Together with JSC we form the Helmholtz AI Local Unit for the research field Information. At INM-1 we focus on robust deep learning methods for microscopic image analysis. Driven by high-throughput data acquisition and the ambition to quickly transfer knowledge across tasks and scientific domains, the implementation of AI methods on HPC systems is a key aspect.