Caltech CS156 - Machine Learning - Yaser
Yaser Abu-Mostafa

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FolderYaser-MachineLearning-CS156-Caltech
Num files54 files
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homework/final.pdf177.64kB
homework/final_sol.pdf71.45kB
homework/hw1.pdf152.14kB
homework/hw1_sol.pdf72.12kB
homework/hw2.pdf144.28kB
homework/hw2_sol.pdf72.14kB
homework/hw3.pdf158.14kB
homework/hw3_sol.pdf72.18kB
homework/hw4.pdf174.84kB
homework/hw4_sol.pdf72.14kB
homework/hw5.pdf195.97kB
homework/hw5_sol.pdf72.04kB
homework/hw6.pdf154.47kB
homework/hw6_sol.pdf72.16kB
homework/hw7.pdf191.81kB
homework/hw7_sol.pdf72.14kB
homework/hw8.pdf154.84kB
homework/hw8_sol.pdf72.15kB
lectures/Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4204.69MB
lectures/Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4194.43MB
lectures/Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4181.36MB
lectures/Lecture 04 - Error and Noise-L_0efNkdGMc.mp4150.73MB
lectures/Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4193.68MB
lectures/Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4179.88MB
lectures/Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4168.73MB
lectures/Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4180.29MB
lectures/Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4212.67MB
lectures/Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4181.29MB
lectures/Lecture 11 - Overfitting-EQWr3GGCdzw.mp4197.44MB
lectures/Lecture 12 - Regularization-I-VfYXzC5ro.mp4175.37MB
lectures/Lecture 13 - Validation-o7zzaKd0Lkk.mp4213.24MB
lectures/Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4177.12MB
lectures/Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4192.07MB
lectures/Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4191.65MB
lectures/Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4170.08MB
lectures/Lecture 18 - Epilogue-ihLwJPHkMRY.mp4180.87MB
slides/slides01.pdf306.77kB
slides/slides02.pdf533.86kB
slides/slides03.pdf1.12MB
slides/slides04.pdf1.02MB
slides/slides05.pdf517.01kB
slides/slides06.pdf309.56kB
slides/slides07.pdf426.17kB
slides/slides08.pdf381.68kB
slides/slides09.pdf878.12kB
slides/slides10.pdf408.37kB
slides/slides11.pdf769.88kB
slides/slides12.pdf651.92kB
slides/slides13.pdf764.88kB
slides/slides14.pdf254.77kB
slides/slides15.pdf490.63kB
slides/slides16.pdf519.61kB
slides/slides17.pdf878.50kB
slides/slides18.pdf256.88kB
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