What is the difference between feature extraction and feature engineering?

Feature extraction transforms raw data into numerical representations, while feature engineering manually creates meaningful variables.

Feature extraction uses automated transformations like PCA or TF-IDF, while feature engineering involves domain knowledge to create new variables. Both improve model performance but differ in automation and interpretability.