GEOINT analysts today have a more data-driven view of the world than ever before, and “pattern of life” has become a key condition. However, machine learning has yet to become a foundational methodology for GEOINT. We believe that is about to change. We have seen NGA and the military express interest in employing machine learning to advance their capabilities, fund technology demonstrators, and even develop training datasets.