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