In today's dynamic technological landscape, Artificial Intelligence (AI) is revolutionizing industries at an unprecedented pace. Edge AI, a specialized subset of AI, is emerging as a powerful force, bringing the advantages of AI directly to the source of data generation. This comprehensive guide explores the fundamentals of Edge AI, highlighting it