My research focuses on devising custom computing techniques to meet the increasingly challenging demands of performance, energy-efficiency, cost, and security in edge intelligence. Specifically, I investigate novel design methodologies, domain-specific architectures, and architecture-aware algorithmic optimizations that will enable complex intelligent applications to run on edge devices (e.g., smart cameras, mobile devices, IoT devices, robots, automobiles) in order to provide timely and safe decisions in unpredictable environments while being robust to security attacks.