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