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2017

Lyrics-based Music Genre Classification Using a Hierarchical Attention Network.
In proceedings of ISMIR 2017. Code available here.

Learning Intrinsic Reward Functions for Atari.
Project as part of CS221: AI at Stanford University. Co-authored with Sofia Samaniego de la Fuente and Simon Gleeson.

2016

Valuation of American and other path-dependent options via Monte Carlo methods.
My part C dissertation whilst at the Univeristy of Oxford. Supervised by George Deligiannidis. Code available here.

2015

Effecs of Particle Attraction and Size on the Stability of Diffusion Limited Aggregation.
My Part B project whilst at the University of Oxford. Supervised by Dmitry Belyaev. Code available here.