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