In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is disrupting 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 edge of data generation. This comprehensive guide uncovers the fundamentals of Edge AI, illum