The landscape of Artificial Intelligence continues to evolving, with a growing focus on edge computing. This shift offers computation and data processing closer to the source of data generation, enabling real-time insights. Edge AI addresses challenges associated with latency, bandwidth constraints, and privacy. By deploying AI models directly on e