清华大学：机器学习（余凯、张潼）
File List
- 10-optimization in machinelearning (tong).mp4 281.6 MB
- 04-linear classification (kai).mp4 255.5 MB
- 07-model combination (tong).mp4 252.2 MB
- 13-introduction to graphicalmodels (kai).mp4 249.1 MB
- 16-transfer learning and semisupervised lear....mp4 248.6 MB
- 19-learning on the web (tong).mp4 247.6 MB
- 03-overfitting and regularization(tong).mp4 243.4 MB
- 01-Introduction.mp4 239.3 MB
- 12-sparsity models (tong).mp4 237.9 MB
- 05-basis expansion and kernelmethods (kai).mp4 232.2 MB
- 09-overview of learning theory(tong).mp4 227.6 MB
- 02-linear model (tong).mp4 222.0 MB
- 15-feature learning and deeplearning (kai).mp4 221.5 MB
- 18-learning on images (kai).mp4 220.0 MB
- 14-structured learning (kai).mp4 213.1 MB
- 08-boosting and bagging (tong).mp4 209.7 MB
- 11-online learning (tong).mp4 207.8 MB
- 17-matrix factorization andrecommendations (....mp4 201.4 MB
- 06-model selection and evaluation(kai).mp4 135.6 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 15.5 MB
- 课件/lecture 15 feature learning and deep learning (kai).pdf 11.2 MB
- 课件/lecture 16 transfer learning and semi supervised learning (kai).pdf 6.2 MB
- 课件/lecture 17 matrix factorization and recommendations (kai).pdf 3.6 MB
- 课件/lecture 13 introduction to graphical models (kai).pdf 2.2 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 1.8 MB
- 课件/lecture 04 linear classification (kai).pdf 1.0 MB
- 课件/lecture 14 structured learning (kai).pdf 790.9 KB
- 课件/lecture 06 model selection and evaluation (kai).pdf 680.5 KB
- 课件/lecture 02 linear model (tong).pdf 457.4 KB
- 课件/lecture 19 learning on the web (tong).pdf 181.1 KB
- 课件/lecture 09 overview of learning theory (tong).pdf 164.6 KB
- 课件/lecture 08 boosting and bagging (tong).pdf 152.3 KB
- 课件/lecture 07 model combination (tong).pdf 147.7 KB
- 课件/lecture 10 optimization in machine learning (tong).pdf 139.6 KB
- 课件/lecture 11 online learning (tong).pdf 134.3 KB
- 课件/lecture 03 overfitting and regularization (tong).pdf 129.1 KB
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