Mission 06 · Statistical Modelling

Regression & Prediction

Predict streamflow from rainfall. Linear regression, model diagnostics, and why R² can lie to you.

Field station:

Streamflow Gauge

Estimated time:

75 min

Skills:

Linear regression, Model diagnostics, Multivariate regression, GAMs

1. 01What Regression Actually Does14 min
2. 02Model Diagnostics16 min
3. 03Multiple Regression15 min
4. 04Overfitting & Cross-Validation16 min
5. 05Generalised Additive Models18 min
6. 06Interpreting and Communicating Models13 min
7. 07Time Series Regression14 min