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