The landscape of artificial intelligence is rapidly evolving with the emergence of edge AI. This paradigm shift involves processing data locally on devices rather than relying on centralized cloud platforms. Edge AI empowers intelligent systems to make instantaneous decisions at the point of origin, reducing latency and boosting performance. Util