developing a machine learning model that accurately predicts carbon emissions using open-source CO2 emissions data from Sentinel-5P satellite observations. This solution addresses the lack of extensive ground monitoring systems in Africa, enabling governments and other stakeholders to estimate carbon emission levels across the continent.