Caltech CS156 - Machine Learning - Yaser
Yaser Abu-Mostafa

Info hash8190b5122515ab158cd29ccdb33ea946a3e529f4
Last mirror activity6d,12:30:24 ago
Size3.36GB (3,358,232,906 bytes)
Added2015-04-24 20:41:34
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ID2947
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FolderYaser-MachineLearning-CS156-Caltech
Num files54 files
File list [Hide list]
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 158.14kB
homework/hw3_sol.pdf 72.18kB
homework/hw4.pdf 174.84kB
homework/hw4_sol.pdf 72.14kB
homework/hw5.pdf 195.97kB
homework/hw5_sol.pdf 72.04kB
homework/hw6.pdf 154.47kB
homework/hw6_sol.pdf 72.16kB
homework/hw7.pdf 191.81kB
homework/hw7_sol.pdf 72.14kB
homework/hw8.pdf 154.84kB
homework/hw8_sol.pdf 72.15kB
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 426.17kB
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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