The landscape of Artificial Intelligence continues to evolving, with a particular focus on edge computing. This paradigm allows computation and data processing closer to the point of data generation, enabling real-time insights. Edge AI tackles challenges associated with latency, bandwidth constraints, and security. By utilizing AI models directly