The terrain of Artificial Intelligence is rapidly evolving, with a significant focus on edge computing. This shift allows computation and data processing closer to the source of data generation, enabling real-time analysis. Edge AI tackles challenges associated with latency, bandwidth constraints, and privacy. By utilizing AI models directly on edg