Consistency of Empirical Risk Minimisation

Brief of the Video:

This lecture discusses that ERM is consistent if the convergence as per law of large numbers is uniform over H, the family of classifiers over which we are minimising empirical risk.

Copyright

Lecture videos are linked and streamed with permission from The National Programme on Technology Enhanced Learning (NPTEL), an initiative by seven IITs and the IISs for creating course contents in engineering and science, and funded by the Ministry of Human Resource Development. Copyright to this content is owned and maintained by the institutes participating in the NPTEL.