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