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Edge AI is a revolutionary technology that combines artificial intelligence (AI) and edge computing to enable real-time decision making at the edge of networks. This paradigm shift is reshaping industries and empowering applications such as ADAS, autonomous vehicles, and delivery robots to optimize operational efficiency, enhance safety measures, and deliver personalized customer experiences. Edge AI also revolutionizes data privacy and security by minimizing the need to transfer data to the cloud, mitigating potential risks associated with data breaches and unauthorized access.