ExCALIBUR Workshop: Data Driven Algorithms

Dr Jemma Shipton

A workshop on Data Driven Algorithms as part of the ExCALIBUR-funded RSE Training Programme.

University of Exeter

<h3>Schedule</h3> <h4>Tuesday 30th January</h4>Syndicate Room C, Building:One12.30 Lunch, Syndicate Room C, Building:OneKolade Teaching Room, Building:One13.30 Introduction, Jemma Shipton14.00 Trends and developments in hardware and data driven applications, David Acreman15.00 Break15.30 Simulation and Machine Learning Integration (SiMLInt), Anna Roubickova18.00 Dinner <h4>Wednesday 31st January</h4>Seminar Room 08, Forum9.00 Hands on session: SiMLIntMarchant Syndicate Room A, Building:One10.30 Intro to uncertainty quantification at the exascale, Louise Klimpton11.15 Break11.45 Emulating complex dynamical simulators with random Fourier features, Hossein Mohammadi12.30 LunchSyndicate Room C, Building:One13.30 Gaussian Processes for Parallel TimesteppingKamran PentlandNearest Neighbor GParareal: Improving Scalability of Gaussian Processes for Parallel-in-Time Solvers, Guglielmo Gattiglio15.30 Break16.00 Coupling Firedrake and PyTorch, Nacime Bouziani <h4>Thursday 1st February</h4>Marchant Syndicate Room A, Building:One9.00 Coffee and pastries9.30 Linear methods for concise representation of complex models and data, Hugo Lambert10.00 Data Interaction with Finite Element Models in Firedrake, Reuben Nixon-Hill10.30 Using Data-Driven Methods to Guide Discretisation Selection and Adaptation, Joe Wallwork11.00 Stephen Thomson11.30 End (picnic lunches available)

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