The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift facilitates real-time decision making and processing, unlocking groundbreaking capabilities in diverse fields such as autonomous systems. Edge intelligence empowers devices to process data locally, min