| Class 1 - Statistical Learning Theory-E1bIqR8Bqr0.mkv |
816.82MB |
| Class 2 - Tikhonov regularization and kernels-xevu1vRdX6w.mp4 |
576.41MB |
| Class 3 - Early Stopping and Spectral Regularization-D4C0GfbV4kE.mkv |
508.79MB |
| Class 4 - Regularization for multi-task learning-FX9wIzyhGSA.mp4 |
392.28MB |
| Class 5 - Sparsity based regularization-ItfAmoSZRJs.mp4 |
647.77MB |
| Class 6 - Structured sparsity-uusYjnAhH98.mkv |
659.39MB |
| Class 7 - Dictionary learning-mqDzeVsiyig.mkv |
488.30MB |
| Class 8 - Deep learning-vRJllrpBao0.mp4 |
484.25MB |
| lectures/lec3.pdf |
244.75kB |
| lectures/lec4.pdf |
5.91MB |
| lectures/lec5.pdf |
430.89kB |
| lectures/lec6.pdf |
238.18kB |
| lectures/lec7.pdf |
1.36MB |
| lectures/lec8.pdf |
4.60MB |
| lectures/lect1.pdf |
1.80MB |
| lectures/lect2.pdf |
522.21kB |
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