The landscape of artificial intelligence is on the brink of revolution with the emergence of edge AI. This paradigm shift involves processing data locally on devices rather than relying on centralized cloud infrastructure. Edge AI empowers intelligent systems to make prompt decisions at the endpoint, reducing latency and enhancing performance. Ut