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