What is automated feature engineering?

Automated feature engineering uses algorithms to automatically generate and select useful features.

Tools like Featuretools automatically create features using deep feature synthesis. This reduces manual effort and can discover complex feature relationships that humans may miss. However, it can increase computational cost and reduce interpretability.