Cite as: Schiessler, E.; Würger, T.; Vaghefinazari, B.; Lamaka, S.; Meißner, R.; Cyron, C.; Zheldukevich, M.; Feiler, C.; Aydin, R.: Deep Learning with Data Limitations: A Use Case of Predicting Inhibition Efficiencies for Magnesium Dissolution Modulators. Helmholtz AI Conference 2023. Hamburg (DEU), 2023.