A worldwide open-source dataset of high-resolution pictures of Earth—tthe most broad and point-by-point of its sort—hhas been created by specialists driven by UCL with information from the European Space Agency (ESA). The free dataset, WorldStrat, will be introduced at the NeurIPS 2022 gathering in New Orleans. It incorporates almost 10,000 km2 of free satellite pictures, showing each kind of area, metropolitan region, and land use, from horticulture, meadows, and woods to urban communities of every size and polar ice covers. The dataset remembers areas for the Global South and those in need of philanthropic assistance, which are frequently underrepresented in