What is Feature Engineering?

Feature engineering is the art of creating and transforming features to help models learn better patterns.

Why Feature Engineering Matters

Types of Feature Engineering

Key Takeaways

• Feature engineering transforms raw data into better inputs
• Can be more impactful than choosing a fancier algorithm
• Domain knowledge helps create meaningful features
• Common techniques: creation, transformation, encoding, binning