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He holds a PhD in Astronomy from the University of Sussex, where his doctoral and postdoctoral research applied neural-network and statistical methods to large scientific datasets. Before returning to research he spent ten years as a data scientist in industry, building and deploying machine learning systems across the energy, technology, and public-sector fields. He lectures on data science and machine learning at the CyI Postgraduate School.