Gunter Roeth from NVIDIA gave this talk at ML4HPC 2020. “The growing adoption of NVIDIA Volta GPU by the Top500 Supercomputers highlights the need of computing acceleration for this HPC & AI convergence. Many projects today demonstrate the benefit of AI for HPC, in terms of accuracy and time to solution, in many domains such as Computational Mechanics, Earth Sciences, Life Sciences, Computational Chemistry, and Computational Physics. NVIDIA today for instance, uses Physics Informed Neural Networks for the heat sink design in our DGX system.”