Class 14: Statistical Learning II

Instructor: Sasha Rakhlin

Description

More on statistical learning.

Slides

Slides for this lecture: PDF

Class Reference Material

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

Chapter 2 - Foundational Results

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

• L. Devroye, L. Gyorfi, G. Lugosi, A Probabilistic Theory of Pattern Recognition, Springer, 1996.
• O. Bousquet, S. Boucheron, G. Lugosi Introduction to Statistical Learning Theory, Advanced Lectures on Machine Learning pp 169-207.