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