Target Encoding and Bayesian Target Encoding

Categorical encoding techniques often used in data science competition

Photo by Annie Spratt on Unsplash

The problem of encoding categorical variables is a very important step in feature engineering. Unfortunately, there is no solution that is working for all cases. Multiple techniques were invented, and I cover some of them here, here and here.