Introduction to Machine Learning for Climate Scientists

Session

Day 2

5 Mar 2024, 09:00

Room 034 (DKRZ Main Building)

Conveners

Day 2

• Etienne Plésiat
• Johannes Meuer (DKRZ)

6. PyTorch applied to Climate Science

Etienne Plésiat

05/03/2024, 09:00

• Setup of the accounts
• Introduction to PyTorch with examples
• Definition of the task
• Creation of the training, validation and test datasets

10. PyTorch applied to Climate Science

Etienne Plésiat

05/03/2024, 10:45

• Building the CNN
• Training the model
• Testing the model

7. Advanced ML use-case: Reconstructing missing climate data

Johannes Meuer (DKRZ)

05/03/2024, 13:30

• Create and modify inpainting CNN for reconstructing climate data
• Train the model with different configurations
• Validate the model on test data

11. Closing remarks

05/03/2024, 15:30