The landscape of Artificial Intelligence continues to evolving, with a particular focus on edge computing. This shift allows computation and data processing closer to the point of data generation, enabling real-time analysis. Edge AI tackles challenges associated with latency, bandwidth constraints, and security. By implementing AI models directly