3pm - 4pm
Wednesday 1 December 2021
How does a machine learn?
A seminar in the Amazing Maths Seminar Series designed to give undergraduate mathematics students a flavour of mathematics research beyond the core curriculum.
Lecture Theatre M
University of Surrey
Guildford
Surrey
GU2 7XH
University of Surrey
Guildford
Surrey
GU2 7XH
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Abstract
Over the last years, Data Science and Machine Learning gained a lot of attention. But what do machines really learn? And how? In this talk, I will introduce supervised and unsupervised learning problems such as regression analysis, classification, clustering, and dimensionality reduction. Furthermore, I will show how data-driven methods can be used to analyze high-dimensional dynamical systems and highlight potential applications in molecular dynamics and fluid dynamics.