Yaser MachineLearning CS156 Caltech | 8190B5122515AB158CD29CCDB33EA946A3E529F4

Yaser MachineLearning CS156 Caltech

Name	Yaser-MachineLearning-CS156-Caltech	DOWNLOAD Copy Link
Total Size	3.4 GB
Total Files	54
Last Seen	2024-10-09 22:48
Hash	8190B5122515AB158CD29CCDB33EA946A3E529F4

/homework/
final.pdf	177.6 KB
final_sol.pdf	71.5 KB
hw1.pdf	152.1 KB
hw1_sol.pdf	72.1 KB
hw2.pdf	144.3 KB
hw2_sol.pdf	72.1 KB
hw3.pdf	158.1 KB
hw3_sol.pdf	72.2 KB
hw4.pdf	174.8 KB
hw4_sol.pdf	72.1 KB
hw5.pdf	196.0 KB
hw5_sol.pdf	72.0 KB
hw6.pdf	154.5 KB
hw6_sol.pdf	72.2 KB
hw7.pdf	191.8 KB
hw7_sol.pdf	72.1 KB
hw8.pdf	154.8 KB
hw8_sol.pdf	72.2 KB
/lectures/
Lecture 01 - The Learning Problem-mbyG85GZ0PI.mp4	204.7 MB
Lecture 02 - Is Learning Feasible-MEG35RDD7RA.mp4	194.4 MB
Lecture 03 - The Linear Model I-FIbVs5GbBlQ.mp4	181.4 MB
Lecture 04 - Error and Noise-L_0efNkdGMc.mp4	150.7 MB
Lecture 05 - Training Versus Testing-SEYAnnLazMU.mp4	193.7 MB
Lecture 06 - Theory of Generalization-6FWRijsmLtE.mp4	179.9 MB
Lecture 07 - The VC Dimension-Dc0sr0kdBVI.mp4	168.7 MB
Lecture 08 - Bias-Variance Tradeoff-zrEyxfl2-a8.mp4	180.3 MB
Lecture 09 - The Linear Model II-qSTHZvN8hzs.mp4	212.7 MB
Lecture 10 - Neural Networks-Ih5Mr93E-2c.mp4	181.3 MB
Lecture 11 - Overfitting-EQWr3GGCdzw.mp4	197.4 MB
Lecture 12 - Regularization-I-VfYXzC5ro.mp4	175.4 MB
Lecture 13 - Validation-o7zzaKd0Lkk.mp4	213.2 MB
Lecture 14 - Support Vector Machines-eHsErlPJWUU.mp4	177.1 MB
Lecture 15 - Kernel Methods-XUj5JbQihlU.mp4	192.1 MB
Lecture 16 - Radial Basis Functions-O8CfrnOPtLc.mp4	191.6 MB
Lecture 17 - Three Learning Principles-EZBUDG12Nr0.mp4	170.1 MB
Lecture 18 - Epilogue-ihLwJPHkMRY.mp4	180.9 MB
/slides/
slides01.pdf	306.8 KB
slides02.pdf	533.9 KB
slides03.pdf	1.1 MB
slides04.pdf	1.0 MB
slides05.pdf	517.0 KB
slides06.pdf	309.6 KB
slides07.pdf	426.2 KB
slides08.pdf	381.7 KB
slides09.pdf	878.1 KB
slides10.pdf	408.4 KB
slides11.pdf	769.9 KB
slides12.pdf	651.9 KB
slides13.pdf	764.9 KB
slides14.pdf	254.8 KB
slides15.pdf	490.6 KB
slides16.pdf	519.6 KB
slides17.pdf	878.5 KB
slides18.pdf	256.9 KB
Total files 54