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