The terrain of Artificial Intelligence is rapidly evolving, with a particular focus on edge computing. This approach offers computation and data processing closer to the origin of data generation, enabling real-time insights. Edge AI addresses challenges associated with latency, bandwidth constraints, and security. By implementing AI models directl