Sahlgrenska Hospital, Region Halland and AI Sweden have decided to lead an effort of applying Federated Learning in practice. For this use case we made use of the SIIM-ISIC 2020 dataset and performed two main tasks. First, melanoma detection, and second, skin lesion image generation.