Workshop Machine Learning and Computational Science & Engineering

Wednesday May 11, 2022 from 9:30 AM to 5:00 PM
de Zwarte Doos, TU/e campus

Workshop on the occasion of the TU/e honorary doctorate for Margot Gerritsen


09:30-09:55: Welcome with coffee and tea

09:55-10:00: Opening

10:00-10:30: Kees Oosterlee (Utrecht University): The Seven-League Scheme: Deep learning for large time step Monte Carlo simulation of SDEs

10:30-11:00: Elena Sellentin (Leiden University): Cosmological inference with ML-based emulators

11:00-11:30: Coffee/Tea break

11:30-12:00: Remco Duits (Eindhoven University of Technology): Equivariant deep learning via PDEs on the homogeneous space of positions and orientations

12:00-12:30: Olga Mula (Eindhoven University of Technology): Deep learning-based numerical schemes for singularly perturbed PDEs

12:30-13:30: Lunch break

13:30-14:00: Simon Portegies Zwart (Leiden University): Intelligent integration of planetary systems

14:00-14:30: Anna Kononova (Leiden University): Data-driven model construction with Genetic Programming

14:30-15:00: Coffee/Tea break

15:00-15:30: Jonathan Citrin (Dutch Institute for Fundamental Energy Research and Eindhoven University of Technology): Prospects of ML for accelerating multi-physics simulation in Fusion Science

15:30-16:00: Margot Gerritsen (Stanford University): Data Science: hopes, hypes and hurts

16:00-17:00: Drinks