Abstract
This paper provides a brief introduction to high dimensional data, a form of 'Big Data', and gives an overview of several data analysis concepts and techniques that could be used to explore and analyse such data. An example that involves genomics data from several Sri Lankan and United Kingdom oral cancer patients is used to illustrate the methods.