What is target encoding and what are its risks?

Target encoding replaces categorical values with the mean of the target variable for each category.

Target encoding is powerful for high-cardinality categorical variables. However, it can cause target leakage if not done properly. It should always be applied using cross-validation to avoid overfitting.