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In today's dynamic technological landscape, Artificial Intelligence (AI) is disrupting industries at an unprecedented pace. Edge AI, a specialized subset of AI, is rising to prominence as a transformative force, bringing the advantages of AI directly to the source of data generation. This comprehensive guide delves into the fundamentals of Edge AI,