An audio version of the slides is available here.
Introduced, in an informal way, the notion of persistence of 1-dimensional holes in a data set, and explained how this persistence can be represented using barcodes.
Ended up with the definition of the degree n homology vector space Hn(K) of a simplicial complex K. For finite K this vector space has finite dimension equal to the Betti number βn(K).