Enhancing so-called edge devices, such as cell phones, smart watches, and other IoT devices, with artificial intelligence (AI) capabilities is a major goal for researchers in both industry and academia. These devices generate huge volumes of sensory data from their built-in sensors in the form of cameras, microphones, gyroscopes, and other technology. Processing all this data is challenging due to the limited computational resources and constrained energy supply of edge devices. A team led by Illinois ECE Professor Naresh R Shanbhag, Jack S. Kilby Professor of Electrical and Computer Engineering, is working to improve the energy efficiency and functionality of these devices.