# Day 2: Theory

08:30-10:00 | **Matthias Täschner** \
*Transformers for time series ML* {Download}`slides <./slides/2.1_transformers-for-tsa.pdf>`

10:30-11:15 | **Prof. Dr. Tarje Nissen-Meyer** \
*Physics Informed Neural Networks* 

14:00-14:45 | **Dr. Martijn van den Ende** \
*Graph Neural Networks* {Download}`slides <./slides/2.3_graphs.pdf>`

14:45-15:30 | **Prof. Dr. Andrew Curtis** \
*Advanced methods in probabilistic geophysical inversion* {Download}`slides <./slides/2.4_uncertainty_INNs_NFs.pdf>`

16:00-16:45 | **Dr. René Steinmann** \
*Unsupervised Learning* {Download}`slides <./slides/2.5_unsupervised_learning.pdf>`