The arena of artificial intelligence (AI) is undergoing a profound transformation, driven by the rise of edge computing. Traditionally, AI calculations have been concentrated in massive data centers, creating challenges in terms of latency and bandwidth. Edge AI, however, disrupts this paradigm by bringing intelligence directly to the edge of data