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Hands-On SciML: PINNs

Category
LIDA: Environment
Science Machine Learning
Date
Date
Friday 17 February 2023, 2pm - 4pm

Friday 17th February 2023 2-4pm

In person only event

Room 11.87, Leeds Institute for Data Analytics (LIDA), Level 11, Worsley Building

Speaker: Fergus Shone, PhD Researcher, University of Leeds

Do you have sparse, low-quality data, but a good understanding of the physical system you are modelling? Then physics-informed neural networks (PINNs) might be the machine learning tool for you! Come along to the SciML community's first hands-on-ML session and bring your laptop! Fergus will give us a 45min run-down on what they are and how they work. Then, following questions, coffee/tea and cake, we will get our hands dirty by building our own PINNs to work on the coding challenges that Fergus has prepared for us. The perfect way to spend a Friday afternoon!

Bio:

Fergus is a PhD researcher working with the Centre for Computational Imaging and Simulation Technologies in Biomedicine (CISTIB) and the Leeds Institute of Cardiovascular and Metabolic Medicine (LICAMM) at the University of Leeds. His research interests lie in the fields of physics-informed machine learning and super-resolution of in vivo cardiac flow data.

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