hectormz/awesome-bayes

A curated list of awesome Bayesian statistics blogs and resources

Awesome Bayes

A curated list of awesome Bayesian statistics blogs and resources. The resources may not be explicitly Bayesian-focused, but you should have a high probability of finding a Bayesian post. Recent posts are provided for (almost) every resource to indicate the likelihood the author is still writing Bayesian posts.

Inspired by awesome-python.

• Awesome Bayes
  • Blogs
  • Podcasts
• Contributing

Blogs

• A. Solomon Kurz

  • Author: A. Solomon Kurz

  • Recent Post: Causal inference with beta regression (June 25, 2023)

• Andreas Handel

  • Author: Andreas Handel

  • Recent Post: Bayesian analysis of longitudinal multilevel data using brms and rethinking - part 4 (May 13, 2022)

• Andrew Heiss

  • Author: Andrew Heiss

  • Recent Post: Guide to understanding the intuition behind the Dirichlet distribution (September 18, 2023)

• Austin Rochford

  • Author: Austin Rochford

  • Recent Post: Order-restrictions in JAGS: Five Methods Fail, One Method Succeeds (January 24, 2023)

• Bayesian Spectacles

  • Recent Post: What Determines the Price of LEGO Sets? A Bayesian Analysis with Twists and Turns (July 10, 2023)

• BetanAlpha

  • Author: Michael Betancourt

  • Recent Post: Bridge Over Troubled Processes (May 2022)

• Chris Stucchio

  • Author: Chris Stucchio

  • Recent Post: Calibrating a classifier when the base rate changes (July 7, 2020)

• Colin Carroll

  • Author: Colin Carroll

  • Recent Post: Highlights of PyMC3 v3.8 (November 29, 2019)

• Computational Behavior Lab

  • Author: Christian Luhmann

  • Recent Post: Coordinates in PyMC & InferenceData Objects (June 4, 2022)

• Count Bayesie

  • Author: Will Kurt

  • Recent Post: How to Read the News like a Bayesian (February 19, 2022)

• Desi R. Ivanova

  • Author: Desi R. Ivanova

  • Recent Post: Introduction to Bayesian Optimal Experimental Design (September 25, 2018)

• Daniel Hadley

  • Author: Daniel Hadley

  • Recent Post: Empirical Bayes to Estimate NBA Treys (September 25, 2018)

• Doing Bayesian Data Analysis

  • Author: John K. Kruschke

  • Recent Post: A novel trend model made possible by Bayesian software (February 15, 2022)

• Elements of Evolutionary Anthropology

  • Author: Richard McElreath

  • Recent Post: None of the Above (July 17, 2023)

• George Ho

  • Author: George Ho

  • Recent Post: littlemcmc — A Standalone HMC and NUTS Sampler in Python (October 6, 2020)

• Eric J. Ma's Personal Site

  • Author: Eric J. Ma

  • Recent Post: Probability Simplex (May 5, 2021)

• Ethan Rosenthal

  • Author: Ethan Rosenthal

  • Recent Post: Bayesian Rock Climbing Rankings (April 4, 2022)

• The Etz-Files

  • Author: Alex Etz

  • Recent Post: A quick comment on recent BF (vs p-value) error control blog posts (July 20, 2016)

• Henrik Singmann - Computational Psychology

  • Author: Henrik Singmann

  • Recent Post: Diffusion/Wiener Model Analysis with brms – Part III: Hypothesis Tests of Parameter Estimates (September 6, 2018)

• Higher Order Functions

  • Author: Tristan Mahr

  • Recent Post: Ordering constraints in brms using contrast coding (July 3, 2023)

• John D. Cook

  • Author: John D. Cook

  • Recent Post: Beta approximation to binomial (April 24, 2023)

• Joshua Cook

  • Author: Joshua Cook

  • Recent Post: Dirichlet Regression with PyMC (November 9, 2022)

• mages' blog

  • Author: Markus Gesmann

  • Recent Post: Hierarchical Compartmental Reserving Models for Business Planning (August 21, 2023)

• Karin Knudson

  • Author: Karin Knudson

  • Recent Post: Expectation Maximization (EM) (July 31, 2020)

• Matthew Kay

  • Author: Matthew Kay

  • Recent Post: Announcing tidybayes + ggdist 3.0 (July 15, 2021)

• Michael Clark

  • Author: Michael Clark

  • Recent Post: Practical Bayes Part II (February 27, 2021)

• Neuroscience, Stats, and Coding

  • Author: Jonas Kristoffer Lindeløv

  • Recent Post: New tutorial on optimal decisions using Utility Theory (May 28, 2019)

• Oriol Unraveled

  • Author: Oriol Abril Pla

  • Recent Post: PyMC 4.0 with Labeled Coords and Dims (June 7, 2022)

• Ph.Demetri

  • Author: Demetri Pananos

  • Recent Post: Forecasting Experimental Lift Using Hierarchical Bayesian Modelling (July 20, 2022)

• Probably Credible

  • Author: Hector

  • Recent Post: How Much Will My Dog Weigh? Using Bayesian Modeling to Predict My Dog’s Weight (October 28, 2023)

• Probably Overthinking It

  • Author: Allen Downey

  • Recent Post: Emitter Detector Redux (September 5, 2021)

• Publishable Stuff

  • Author: Rasmus Bååth

  • Recent Post: Yet another visualization of the Bayesian Beta-Binomial model (December 13, 2018)

• PyMC Blog

• PyMC Examples

• PyMC Labs

  • Recent Post: Developing Hierarchical Models for Sports Analytics (September 26, 2023)

• Pythonic Perambulations

  • Author: Jake VanderPlas

  • Recent Post: Frequentism and Bayesianism V: Model Selection (August 7, 2015)

• Robert Grant - stats

  • Author: Robert Grant

  • Recent Post: How (not) to introduce newcomers to Bayesian analysis (2018)

• Dr. Robert Kübler

  • Author: Dr. Robert Kübler

  • Recent Post: Convenient Bayesian Marketing Mix Modeling with PyMC Marketing (April 13, 2023)

• Sometimes I R

  • Author: Matti Vuorre

  • Recent Post: Latent mean centering with brms (January 1, 2023)

• Stan Case Studies

  • Recent Post: Instrumental Variables Analysis of Randomized Experiments with One-Sided Noncompliance (September 15, 2023)

• Statistical Modeling, Causal Inference, and Social Science

  • Authors: Andrew Gelman and others

  • Recent Post: How big problem it is that cross-validation is biased? (September 15, 2023)

• Statistical Thinking

  • Author: Frank Harrell

  • Recent Post: Wedding Bayesian and Frequentist Designs Created a Mess (August 22, 2023)

• Steven V. Miller

  • Author: Steven V. Miller

  • Recent Post: How Should You Think About Your Priors for a Bayesian Analysis? (February 8, 2021)

• Susan Li

  • Author: Susan Li

  • Recent Post: Forecasting the 2020 US Election Using Multilevel Regression with Post-stratification (July 17, 2021)

• Tomás Capretto

  • Author: Tomás Capretto

  • Recent Post: How to create a custom family in Bambi? (January 14, 2023)

• Un garçon pas comme les autres (Bayes)

  • Author: Dan Simpson

  • Recent Post: MCMC with the wrong acceptance probability (November 23, 2022)

• Variance Explained

  • Author: David Robinson

  • Recent Post: Simulation of empirical Bayesian methods (using baseball statistics) (January 11, 2017)

• While My MCMC Gently Samples

  • Author: Thomas Wiecki

  • Recent Post: Using Bayesian Decision Making to Optimize Supply Chains (January 14, 2019)

• Xi'an's 'Og

  • Author: Christian P. Robert

  • Recent Post: nonparametric ABC [seminar] (June 3, 2022)

Podcasts

• The Bayes Factor

  • Host: Human Interaction Laboratory @ Tufts University

  • Recent Episode: Michael Lee (January 4, 2021)

• Data Skeptic

  • Host: Kyle Polich

  • Recent Episode: Uncertainty Representations (with Jessica Hullman) (April 4, 2020)

• Learning Bayesian Statistics

  • Host: Alexandre Andorra

  • Recent Episode: #91, Exploring European Football Analytics, with Max Göbel (September 20, 2023)

• The Local Maximum

  • Host: Max Sklar

  • Recent Episode: Episode 229 - Fun with Bayesian Statistics with Will Kurt (June 6, 2022)

Contributing

Your contributions are always welcome! Please take a look at the contribution guidelines first.