9.520/6.860, Class 08

Class 08:Iterative Regularization via Early Stopping

Instructor: Lorenzo Rosasco


We discuss regularization methods beyond Tikhonov regularization, and in particular early stopping.

Class Reference Material

L. Rosasco, T. Poggio, Machine Learning: a Regularization Approach, MIT-9.520 Lectures Notes, Manuscript, Dec. 2017

Chapter 5 - Beyond Penalization: Spectral Filtering

Note: The course notes, in the form of the circulated book draft is the reference material for this class. Related and older material can be accessed through previous year offerings of the course.

Further Reading