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