We work with GreenDroneAZ and the U.S. Forest Service on the Lower Salt River Restoration Project to protect one of the few remaining low elevation desert riparian vegetation communities in the state. Using drones, machine learning, and ground-based data collection, we map invasive plant species so that native plant abundance can be increased, wild fire risk can be reduced, and water quality and quantity can be improved for people and wildlife.