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