7th ENES HPC Workshop - Session 2: Mix traditional modeling with ML

The 7th ENES HPC workshop, organised by the H2020 IS-ENES3 project in collaboration with the H2020 project ESiWACE2, took place as an hybrid event at the Barcelona Supercomputing Center (BSC, Barcelona) from Monday, May 9 to Wednesday, May 11 2022.
Session 2: Mix traditional modeling with ML
0:00 Introduction
2:47 Machine learning for weather and climate predictions - Peter Dueben (ECMWF)
32:20 High-Tune Explorer: a tool to accelerate model calibration based on process-oriented metrics Fleur Couvreux (Météo-France)
56:27 Fourier Neural Operators for Fast Weather Modeling Anima Anandkumar (CalTech & NVIDIA)
1:24:17 Building digital twins of the Earth for NVIDIA’s Earth-2 initiative Karthik Kashinath (NVIDIA)
1:54:00 Discussion