Feature Engineering

Feature Engineering is the process of using domain knowledge to extract features (characteristics, properties, attributes) from raw data that make machine learning algorithms work. In manufacturing, effective feature engineering improves the performance of predictive models by highlighting important indicators of equipment health, thereby enhancing maintenance predictions and decisions.