Introduction to Deep Learning for Climate Scientists

Session

Day 1

19 Mar 2025, 13:00

Room 034 (DKRZ Main Building)

Conveners

Day 1

• Paul Keil (HEREON)
• Adeniyi Mosaku (DKRZ)

1. Introduction to Machine Learning

Adeniyi Mosaku (DKRZ)

19/03/2025, 13:00

• A comprehensive overview of the concepts and principle behind Machine Learning
• Exploration of real-world applications of Machine Learning
• Differentiating different Machine Learning types
• Introducing popular Machine Learning tools and frameworks

3. Architectures and Applications

Paul Keil (HEREON)

19/03/2025, 15:00

• An overview of state of the art Deep Learning Methods
• Examples from weather, climate and beyond
• Explainable AI

12. Accounts setup

Paul Keil (HEREON)

19/03/2025, 17:00

• Preparation of the DKRZ accounts for the Pytorch tutorials