The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift facilitates instantaneous decision making and processing, unlocking groundbreaking capabilities in diverse fields such as autonomous systems. Edge intelli