The landscape of artificial intelligence continues to evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift enables instantaneous decision making and processing, unlocking unprecedented capabilities in diverse fields such as healthcare. Edge intelligence empowers devices to analyze data locally, minimizing