The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift facilitates real-time decision making and processing, unlocking unprecedented capabilities in diverse fields such as manufacturing. Edge intelligence empowers systems to interpret data locally, minimiz