I am a PhD student at University College London in the Department of Statistical Science, supervised by Jeremias Knoblauch and Edwin Fong. Before this, I worked as a research assistant at Aalto University supervised by Aki Vehtari.
My research interests include Bayesian probability theory and methodology, predictive model evaluation and comparison, and prior specification. I have previously held data science positions at 7Bridges Ltd., GOGOX Ltd., and VoiceIQ Ltd.
Please reach out for collaboration on future projects!
Bio
- 2023 -
- PhD candidate in Statistical Science UCL Supervised by Jeremias Knoblauch and Edwin Fong
- 2021 - 2023
- MSc Machine Learning, Data Science, and Artificial Intelligence Aalto University Thesis on "Efficient estimation of selection-induced bias in Bayesian model selection," supervised by Aki Vehtari
- Research Assistant in agile probabilistic AI Aalto University Probabilistic Machine Learning (PML) group
- 2019 - 2020
- Year abroad studying Mathematics and Computer Science Université de Bordeaux
- 2017 - 2021
- BSc (Hons) Mathematics with a Modern Language (French) University of Manchester Thesis on "Graphical models for time series analysis," supervised by Jingsong Yuan and Korbinian Strimmer
Selected research
- "Predictive performance of power posteriors." arXiv. arXiv code
- "The ARR2 prior: flexible predictive prior definition for Bayesian auto-regressions." arXiv. arXiv code
- "Efficient estimation and correction of selection-induced bias with order statistics." Statistics and Computing. arXiv code blog
- "Advances in projection predictive inference." Statistical Science (to appear). arXiv code blog
Software
I help develop the following software:- Kulprit
- Kullback-Leibler projections for Bayesian model selection author. code
- LOO
- Approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS) contributor. code
- Projpred
- Projection predictive feature selection contributor. code
- Bambi
- Bayesian model-building interface in Python contributor. code