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