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