Alexander Fischer
(DKRZ)
24/09/2026, 09:00
- Limitations of CNNs
- Introduction of transformer architecture
- Alternative approaches for predicting continuous data with ML
Paul Keil
(HEREON)
24/09/2026, 09:45
- Overview of Probabilistic Deep Learning
- Introduction to Diffusion Models
- Examples from Weather and Climate Research
Alexander Fischer
(DKRZ – DA Group),
Johannes Meuer
(DKRZ),
Maximilian Witte
24/09/2026, 10:45
• Hands-on downscaling of multiple variables using a transformer architecture on the HEALPix sphere.
Paul Keil
(HEREON)
24/09/2026, 10:45
- Extension of Reconstructing missing climate data exercise
- Implementation of a simple Flow Matching Model
- Evaluation of ensemble predictions and model uncertainty
Caroline Arnold
(Hereon)
24/09/2026, 10:45
- Recap session for deep learning basics covered in the course
- Open Q&A
