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