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Projects in Awesome Lists tagged with bayesian-statistics

A curated list of projects in awesome lists tagged with bayesian-statistics .

https://github.com/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.

artificial-intelligence autograd bayesian-statistics convolutional-neural-networks data-science deep-learning ensemble-learning feature-extraction graduate-school information-theory interview-preparation jax jobs logistic-regression loss-functions machine-learning python pytorch pytorch-tutorial

Last synced: 20 Dec 2024

https://github.com/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.

artificial-intelligence autograd bayesian-statistics convolutional-neural-networks data-science deep-learning ensemble-learning feature-extraction graduate-school information-theory interview-preparation jax jobs logistic-regression loss-functions machine-learning python pytorch pytorch-tutorial

Last synced: 30 Oct 2024

https://github.com/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.

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

Last synced: 17 Dec 2024

https://github.com/markdregan/bayesian-modelling-in-python

A python tutorial on bayesian modeling techniques (PyMC3)

bayesian-statistics pymc python tutorial

Last synced: 21 Dec 2024

https://github.com/markdregan/Bayesian-Modelling-in-Python

A python tutorial on bayesian modeling techniques (PyMC3)

bayesian-statistics pymc python tutorial

Last synced: 27 Nov 2024

https://github.com/gerdm/prml

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

bayesian-statistics machine-learning pattern-recognition prml python

Last synced: 21 Dec 2024

https://github.com/allendowney/thinkbayes2

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

bayes bayesian-statistics jupyter python

Last synced: 17 Dec 2024

https://github.com/AllenDowney/ThinkBayes2

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

bayes bayesian-statistics jupyter python

Last synced: 27 Nov 2024

https://allendowney.github.io/ThinkBayes2/

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

bayes bayesian-statistics jupyter python

Last synced: 13 Nov 2024

https://github.com/fasiha/ebisu

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

bayesian-statistics monte-carlo probability-density python python3 quiz recall recall-probabilities review spaced-repetition statistical-methods

Last synced: 20 Dec 2024

https://github.com/tpapp/DynamicHMC.jl

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

bayesian bayesian-inference bayesian-methods bayesian-statistics hamiltonian-monte-carlo hybrid-monte-carlo julia julia-language

Last synced: 13 Nov 2024

https://github.com/tpapp/dynamichmc.jl

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

bayesian bayesian-inference bayesian-methods bayesian-statistics hamiltonian-monte-carlo hybrid-monte-carlo julia julia-language

Last synced: 16 Dec 2024

https://github.com/storopoli/bayesian-julia

Bayesian Statistics using Julia and Turing

bayesian-statistics julia turing tutorials

Last synced: 21 Dec 2024

https://github.com/stan-dev/loo

loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)

bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics cross-validation information-criterion model-comparison r-package stan

Last synced: 20 Dec 2024

https://github.com/lawmurray/birch

A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.

autodiff bayesian bayesian-inference bayesian-methods bayesian-statistics data-science machine-learning machine-learning-algorithms machine-learning-projects monte-carlo-methods monte-carlo-sampling probabilistic-programming-languages statistics

Last synced: 17 Dec 2024

https://github.com/lawmurray/Birch

A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.

autodiff bayesian bayesian-inference bayesian-methods bayesian-statistics data-science machine-learning machine-learning-algorithms machine-learning-projects monte-carlo-methods monte-carlo-sampling probabilistic-programming-languages statistics

Last synced: 30 Oct 2024

https://github.com/turinglang/turingglm.jl

Bayesian Generalized Linear models using `@formula` syntax.

bayesian-inference bayesian-statistics hmc julia-language mcmc turing

Last synced: 17 Dec 2024

https://github.com/tpapp/transformvariables.jl

Transformations to contrained variables from ℝⁿ.

bayesian-inference bayesian-statistics julia julia-package

Last synced: 27 Oct 2024

https://github.com/rnburn/bbai

Deterministic algorithms for objective Bayesian inference and hyperparameter optimization

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

Last synced: 19 Nov 2024

https://github.com/dm13450/dirichletprocess

Build dirichletprocess objects for data analysis

bayesian bayesian-inference bayesian-statistics dirichlet-process mcmc r r-package

Last synced: 18 Dec 2024

https://github.com/gerdm/bayes

Neat Bayesian machine learning examples

bayesian-statistics jax machine-learning python

Last synced: 19 Dec 2024

https://github.com/stan-dev/rstantools

Tools for Developing R Packages Interfacing with Stan

bayesian-data-analysis bayesian-statistics developer-tools r-package stan

Last synced: 12 Nov 2024

https://github.com/fasiha/ebisu.js

JavaScript port of Ebisu, the public-domain library for Bayesian quiz scheduling.

bayesian-statistics javascript probability-density quiz recall recall-probabilities review spaced-repetition statistical-methods

Last synced: 29 Oct 2024

https://github.com/andrewheiss/bayesf22.classes.andrewheiss.com

📊 🌐 🧑‍🏫 Website for PhD-level independent readings course on Bayesian statistics with R and Stan, built with Quarto

bayesian-statistics quarto r teaching-materials

Last synced: 21 Dec 2024

https://github.com/storopoli/Turing-Workshop

DEPRECATED IN FAVOR OF TuringLang/Turing-Workshop

bayesian-statistics epidemiological-models julia turing tutorials

Last synced: 30 Oct 2024

https://payampiray.github.io/cbm

computational and brain/behavior modeling

bayesian-statistics computational-modeling computational-neuroscience

Last synced: 01 Nov 2024

https://github.com/avehtari/rhat_ess

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

bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics markov-chain-monte-carlo

Last synced: 03 Dec 2024

https://github.com/wlandau/instantiate

Pre-compiled CmdStan models in R packages

bayesian-statistics cmdstan cmdstanr markov-chain-monte-carlo mc-stan stan

Last synced: 27 Oct 2024

https://github.com/tpapp/mcmcdiagnostics.jl

Markov Chain Monte Carlo convergence diagnostics in Julia

bayesian bayesian-inference bayesian-methods bayesian-statistics julia julia-language

Last synced: 29 Sep 2024

https://github.com/hendersontrent/posteriorplots.jl

Graphical tools for Bayesian inference and posterior predictive checks

bayesian bayesian-inference bayesian-statistics julia-language mcmc

Last synced: 12 Oct 2024

https://github.com/rensvandeschoot/tutorials

Underlying code for the online stats training website.

bayes bayesian-statistics jasp mplus r

Last synced: 22 Nov 2024

https://github.com/jeffreypullin/rater

R package to fit statistical models to repeated categorical rating data using Stan

annotations bayesian bayesian-statistics r r-package stan

Last synced: 14 Oct 2024

https://github.com/teddygroves/bibat

A batteries-included template for Bayesian data analysis projects

arviz bayesian-statistics cmdstanpy cookiecutter mcmc python stan template-project

Last synced: 15 Nov 2024

https://github.com/jrnold/bugs-examples-in-stan

Simon Jackman's "BUGS Examples" translated into Stan

bayesian bayesian-statistics stan

Last synced: 05 Dec 2024

https://github.com/josephofiowa/pydata-dc-2018

@matthewbrems and I presented "Recreating, Understanding, and Visualizing FiveThirtyEight's Elections Forecast" at PyData DC 2018

bayesian-inference bayesian-statistics elections elections-2018 fivethirtyeight pydata

Last synced: 02 Dec 2024

https://github.com/storopoli/estatistica-bayesiana

Disciplina de Estatística Bayesiana da UNINOVE

bayesian-statistics rstan rstanarm uninove

Last synced: 12 Oct 2024

https://github.com/athowes/thesis

Bayesian spatio-temporal methods for small-area estimation of HIV indicators (PhD, Imperial College London, 2023)

bayesian-statistics computational-statistics hiv-aids spatial-statistics

Last synced: 16 Nov 2024

https://github.com/argiopetech/base

Bayesian Analysis for Stellar Evolution

astronomy bayesian-analysis bayesian-statistics c-plus-plus mcmc

Last synced: 15 Nov 2024

https://github.com/dennishnf/indoor-location-using-naive-bayes

The scripts were intended to describe a Naive-Bayes-based approach to indoor location via WiFi signals.

android bayesian-methods bayesian-statistics embedded-systems indoor-localization indoor-locate indoor-navigation python wifi-network

Last synced: 23 Nov 2024

https://github.com/jhrcook/bayesian-data-analysis-course

My notes and work for the Bayesian Data Analysis course taught by Aki Vehtari.

bayes bayesian-data-analysis bayesian-statistics course distill-website rmarkdown stan

Last synced: 11 Oct 2024

https://github.com/wlandau/historicalborrowlong

Longitudinal Bayesian historical borrowing models

bayesian-statistics clinical-trials historical-data

Last synced: 27 Oct 2024

https://github.com/wlandau/rmedicine2021-pipeline

Example code for a possible talk at R/Medicine 2021 (submitted and under review, accepted talks not yet determined)

bayesian bayesian-statistics cmdstanr high-performance-computing markdown pipeline pipelines r r-markdown reproducibility stan statistics targets

Last synced: 27 Oct 2024

https://github.com/petrushev/statistical-rethinking

Solutions to some of the problems in "Statistical Rethinking"

bayesian-statistics ipynb learning pymc pymc3 python statistics

Last synced: 11 Oct 2024

https://github.com/mathworks-teaching-resources/probability-theory

A courseware module that covers the fundamental concepts in probability theory and their implications in data science. Topics include probability, random variables, and Bayes' Theorem.

bayesian-statistics courseware cwm data-science mathematics matlab matlab-live-script probability-theory random-variables

Last synced: 23 Nov 2024

https://github.com/bgoodri/gr5065_2021

Material for my Columbia M.A. class "Bayesian Statistics for the Social Sciences"

bayesian-statistics social-sciences stan

Last synced: 12 Nov 2024