In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is transforming industries at an unprecedented rate. Edge AI, a specialized subset of AI, is emerging as a game-changing force, bringing the capabilities of AI directly to the source of data generation. This comprehensive guide explores the key principles of Edge AI,