In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is revolutionizing industries at an unprecedented rate. Edge AI, a specialized subset of AI, is emerging as a transformative force, bringing the advantages of AI directly to the source of data generation. This comprehe