Data Scientist: MSc Applied Statistics & Computational Data Analytics, BSc Mathematics & Statistics, BSc Physics
This project culminated in creating an interactive app in Shiny. A suite of Machine Learning techniques were also employed, both supervised and unsupervised, from Neural Nets to Linear Discriminant Analysis.
Using R, ratio of deaths:confirmed for Italy (red), USA (green) and Switzerland (blue). Using data from John Hopkins University.
Using R, looking at confirmed cases as a fraction of a nation's cases, paints a more complex and more encouraging picture, as testing makes in-roads.
Impact of transport policy in Italy. Confirmed:tested (red), deaths:confirmed (brown) are contrasted with prevalence in workplaces (purple), transit stations (dark blue) and residential areas (green).
Using SimpleImage library (created by Stanford University) to transform one image into a Wharhol display
Comparing two types of dimensionality reduction: Principal Component Analysis and Non-Negative Matrix Factorisation.
Using Deep Learning for classification of a real world fashion items dataset. An examination of Gradient Descent as an optimisation algorithm.
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