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The convergence of High-Performance Computing (HPC) and Artificial Intelligence (AI) has ignited significant breakthroughs across various sectors, with a sizeable impact in the manufacturing industry. AI, particularly advanced machine learning (ML) and deep learning (DL), has found a natural home in HPC systems, offering immense computational power to tackle complex AI workloads. This convergence of HPC and AI has not only accelerated progress in various fields but has also spurred substantial growth in the HPC-enabled AI market.