Yaser-MachineLearning-CS156-Caltech
File List
- lectures/Lecture 13 - Validation-o7zzaKd0Lkk.mp4 203.4 MB
- lectures/Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4 202.8 MB
- lectures/Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4 195.2 MB
- lectures/Lecture 11 - Overfitting-EQWr3GGCdzw.mp4 188.3 MB
- lectures/Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4 185.4 MB
- lectures/Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4 184.7 MB
- lectures/Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4 183.2 MB
- lectures/Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4 182.8 MB
- lectures/Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4 173.0 MB
- lectures/Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4 172.9 MB
- lectures/Lecture 18 - Epilogue-ihLwJPHkMRY.mp4 172.5 MB
- lectures/Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4 171.9 MB
- lectures/Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4 171.5 MB
- lectures/Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4 168.9 MB
- lectures/Lecture 12 - Regularization-I-VfYXzC5ro.mp4 167.2 MB
- lectures/Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4 162.2 MB
- lectures/Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4 160.9 MB
- lectures/Lecture 04 - Error and Noise-L_0efNkdGMc.mp4 143.8 MB
- slides/slides03.pdf 1.1 MB
- slides/slides04.pdf 991.6 KB
- slides/slides17.pdf 857.9 KB
- slides/slides09.pdf 857.5 KB
- slides/slides11.pdf 751.8 KB
- slides/slides13.pdf 747.0 KB
- slides/slides12.pdf 636.6 KB
- slides/slides02.pdf 521.4 KB
- slides/slides16.pdf 507.4 KB
- slides/slides05.pdf 504.9 KB
- slides/slides15.pdf 479.1 KB
- slides/slides07.pdf 416.2 KB
- slides/slides10.pdf 398.8 KB
- slides/slides08.pdf 372.7 KB
- slides/slides06.pdf 302.3 KB
- slides/slides01.pdf 299.6 KB
- slides/slides18.pdf 250.9 KB
- slides/slides14.pdf 248.8 KB
- homework/hw5.pdf 191.4 KB
- homework/hw7.pdf 187.3 KB
- homework/final.pdf 173.5 KB
- homework/hw4.pdf 170.7 KB
- homework/hw3.pdf 154.4 KB
- homework/hw8.pdf 151.2 KB
- homework/hw6.pdf 150.8 KB
- homework/hw1.pdf 148.6 KB
- homework/hw2.pdf 140.9 KB
- homework/hw3_sol.pdf 70.5 KB
- homework/hw6_sol.pdf 70.5 KB
- homework/hw8_sol.pdf 70.5 KB
- homework/hw2_sol.pdf 70.4 KB
- homework/hw4_sol.pdf 70.4 KB
- homework/hw7_sol.pdf 70.4 KB
- homework/hw1_sol.pdf 70.4 KB
- homework/hw5_sol.pdf 70.4 KB
- homework/final_sol.pdf 69.8 KB
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