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