Available Remote Sensing datasets are unequally distributed: The Global North has much more labeled data available compared to the Global South. In the project “PreTrainAppEO” we are investigating possibilities of leveraging training data from data-rich regions for applications in data-sparse ones, using recent transfer- and meta-learning approaches.