Why Ensembles?

Single forecasts can be misleading. In this tutorial, you'll learn why ensemble forecasting is crucial for understanding uncertainty. **Learning Objectives:** - Understand forecast uncertainty - Generate ensemble members with perturbations - Interpret ensemble spread - Make probabilistic predictions Think of ensembles as running multiple "what if" scenarios to capture the range of possible futures.