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