In the rapidly evolving landscape of artificial intelligence (AI), the selection of appropriate hardware plays a Nvidia GPUs pivotal role in determining performance and efficiency. Two dominant contenders, Accelerated Processing Units (APUs), have emerged as powerful tools for tackling complex AI workloads. Conversely, each architecture exhibits di