Index of /lectures/ml1/

../
01-1-intro.mp4                                     15-Feb-2021 08:00            83717713
01-2-types.mp4                                     15-Feb-2021 08:41            78465309
01-3-models.mp4                                    15-Feb-2021 11:36            44552394
01-4-challenges.mp4                                15-Feb-2021 11:54            54511240
02-1-classification-trees.mp4                      25-Feb-2021 09:48            67239123
02-2-regression-trees.mp4                          25-Feb-2021 09:48            48971590
02-3-growing-regression-trees.mp4                  25-Feb-2021 09:48            87785194
02-4-growing-classification-trees.mp4              25-Feb-2021 09:48            60121571
02-5-issues-1.mp4                                  25-Feb-2021 09:48            47898738
02-5-issues-2.mp4                                  25-Feb-2021 09:48            81929203
02-6-bagging.mp4                                   25-Feb-2021 11:16            75583146
02-7-random-forests.mp4                            25-Feb-2021 11:16            86471093
03-1-linear-regression-setup.mp4                   20-Mar-2021 11:28            34051168
03-2-linear-regression-max-likelihood.mp4          20-Mar-2021 11:28            66835914
03-3-linear-regression-grad-descent.mp4            20-Mar-2021 11:29            42111051
03-4-linear-regression-closed-form.mp4             20-Mar-2021 11:29            23113912
03-5-linear-regression-as-classifier.mp4           20-Mar-2021 11:29            36084151
03-6-logistic-regression-setup.mp4                 20-Mar-2021 11:30            40411335
03-7-logistic-regression-max-likelihood.mp4        20-Mar-2021 11:30            22643530
03-8-logistic-regression-grad-descent.mp4          20-Mar-2021 11:30            33535336
04-glm.mkv                                         14-Mar-2021 17:40            90742470
05-1-kernels-intro.mp4                             24-Mar-2021 18:09            71979390
05-2-svm-decision-rule.mp4                         24-Mar-2021 18:09            94054132
05-3-svm-optimization-problem.mp4                  24-Mar-2021 18:09            70174987
05-4-svm-optimization.mp4                          24-Mar-2021 18:10           152547143
05-5-kernel-trick.mp4                              26-Mar-2021 07:56            98481018
05-6-svm-noise.mp4                                 26-Mar-2021 07:56            46749488
05-7-svm-multiclass-parameters.mp4                 26-Mar-2021 07:56            34218387
05-8-svm-hinge-loss.mp4                            26-Mar-2021 09:33            43929299
06-1-ridge-regression.mp4                          29-Mar-2021 06:37           136904226
06-2-kernel-functions-examples.mp4                 29-Mar-2021 06:37           120714794
06-3-text-strings-graphs.mp4                       29-Mar-2021 06:37            77281558
06-4-mercer-kernels.mp4                            05-Apr-2021 15:23            79561131
06-5-mercer-kernels-applications.mp4               05-Apr-2021 15:23            98036087