Data Cleaning & Outlier Detection — Roadmap Step & Resources
Fixing inconsistent data and deciding how to treat outliers
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Study resources
- Data Cleaning (Article) — Kaggle Learn's free micro-course on cleaning messy real-world data.
- Outlier Detection Explained (Video) — A practical walkthrough of detecting and handling outliers with IQR and z-scores.
Part of
- Data Analysis & Preprocessing — section
- Machine Learning roadmap — the full learning path