The Sample-Computational Tradeoff Provider: videolectures.net Language: English

Algorithmic Aspects of Machine Learning Provider: mit opencourseware Language: English

High-Dimensional Statistics Provider: mit opencourseware Language: English

Sample Complexity Bounds for Differentially Private Learning Provider: videolectures.net Language: English

Theory, Methods and Applications of Active Learning Provider: videolectures.net Language: English

Efficient Learning of Simplices Provider: videolectures.net Language: English

Topics in Statistics: Nonparametrics and Robustness Provider: mit opencourseware Language: English

Information-theoretic lower bounds on the oracle complexity of sparse convex optimization Provider: videolectures.net Language: English

From Trees to Forests and Rule Sets - A Unified Overview of Ensemble Methods Provider: videolectures.net Language: English

Sparse Exponential Weighting and Langevin Monte-Carlo Provider: videolectures.net Language: English