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| final_sol.pdf |
69.78KB |
| final.pdf |
173.48KB |
| hw1_sol.pdf |
70.43KB |
| hw1.pdf |
148.58KB |
| hw2_sol.pdf |
70.45KB |
| hw2.pdf |
140.90KB |
| hw3_sol.pdf |
70.49KB |
| hw3.pdf |
154.43KB |
| hw4_sol.pdf |
70.45KB |
| hw4.pdf |
170.74KB |
| hw5_sol.pdf |
70.35KB |
| hw5.pdf |
191.37KB |
| hw6_sol.pdf |
70.47KB |
| hw6.pdf |
150.85KB |
| hw7_sol.pdf |
70.45KB |
| hw7.pdf |
187.31KB |
| hw8_sol.pdf |
70.46KB |
| hw8.pdf |
151.21KB |
| Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4 |
195.21MB |
| Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4 |
185.43MB |
| Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4 |
172.96MB |
| Lecture 04 - Error and Noise-L_0efNkdGMc.mp4 |
143.75MB |
| Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4 |
184.70MB |
| Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4 |
171.54MB |
| Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4 |
160.91MB |
| Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4 |
171.94MB |
| Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4 |
202.82MB |
| Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4 |
172.89MB |
| Lecture 11 - Overfitting-EQWr3GGCdzw.mp4 |
188.30MB |
| Lecture 12 - Regularization-I-VfYXzC5ro.mp4 |
167.25MB |
| Lecture 13 - Validation-o7zzaKd0Lkk.mp4 |
203.36MB |
| Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4 |
168.91MB |
| Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4 |
183.17MB |
| Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4 |
182.77MB |
| Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4 |
162.20MB |
| Lecture 18 - Epilogue-ihLwJPHkMRY.mp4 |
172.49MB |
| slides01.pdf |
299.58KB |
| slides02.pdf |
521.35KB |
| slides03.pdf |
1.07MB |
| slides04.pdf |
991.64KB |
| slides05.pdf |
504.89KB |
| slides06.pdf |
302.31KB |
| slides07.pdf |
416.19KB |
| slides08.pdf |
372.74KB |
| slides09.pdf |
857.54KB |
| slides10.pdf |
398.80KB |
| slides11.pdf |
751.84KB |
| slides12.pdf |
636.64KB |
| slides13.pdf |
746.95KB |
| slides14.pdf |
248.79KB |
| slides15.pdf |
479.13KB |
| slides16.pdf |
507.43KB |
| slides17.pdf |
857.91KB |
| slides18.pdf |
250.86KB |