Feature Creation & Domain-Driven Features — Roadmap Step & Resources
Engineering new, more predictive features from raw data using domain knowledge
- Level: advanced
- Estimated time: 1 days
- Roadmap: Machine Learning
Interview questions
- Give an example of a domain-specific feature that would meaningfully help a model
Study resources
- Feature Engineering (Article) — Kaggle Learn's free, hands-on micro-course on creating useful features.
- Feature Engineering Explained (Video) — A practical walkthrough of creating new features from existing ones.
Part of
- Feature Engineering & Selection — section
- Machine Learning roadmap — the full learning path