| 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 |
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