The ENVIRODRONE estimates a quick, easy, and inexpensive application of complex data science. The motivation behind ENVIRODRONE – to address real-world environmental problems – sets the drone apart from those in other earth science, robotics, and aerospace engineering companies. The difference is that we don't do methodology for the sake of methodology. On earth science side, we are gathering data not just constrain models, but are turning that paradigm on its head by using models to gather data more effectively. On the robotics side, instead of building abstract machine learning algorithms, we build ones that assist technology in effective data-driven science. The ENVIRODRONE addresses the need to accurately map crops, mining sites, quarries, forests, construction sites etc. With the idea that by backing innovative work in unmanned aerial systems, we could dramatically reduce the impacts of climate change all around the world.