Machine learning using neural networks is a very powerful

methodology which has demonstrated utility in many different

situations. In this talk I will show how work in the

mathematical discipline called topological data analysis can

be used to (1) lessen the amount of data needed in order to

be able to learn and (2) make the computations more

transparent. We will work primarily with image and video

data.