Featurization is the process of converting raw inputs, such as text, images, video, or documents, into feature representations usable by a model. It is often used as a synonym for feature engineering or feature extraction.
The process of extracting features from an input source, such as a document or video, and mapping those features into a feature vector. Some ML experts use featurization as a synonym for feature engineering or feature extraction.