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