Selected examples of Bayesian inference using MCMC
- Bayesian inference using Metropolis-Hastings sampler
- Bayesian negative binomial regression from scratch
- Bayesian linear regression using Gibbs sampler
- PyStan examples
- Gelman, Andrew, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, and Donald B. Rubin. Bayesian data analysis. CRC press, 2013.