| homework/final.pdf |
177.64kB |
| homework/final_sol.pdf |
71.45kB |
| homework/hw1.pdf |
152.14kB |
| homework/hw1_sol.pdf |
72.12kB |
| homework/hw2.pdf |
144.28kB |
| homework/hw2_sol.pdf |
72.14kB |
| homework/hw3.pdf |
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| homework/hw3_sol.pdf |
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| homework/hw4.pdf |
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| homework/hw4_sol.pdf |
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| homework/hw5.pdf |
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| homework/hw5_sol.pdf |
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| homework/hw6.pdf |
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| homework/hw6_sol.pdf |
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| homework/hw7.pdf |
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| homework/hw7_sol.pdf |
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| homework/hw8.pdf |
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| homework/hw8_sol.pdf |
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| lectures/Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4 |
204.69MB |
| lectures/Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4 |
194.43MB |
| lectures/Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4 |
181.36MB |
| lectures/Lecture 04 - Error and Noise-L_0efNkdGMc.mp4 |
150.73MB |
| lectures/Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4 |
193.68MB |
| lectures/Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4 |
179.88MB |
| lectures/Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4 |
168.73MB |
| lectures/Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4 |
180.29MB |
| lectures/Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4 |
212.67MB |
| lectures/Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4 |
181.29MB |
| lectures/Lecture 11 - Overfitting-EQWr3GGCdzw.mp4 |
197.44MB |
| lectures/Lecture 12 - Regularization-I-VfYXzC5ro.mp4 |
175.37MB |
| lectures/Lecture 13 - Validation-o7zzaKd0Lkk.mp4 |
213.24MB |
| lectures/Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4 |
177.12MB |
| lectures/Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4 |
192.07MB |
| lectures/Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4 |
191.65MB |
| lectures/Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4 |
170.08MB |
| lectures/Lecture 18 - Epilogue-ihLwJPHkMRY.mp4 |
180.87MB |
| slides/slides01.pdf |
306.77kB |
| slides/slides02.pdf |
533.86kB |
| slides/slides03.pdf |
1.12MB |
| slides/slides04.pdf |
1.02MB |
| slides/slides05.pdf |
517.01kB |
| slides/slides06.pdf |
309.56kB |
| slides/slides07.pdf |
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| slides/slides08.pdf |
381.68kB |
| slides/slides09.pdf |
878.12kB |
| slides/slides10.pdf |
408.37kB |
| slides/slides11.pdf |
769.88kB |
| slides/slides12.pdf |
651.92kB |
| slides/slides13.pdf |
764.88kB |
| slides/slides14.pdf |
254.77kB |
| slides/slides15.pdf |
490.63kB |
| slides/slides16.pdf |
519.61kB |
| slides/slides17.pdf |
878.50kB |
| slides/slides18.pdf |
256.88kB |
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