The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift facilitates instantaneous decision making and processing, unlocking unprecedented capabilities in diverse fields such as manufacturing. Edge intelligence empowers devices to process data locally, mi