Path | Size |
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 |