The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on executing models directly at the edge. This paradigm shift enables real-time decision making and processing, unlocking groundbreaking capabilities in diverse fields such as healthcare. Edge intelligence empowers systems to interpret data locally, minimizing