| Yaser-MachineLearning-CS156-Caltech/homework/final.pdf |
173 KB |
| Yaser-MachineLearning-CS156-Caltech/homework/final_sol.pdf |
70 KB |
| Yaser-MachineLearning-CS156-Caltech/homework/hw1.pdf |
149 KB |
| Yaser-MachineLearning-CS156-Caltech/homework/hw1_sol.pdf |
70 KB |
| Yaser-MachineLearning-CS156-Caltech/homework/hw2.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw2_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw3.pdf |
154 KB |
| Yaser-MachineLearning-CS156-Caltech/homework/hw3_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw4.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw4_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw5.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw5_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw6.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw6_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw7.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw7_sol.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw8.pdf |
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| Yaser-MachineLearning-CS156-Caltech/homework/hw8_sol.pdf |
70 KB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4 |
195.2 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4 |
185.4 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4 |
173 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 04 - Error and Noise-L_0efNkdGMc.mp4 |
143.8 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4 |
184.7 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4 |
171.5 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4 |
160.9 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4 |
171.9 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4 |
202.8 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4 |
172.9 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 11 - Overfitting-EQWr3GGCdzw.mp4 |
188.3 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 12 - Regularization-I-VfYXzC5ro.mp4 |
167.2 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 13 - Validation-o7zzaKd0Lkk.mp4 |
203.4 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4 |
168.9 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4 |
183.2 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4 |
182.8 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4 |
162.2 MB |
| Yaser-MachineLearning-CS156-Caltech/lectures/Lecture 18 - Epilogue-ihLwJPHkMRY.mp4 |
172.5 MB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides01.pdf |
300 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides02.pdf |
521 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides03.pdf |
1.1 MB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides04.pdf |
992 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides05.pdf |
505 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides06.pdf |
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| Yaser-MachineLearning-CS156-Caltech/slides/slides07.pdf |
416 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides08.pdf |
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| Yaser-MachineLearning-CS156-Caltech/slides/slides09.pdf |
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| Yaser-MachineLearning-CS156-Caltech/slides/slides10.pdf |
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| Yaser-MachineLearning-CS156-Caltech/slides/slides11.pdf |
752 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides12.pdf |
637 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides13.pdf |
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| Yaser-MachineLearning-CS156-Caltech/slides/slides14.pdf |
249 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides15.pdf |
479 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides16.pdf |
507 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides17.pdf |
858 KB |
| Yaser-MachineLearning-CS156-Caltech/slides/slides18.pdf |
251 KB |
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