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From Data-Driven Designs to Data-Driven Co-Design
DescriptionMuch attention is being placed on the use of artificial intelligence and machine learning for application development, system design, and performance analysis. Using our ongoing work on data-driven HPC, including AI and ML-based approaches, for HPC application trace and performance data synthesis, HPC software synthesis and code optimizations, and HPC system-monitoring, this talk inspires the promise of principled and automated data-driven approaches in the HPC system design lifecycle.