1:10:07Lecture 01: Linear regression
A 70-minute video from Ryan T: “Lecture 01: Linear regression”.
Ryan T
6.26K subscribers on YouTube
Shorts, livestreams, trailers and promos are never listed. Unless a curator approved this channel in full, only individually picked videos appear.
1:10:07
1:16:05Lecture 02: Linear classification
A 76-minute video from Ryan T: “Lecture 02: Linear classification”.
1:03:31Lecture 04: Nonparametric regression
A 64-minute video from Ryan T: “Lecture 04: Nonparametric regression”.
1:15:46Lecture 05: Nonparametric classification
A 76-minute video from Ryan T: “Lecture 05: Nonparametric classification”.
1:16:59Lecture 06: Nonparametric classification
A 77-minute video from Ryan T: “Lecture 06: Nonparametric classification”.
52:09Lecture 07: RKHS
A 52-minute video from Ryan T: “Lecture 07: RKHS”.
1:17:21Lecture 08: Density estimation
A 77-minute video from Ryan T: “Lecture 08: Density estimation”.
1:21:13Lecture 09: Clustering
A 81-minute video from Ryan T: “Lecture 09: Clustering”.
1:20:19Lecture 10: Clustering
A 80-minute video from Ryan T: “Lecture 10: Clustering”.
1:17:30Lecture 11: Clustering
A 78-minute video from Ryan T: “Lecture 11: Clustering”.
1:18:31Lecture 12: High Dimensional Testing
A 79-minute video from Ryan T: “Lecture 12: High Dimensional Testing”.
1:09:54Lecture 13: Concentration of Measure
A 70-minute video from Ryan T: “Lecture 13: Concentration of Measure”.
1:16:56Lecture 14: Concentration of measure
A 77-minute video from Ryan T: “Lecture 14: Concentration of measure”.
1:19:08Lecture 15: Minimax theory
A 79-minute video from Ryan T: “Lecture 15: Minimax theory”.
1:16:02Lecture 16: Minimax theory
A 76-minute video from Ryan T: “Lecture 16: Minimax theory”.
1:07:46Lecture 17: Sparsity and the lasso
A 68-minute video from Ryan T: “Lecture 17: Sparsity and the lasso”.
1:15:42Lecture 18: Quasi-Newton methods
A 76-minute video from Ryan T: “Lecture 18: Quasi-Newton methods”.
1:03:37Lecture 18: Sparsity and the lasso
A 64-minute video from Ryan T: “Lecture 18: Sparsity and the lasso”.
1:15:31Lecture 19: Proximal Newton method
A 76-minute video from Ryan T: “Lecture 19: Proximal Newton method”.
1:14:24Lecture 19: Sparsity and the lasso
A 74-minute video from Ryan T: “Lecture 19: Sparsity and the lasso”.
1:14:55Lecture 20: Dual methods
A 75-minute video from Ryan T: “Lecture 20: Dual methods”.
1:13:40Lecture 20: Sparsity and the lasso
A 74-minute video from Ryan T: “Lecture 20: Sparsity and the lasso”.
1:19:02Lecture 21: Alternating direction method of multipliers (ADMM)
A 79-minute video from Ryan T: “Lecture 21: Alternating direction method of multipliers (ADMM)”.
1:09:17Lecture 21: Graphical models
A 69-minute video from Ryan T: “Lecture 21: Graphical models”.
1:12:18Lecture 22: Frank-Wolfe method
A 72-minute video from Ryan T: “Lecture 22: Frank-Wolfe method”.
1:14:49Lecture 22: Graphical models
A 75-minute video from Ryan T: “Lecture 22: Graphical models”.
1:16:28Lecture 23: Coordinate descent
A 76-minute video from Ryan T: “Lecture 23: Coordinate descent”.
52:48Lecture 24: Mixed integer programming I
A 53-minute video from Ryan T: “Lecture 24: Mixed integer programming I”.
1:14:21Lecture 25: Mixed integer programming II
A 74-minute video from Ryan T: “Lecture 25: Mixed integer programming II”.