The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift promotes instantaneous decision making and processing, unlocking groundbreaking capabilities in diverse fields such as manufacturing. Edge intelligence empowers systems to interpret data locally,