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 computing. Edge AI empowers autonomous systems to make instantaneous decisions at the source, reducing latency and boosting performance. From