Edge AI, an emerging technology, is driving computation closer to data sources. It results in processing information locally on devices such as smartphones and sensors, rather than relying on centralized cloud servers. This shift offers a range of advantages, including reduced latency. Moreover, Edge AI facilitates applications that require real-