/arborist

The cross-platform app for efficiently performing Bayesian causal inference and supervised learning tasks using tree-based models, including BCF, BART, and XBART.

Language: Python - Size: 37.8 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

bayesml/BayesML

Library for Bayesian machine learning

Language: Python - Size: 8.36 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 7 - Forks: 1

kumar-shridhar/PyTorch-BayesianCNN

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

Language: Python - Size: 66.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 1,493 - Forks: 328

hyosubkim/bayes-toolbox

bayes-toolbox

Language: Python - Size: 209 MB - Last synced at: 10 days ago - Pushed at: 5 months ago - Stars: 92 - Forks: 5

Pinghsuanlin/DS_sideProjects

Utilized time series, statistic, ML and NLP models to practice. Topics include stock forecasting (algorithm trading), US 2024 presidential election and customer sentimental review.

Language: Jupyter Notebook - Size: 5.05 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0