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