Traditionally, Graphical Processing Units (GPUs) were used in processing 3D content/data in gaming. Today, GPUs have become a key technology for applications in manufacturing, life sciences, and financial modeling. GPUs speed up simulations due to their fast parallel processing capabilities and are now being used extensively in Artificial Intelligence (AI) and Machine Learning (ML) applications. Creating an effective large-scale environment that utilizes GPUs takes planning, piloting, implementing at scale, and, finally, evaluation