Mission 07 · Machine Learning

Machine Learning

Random forests and cross-validation to predict flood risk across the basin from terrain and rainfall features.

Field station:

Flood Risk War Room

Estimated time:

80 min

Skills:

Decision trees, Random forests, Cross-validation, Feature importance

1. 01From Rules to Learning12 min
2. 02Decision Trees16 min
3. 03From One Tree to a Forest18 min
4. 04Cross-Validation17 min
5. 05Feature Importance & Interpretation14 min