What is Nonparametric Statistics?

"Conventional" statistics uses distributions and parameters like mean and variance.

"Nonparametric" statistics relies on being "distribution free" or using unspecified distribution parameters.

"Support Vector Machines" are a form of nonparametric statistics useful in machine learning. It is a "discriminative" classifier.