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Statistical Learning Theory Courses

Learning from Dependent Data - Lecture 1
International Centre for Theoretical Sciences via YouTube
Quantum Statistical Query Learning II of II - IPAM at UCLA
Institute for Pure & Applied Mathematics (IPAM) via YouTube
On the Variance and Admissibility of Empirical Risk Minimization on Convex Classes
Hausdorff Center for Mathematics via YouTube
Robust Learning of a Single Neuron - Bridging Computational Gaps Using Optimization
Institute for Pure & Applied Mathematics (IPAM) via YouTube
Random Tessellation Forests: Overcoming the Curse of Dimensionality
Hausdorff Center for Mathematics via YouTube
Testing Assumptions of Learning Algorithms
Simons Institute via YouTube
Towards Understanding the Implicit Regularization Effect of SGD
MITCBMM via YouTube
Open Problems in the Theory of Deep Learning - Panel Discussion
MITCBMM via YouTube
The Elusive Generalization and Easy Optimization - Part 2
Institute for Pure & Applied Mathematics (IPAM) via YouTube
The Elusive Generalization and Easy Optimization in Machine Learning - Part 1
Institute for Pure & Applied Mathematics (IPAM) via YouTube
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