Course Content
- Introduction to data handling
- Quiz 1: test your understanding of exercise 1
- Quiz 2: test your understanding of exercise 2
- Quiz 3: test your understanding of exercise 3
- Quiz 4: test your understanding of exercise 4
- Notebooks on linear regression and random forests
- Introduction to deep learning 🕓10 min
- Overview of ML architectures in weather and climate 🕓10 min
- Deep dive into the building blocks of modern Deep Learning 🕓15 min
- Understanding of Neural network training and hyperparameter tuning 🕓10 min
- Quiz
- Uncertainty & generative modelling 🕓25 min
- Quiz 🕓5 min
- Physics-Guided Machine Learning 🕓30 min
- Physically-constrained postprocessing of surface weather 🕓25 min
- Quiz 🕓5 min
- Physically-informed subgrid-scale parameterization for climate modeling 🕓25 min
- Quiz 🕓5 min