MrGiovanni Charles

I work on math models of disease transmission and ML-based surrogates for inference and optimisation, my areas of interest include: time-series prediction, transformers for time-series, Approximate Bayesian Inference, differential equations, differentiable agent based models, optimal control and JAX development.

I also work with global health researchers in the Department for Infectious Disease Epidemiology to inform malaria elimination strategies - how, where and when should resources be invested to most effectively reduce the global case burden and eventually eradicate Plasmodium parasites, and implement spatial and temporal disease models.