Handling Missing Data — Roadmap Step & Resources
Detecting, understanding and imputing or dropping missing values responsibly
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Interview questions
- When is dropping rows with missing data a bad idea, even if it's the easiest option?
Study resources
- Working with missing data (Article) — The official Pandas documentation's guide to detecting and handling missing values.
- Handling Missing Data Explained (Video) — A practical walkthrough of imputation strategies for missing data.
Part of
- Data Analysis & Preprocessing — section
- Machine Learning roadmap — the full learning path