My research focuses on the intersection of machine learning (ML) and edge computing, where I develop ML systems for both training and inference that seamlessly collaborate with end devices and edge nodes. However, these systems face challenges such as high computational and communication overhead, resource constraints, and heterogeneous environments. My current research aims to address these issues by developing system-level solutions.