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