 an empirical error corresponding to a very large dataset.Kernels can be used to extend the above algorithms to non-parametric models (or models where the parameters form an infinite dimensional space).The corresponding procedure will no longer be truly online and instead involve storing all the data points, but is still faster than the brute force method.