In today's dynamic technological landscape, Artificial Intelligence (AI) is disrupting industries at an unprecedented rate. Edge AI, a specialized subset of AI, is gaining traction as a transformative force, bringing the advantages of AI directly to the point of data generation. This comprehensive g