Nathan Srebro OER/OCW Courses

Generalization Bounds for Indefinite Kernel MachinesEnglish
Video By
Ali Rahimi
Nathan Srebro
 
VideoLectures.net
Generalization Bounds for Indefinite Kernel by Ali Rahimi @VideoLectures

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Learning Bounds for Support Vector Machines with Learned KernelsEnglish
Video By
Nathan Srebro
 
VideoLectures.net
Learning Bounds for Support Vector Machines by Nathan @VideoLectures

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More Data Less Work: Runtime As A Monotonically Decreasing Function of Data SetEnglish
Video By
Nathan Srebro
 
VideoLectures.net
More Data Less Work: Runtime As A by Nathan Srebro @VideoLectures

We are used to studying runtime as an increasing function of the data set size, and are happy when this increase is not so bad (e.g. when the runtime increases linearly, or even... Watch Video

SVM Optimization: Inverse Dependence on Training Set SizeEnglish
Video By
Nathan Srebro
 
VideoLectures.net
SVM Optimization: Inverse Dependence on by Nathan Srebro @VideoLectures

We discuss how the runtime of SVM optimization should decrease as the size of the training data increases. We present theoretical and empirical results demonstrating how a simple... Watch Video

Stability and convergenceEnglish
Video By
Nathan Srebro
 
VideoLectures.net
Stability and convergence by Nathan Srebro @VideoLectures.net oer

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