OneView is a platform for the acceleration of remote sensing imagery analytics in a scalable and cost-effective way. The platform creates virtual synthetic datasets to be used for machine learning algorithm training. OneView enables skipping the tedious process of collecting, tagging, and validating real images from drones, airborne, and satellites. The OneView platform is capable of generating datasets for any environment, object, and sensor.