| 10-optimization in machinelearning (tong).mp4 | 281.58 MB |
| 04-linear classification (kai).mp4 | 255.5 MB |
| 07-model combination (tong).mp4 | 252.2 MB |
| 13-introduction to graphicalmodels (kai).mp4 | 249.06 MB |
| 16-transfer learning and semisupervised lear....mp4 | 248.63 MB |
| 19-learning on the web (tong).mp4 | 247.59 MB |
| 03-overfitting and regularization(tong).mp4 | 243.43 MB |
| 01-Introduction.mp4 | 239.28 MB |
| 12-sparsity models (tong).mp4 | 237.86 MB |
| 05-basis expansion and kernelmethods (kai).mp4 | 232.25 MB |
| 09-overview of learning theory(tong).mp4 | 227.57 MB |
| 02-linear model (tong).mp4 | 222.03 MB |
| 15-feature learning and deeplearning (kai).mp4 | 221.45 MB |
| 18-learning on images (kai).mp4 | 220.02 MB |
| 14-structured learning (kai).mp4 | 213.1 MB |
| 08-boosting and bagging (tong).mp4 | 209.73 MB |
| 11-online learning (tong).mp4 | 207.82 MB |
| 17-matrix factorization andrecommendations (....mp4 | 201.45 MB |
| 06-model selection and evaluation(kai).mp4 | 135.64 MB |
| 课件/lecture 18 learning on images (kai).pdf | 41.9 MB |
| 课件/lecture 01 Introduction to ML and review of linear algebra probability statistics (kai).pdf | 15.51 MB |
| 课件/lecture 15 feature learning and deep learning (kai).pdf | 11.18 MB |
| 课件/lecture 16 transfer learning and semi supervised learning (kai).pdf | 6.21 MB |
| 课件/lecture 17 matrix factorization and recommendations (kai).pdf | 3.64 MB |
| 课件/lecture 13 introduction to graphical models (kai).pdf | 2.17 MB |
| 课件/lecture 12 sparsity models (tong).pdf | 1.9 MB |
| 课件/lecture 05 basis expansion and kernel methods (kai)nonlinear_svm.pdf | 1.82 MB |
| 课件/lecture 04 linear classification (kai).pdf | 1.04 MB |
| 课件/lecture 14 structured learning (kai).pdf | 790.95 KB |
| 课件/lecture 06 model selection and evaluation (kai).pdf | 680.51 KB |
| 课件/lecture 02 linear model (tong).pdf | 457.35 KB |
| 课件/lecture 19 learning on the web (tong).pdf | 181.14 KB |
| 课件/lecture 09 overview of learning theory (tong).pdf | 164.63 KB |
| 课件/lecture 08 boosting and bagging (tong).pdf | 152.26 KB |
| 课件/lecture 07 model combination (tong).pdf | 147.69 KB |
| 课件/lecture 10 optimization in machine learning (tong).pdf | 139.65 KB |
| 课件/lecture 11 online learning (tong).pdf | 134.3 KB |
| 课件/lecture 03 overfitting and regularization (tong).pdf | 129.08 KB |