I am in my third (final) year of a PhD in Machine Learning at the University of Edinburgh, supervised by Tim Hospedales and Iain Murray. I am a member of the Centre for Doctoral Training in Data Science. My main interest is in theoretically understanding how machine learning methods work, with a current focus on the representation of discrete objects, eg. word embeddings, knowledge graph representation methods and network/graph embeddings more generally.
I moved into Artificial Intelligence/Machine Learning research after some time working in Project Finance. I hold a BSc in Mathematics and Chemistry from the University of Southampton, an MSc Mathematics and the Foundations of Computer Science (MFoCS) from the University of Oxford and MScs in Artificial Intelligence and Data Science from the University of Edinburgh.
On Understanding Knowledge Graph Representation
C Allen*, I Balažević*, T Hospedales
What the Vec? Towards Probabilistically Grounded Embeddings
C Allen, I Balažević, T Hospedales; Neural Information Processing Systems, 2019