Scientific Machine Learning at Extreme Scale: Optimal Control for Deep Learning in High-Performance Computing

Executive Summary

We will develop advanced optimization strategies that leverage many-core high-performance computing systems in order to improve and accelerate current machine learning models. We will combine machine learning, high-performance simulations, and data analysis to improve prediction for national security applications.