  We discuss and review recent developments in the area of applied algebraic
topology, such as persistent homology and barcodes. In particular, we discuss
how these are related to understanding more about manifold learning from random
point cloud data, the algebraic structure of simplicial complexes determined by
random vertices, and, in most detail, the algebraic topology of the excursion
sets of random fields.
