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