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 platforms. Edge AI empowers smart systems to make prompt decisions at the source, reducing latency and enhancing performance. Leveraging edge