The terrain of Artificial Intelligence continues to evolving, with a growing focus on edge computing. This paradigm brings 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 privacy. By deploying AI models directly on