In today's dynamic technological landscape, Artificial Intelligence (AI) is transforming industries at an unprecedented pace. Edge AI, a specialized subset of AI, is rising to prominence as a game-changing force, bringing the advantages of AI directly to the source of data generation. This comprehensive guide uncovers the core concepts of Edge AI,