Bayesian Regression

Question 1

What are frequentist paradigms?

Answer 1

Frequentist paradigms have fixed model parameters Θwhich are computed using an estimator such as MLE. Confidence is evaluated through iterations over different data sets

Question 2

What are Bayesian paradigms?

Answer 2

Bayesian paradigms use random variables for model parameters Θ, and use one data set with uncertainty expressed as a probability distribution over Θ