Pseudodimension. This talk will present some applications of the pseudodimension.  It will touch on: risk bounds for neural networks, geometric techniques for bounding the pseudodimension of parameterized functions, hypergraph density bounds for multiclass functions, and optimal rates in multiclass classication.