 The proposed research has successfully identified auriferous, uriniferous marbles in the Barameya Dagbar district of the eastern desert of Egypt using remote sensing and machine learning algorithms. The results indicate that the marbles are spatially associated with aphialites and are likely to be of magmatic origin. Furthermore, the research suggests that the marbles may contain both gold and uranium, which could potentially be economically viable deposits. This article was authored by Ali Shebel and Mohamed Hamdi.