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In today's dynamic technological landscape, Artificial Intelligence (AI) is revolutionizing industries at an unprecedented rate. Edge AI, a specialized subset of AI, is emerging as a powerful force, bringing the capabilities of AI directly to the source of data generation. This comprehensive guide explores the core concepts of Edge AI, showcasing i