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