About Me
Whilst this website contains my professional research I also treat is as a personal blog, and my views are my own.
I consider my research to have three strands:
- Theoretical work, mostly concerned with developing new ML algorithms.
- MLOps, primarily in term of "how to deploy algorithms in the real world". As part of this I run the Bath CS departments GPU cluster, including developing its custom software.
- Applied work, which tends towards the application of ML to scientific problems.
Specific research interests include:
- Bayesian machine learning
- Graphical models
- Non-parametric models (esp. Dirichlet processes)
- Variational methods
- MCMC methods
- Incremental/streaming learning
- Active learning
- Density estimation
- Directional statistics