This project is developed for the Dynamical systems and machine learning lecture at the University of Heidelberg in WS25. It uses the method proposed by Wu et al. for time series prediction using transformers. This implementation follows the tutorial provided by TowardsDataScience, implemented by KasperGroesLudvigsen/influenza_transformer