When to Use Machine Learning vs Simple Analysis — Roadmap Step & Reso…
Recognizing when a well-designed query or chart beats a model, and vice versa
- Level: advanced
- Estimated time: 1 days
- Roadmap: Data Science
Interview questions
- Give an example of a business question that's better solved with a simple rule than a trained model
Study resources
- When to use Deep Learning vs Machine Learning (Video) — A practical explanation of when ML adds value over simpler statistical methods.
- Choosing the right estimator (Article) — The official scikit-learn algorithm cheat-sheet for choosing an approach.
Part of
- Introduction to Machine Learning for Data Scientists — section
- Data Science roadmap — the full learning path