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The landscape of artificial intelligence continues to evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift facilitates real-time decision making and processing, unlocking unprecedented capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to interpret data locally,