Mapping the land-cover (LC) dynamics over the past two decades (2000 to 2020) for Continental Europe is one of the main goals of the Geo-Harmonizer project. To generate annual predictions of land cover, we will use a spatiotemporal machine learning model, able to generalize in space and time, to predict the LC in any part of the European territory over different years.