In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is transforming industries at an unprecedented pace. Edge AI, a specialized subset of AI, is gaining traction as a powerful force, bringing the advantages of AI directly to the point of data generation. This comprehens