Frequentist vs. Bayesian Approaches in Machine Learning

A Comparison of Linear Regression and Bayesian Linear Regression

Photo by the author

There has always been a debate between Bayesian and frequentist statistical inference. Frequentists dominated statistical practice during the 20th century. Many common machine learning algorithms like linear regression and logistic regression use frequentist…