In today's dynamic technological landscape, Artificial Intelligence (AI) is transforming industries at an unprecedented pace. Edge AI, a specialized subset of AI, is gaining traction as a game-changing force, bringing the benefits of AI directly to the point of data generation. This comprehensive gu