Edge AI, a transformative technology, is driving computation closer to data sources. This means processing information locally on devices such as smartphones and sensors, rather than relying on centralized cloud servers. This shift offers a range of opportunities, including reduced latency. Furthermore, Edge AI supports applications needing real-