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