The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift enables immediate decision making and processing, unlocking unprecedented capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to process data locally, minimizing