The environment of Artificial Intelligence is rapidly evolving, with a particular focus on edge computing. This shift allows computation and data processing closer to the point of data generation, enabling real-time insights. Edge AI tackles challenges associated with latency, bandwidth constraints, and security. By deploying AI models directly on