The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift facilitates immediate decision making and processing, unlocking novel capabilities in diverse fields such as healthcare. Edge intelligence empowers systems to interpret data locally, minimizing late