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