Stochastic Gradient Descent

9.520/6.860, Class 06

Instructor: Lorenzo Rosasco

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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

Appendix – Convex Optimization

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

• S. Boyd and L. Vandenberghe, Convex Optimization, Cambridge University Press, 2009.