Time-Based Feature Engineering — Roadmap Step & Resources
Extracting lag features, rolling averages and seasonality from time series data
- Level: advanced
- Estimated time: 1 days
- Roadmap: Data Science
Before this step
Study resources
- Time Series Feature Engineering (Article) — Kaggle Learn's free micro-course covering time-based feature engineering.
- Time-Based Feature Engineering Explained (Video) — Covers extracting lag, rolling window and seasonal features from timestamps.
Part of
- Feature Engineering & Data Preparation for Modeling — section
- Data Science roadmap — the full learning path