The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on deploying 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 systems to analyze data locally, minimizing late