Path | Size |
clustering.pdf | 16.64MB |
Concentration-of-Measure.pdf | 282.22kB |
densityestimation.pdf | 1.45MB |
dimension_reduction.pdf | 10.27MB |
functionspaces.pdf | 224.61kB |
GraphicalModels.pdf | 1.99MB |
Lecture 01 - Review-zcMnu-3wkWo.mp4 | 232.05MB |
Lecture 02 - Function Spaces-M6628Cm12YQ.mp4 | 297.19MB |
Lecture 03 - Concentration of Measure-WalRR9lcZcc.mp4 | 603.08MB |
Lecture 04 - Concentration of Measure-wbyKfeQMrTc.mp4 | 1.47GB |
Lecture 05 - Linear Regression-eltYWhGh9wY.mp4 | 1.51GB |
Lecture 06 - Nonparametric Regression-e9mN6UH5QIQ.mp4 | 1.57GB |
Lecture 07 - Nonparametric Regression-XB6uu-sHUMM.mp4 | 703.65MB |
Lecture 08 - Trend filtering-IXvTUiYB1Ec.mp4 | 1.63GB |
Lecture 09 - Linear Classification-aB3P4yGvEOE.mp4 | 1.64GB |
Lecture 10 - Nonparametric Classification-3we__CnE-xQ.mp4 | 1.33GB |
Lecture 11 - Minimax Theory-25mNchtk9eE.mp4 | 1.61GB |
Lecture 12 - Minimax Theory-UdoS-K2puu4.mp4 | 1.49GB |
Lecture 13 - Nonparametric Bayes--8kShV_24tM.mp4 | 1.22GB |
Lecture 14 - Boosting-cWpYY2yqYmU.mp4 | 1.56GB |
Lecture 15 - Clustering-SRk90fwsZGQ.mp4 | 777.46MB |
Lecture 16 - Clustering-JhR6KdqQAxs.mp4 | 778.96MB |
Lecture 17 - Clustering-D4kJkL3fyAg.mp4 | 1.62GB |
Lecture 18 - Graphical Models-9z0gebvwb3k.mp4 | 693.74MB |
Lecture 19 - Graphical Models-OcFMSWQstsE.mp4 | 1.58GB |
Lecture 20 - Graphical Models-xNh1s6nql30.mp4 | 855.54MB |
Lecture 21 - Graphical Models-z4q8DMB6cXk.mp4 | 1.57GB |
Lecture 22 - Dimension Reduction-xtgayLRW5RM.mp4 | 1.89GB |
Lecture 23 - Dimension Reduction & Random Matrix Theory-3qRVzS-7MOs.mp4 | 852.05MB |
Lecture 24 - Random Matrix Theory & Differential Privacy-ymqZMAvaVpw.mp4 | 687.92MB |
linearclassification.pdf | 2.43MB |
LinearRegression.pdf | 259.51kB |
minimax.pdf | 353.06kB |
nonparbayes.pdf | 313.51kB |
nonparclass.pdf | 325.89kB |
NonparRegression.pdf | 650.95kB |
random_matrix_theory.pdf | 190.86kB |
Review.pdf | 154.86kB |
syllabus.pdf | 118.69kB |