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Chemistry, Light and Dynamics Seminar
14 March 2022, 3:00 pm–4:00 pm
Learning physical laws with Machine Learning
Event Information
Open to
- UCL staff | UCL students
Organiser
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CLD Committee07528298897
Location
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CIB XLG1 LT & VirtualChristopher Ingold Building, UCL, 20 Gordon StreetLondonWC1H 0AJUnited Kingdom
Could an algorithm discover the law of universal gravitation directly from data? In this work, I will present can algorithm to extract physical laws from data, as well as properties of the system. The algorithm uses graph neural networks and symbolic regression, and can recover Newton’s law directly from observations of our Solar System. I will then discuss future prospects for learning about our Universe with machine learning.
About the Speaker
Pablo Lemos
at Department of Physics and Astronomy, University of Sussex