Feature Engineering

Create new features from existing ones to enhance predictive performance. Techniques include:

• Polynomial features for capturing non-linearity.
• Interaction terms to model relationships between features.
• Date-time feature extraction (e.g., hour, day, month, season) for time-based insights.