Tim Haynie just gave the presentation below on how machine learning is changing and indeed expanding the role of aerial imagery in humanitarian and environmental applications. Tim’s excellent presentation provides a very clear introduction and overview of what machine learning is and how it is being applied to support an expanded range of humanitarian and environmental efforts. We highly recommend watching! Tim is founder and CEO of Spectrabotics in Colorado Springs, CO, a data aggregation, analysis and disseminate service. Tim spent 20+ years analyzing spectral and sensor data before building a company focused on the transformative power of integrated data. He has degrees in Economics and Space Systems Operations and spent many years conducting information operations and data collection missions for humanitarian and stability operations around the world.