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