Many real-world data sets can be viewed as a noisy sampling of an unknown high-dimensional topological space. The emergence and development of topological data analysis (TDA) over the last fifteen years or so provides a suite of tools to understand and exploit the topological structure of the underlying space from a multi-scale ...