The environment of Artificial Intelligence is rapidly evolving, with a particular focus on edge computing. This shift brings computation and data processing closer to the origin of data generation, enabling real-time insights. Edge AI solves challenges associated with latency, bandwidth constraints, and privacy. By utilizing AI models directly on e