Bayesian linear regression is one of the best ways to learn Bayesian modeling in R because it combines familiar regression ideas with a more realistic treatment of uncertainty. Instead of estimating a single fixed coefficient for each parameter, Bayesian methods estimate full probability distributions. That means we can talk about …