In today's dynamic technological landscape, Artificial Intelligence (AI) is revolutionizing industries at an unprecedented rate. Edge AI, a specialized subset of AI, is rising to prominence as a transformative force, bringing the capabilities of AI directly to the edge of data generation. This compr