The landscape of artificial intelligence has dramatically 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 healthcare. Edge intelligence empowers systems to analyze data locally, minimi