Index of /MainFolder/courses/MachineLearning/videos
Name
Last modified
Size
Description
Parent Directory
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01.1-Introduction-Welcome.mp4
21-Aug-2011 19:08
6.6M
01.1-Introduction-Welcome.xml
21-Aug-2011 22:16
135
01.2-Introduction-WhatIsMachineLearning-quiz.xml
09-Sep-2011 18:03
3.0K
01.2-Introduction-WhatIsMachineLearning-subtitles.xml
08-Sep-2011 21:51
31K
01.2-Introduction-WhatIsMachineLearning.mp4
21-Aug-2011 19:11
7.4M
01.2-Introduction-WhatIsMachineLearning.xml
22-Aug-2011 00:09
422
01.3-Introduction-SupervisedLearning.mp4
21-Aug-2011 19:17
9.8M
01.3-Introduction-SupervisedLearning.xml
21-Aug-2011 22:25
424
01.4-Introduction-UnsupervisedLearning.mp4
21-Aug-2011 19:22
13M
01.4-Introduction-UnsupervisedLearning.xml
21-Aug-2011 22:32
423
01.5-Introduction-InstallingOctave.mp4
22-Aug-2011 22:45
13M
01.5-Introduction-InstallingOctave.xml
22-Aug-2011 22:53
154
02.1-LinearRegressionI-SupervisedLearningIntro.mp4
01-Oct-2010 13:31
8.1M
02.1-LinearRegressionI-SupervisedLearningIntro.xml
06-Apr-2011 15:26
426
02.1-LinearRegressionI-SupervisedLearningIntro120.mp4
06-Apr-2011 14:03
13M
02.1-LinearRegressionI-SupervisedLearningIntro150.mp4
06-Apr-2011 14:07
11M
02.2-LinearRegressionI-ModelRepresentation.mp4
01-Oct-2010 13:05
7.0M
02.2-LinearRegressionI-ModelRepresentation.xml
01-Oct-2010 18:00
170
02.2-LinearRegressionI-ModelRepresentation120.mp4
06-Apr-2011 13:53
11M
02.2-LinearRegressionI-ModelRepresentation150.mp4
06-Apr-2011 13:56
9.9M
02.3-LinearRegressionI-CostFunction.mp4
01-Oct-2010 13:20
4.7M
02.3-LinearRegressionI-CostFunction.xml
01-Oct-2010 18:36
156
02.3-LinearRegressionI-CostFunction120.mp4
06-Apr-2011 13:58
9.5M
02.3-LinearRegressionI-CostFunction150.mp4
06-Apr-2011 14:00
8.5M
02.4-LinearRegressionI-GradientDescent.mp4
01-Oct-2010 14:21
14M
02.4-LinearRegressionI-GradientDescent.xml
01-Oct-2010 18:30
400
02.4-LinearRegressionI-GradientDescent120.mp4
06-Apr-2011 14:12
22M
02.4-LinearRegressionI-GradientDescent150.mp4
06-Apr-2011 14:18
20M
02.5-LinearRegressionI-GradientDescentForLinearRegression.mp4
01-Oct-2010 14:48
8.7M
02.5-LinearRegressionI-GradientDescentForLinearRegression.xml
01-Oct-2010 18:31
460
02.5-LinearRegressionI-GradientDescentForLinearRegression120.mp4
06-Apr-2011 18:15
20M
02.5-LinearRegressionI-GradientDescentForLinearRegression150.mp4
06-Apr-2011 18:21
18M
02.6-LinearRegressionI-VectorizedImplementation.mp4
01-Oct-2010 17:58
12M
02.6-LinearRegressionI-VectorizedImplementation.xml
08-Apr-2011 16:21
426
02.6-LinearRegressionI-VectorizedImplementation120.mp4
06-Apr-2011 18:51
33M
02.6-LinearRegressionI-VectorizedImplementation150.mp4
06-Apr-2011 18:59
29M
03.1-LinearRegressionII-FeatureScaling.mp4
01-Oct-2010 18:09
6.9M
03.1-LinearRegressionII-FeatureScaling.xml
01-Oct-2010 18:25
162
03.1-LinearRegressionII-FeatureScaling120.mp4
06-Apr-2011 18:26
13M
03.1-LinearRegressionII-FeatureScaling150.mp4
06-Apr-2011 18:31
12M
03.2-LinearRegressionII-LearningRate.mp4
01-Oct-2010 18:17
9.4M
03.2-LinearRegressionII-LearningRate.xml
01-Oct-2010 18:26
158
03.2-LinearRegressionII-LearningRate120.mp4
06-Apr-2011 18:37
16M
03.2-LinearRegressionII-LearningRate150.mp4
06-Apr-2011 18:43
14M
03.3-LinearRegressionII-FeaturesAndPolynomialRegression.mp4
01-Oct-2010 18:23
7.5M
03.3-LinearRegressionII-FeaturesAndPolynomialRegression.xml
01-Oct-2010 18:42
198
03.3-LinearRegressionII-FeaturesAndPolynomialRegression120.mp4
06-Apr-2011 19:17
14M
03.3-LinearRegressionII-FeaturesAndPolynomialRegression150.mp4
06-Apr-2011 19:22
12M
03.4-LinearRegressionII-NormalEquations.mp4
01-Oct-2010 18:31
9.9M
03.4-LinearRegressionII-NormalEquations.xml
01-Oct-2010 18:42
164
03.4-LinearRegressionII-NormalEquations120.mp4
06-Apr-2011 19:06
18M
03.4-LinearRegressionII-NormalEquations150.mp4
06-Apr-2011 19:12
16M
04.1-LogisticRegression-Classification.mp4
04-Oct-2010 21:17
4.1M
04.1-LogisticRegression-Classification.xml
04-Oct-2010 20:57
163
04.1-LogisticRegression-Classification120.mp4
06-Apr-2011 19:33
7.9M
04.1-LogisticRegression-Classification150.mp4
06-Apr-2011 19:36
7.3M
04.2-LogisticRegression-Model.mp4
04-Oct-2010 19:38
4.2M
04.2-LogisticRegression-Model.xml
04-Oct-2010 21:16
387
04.2-LogisticRegression-Model120.mp4
06-Apr-2011 19:38
5.6M
04.2-LogisticRegression-Model150.mp4
06-Apr-2011 19:41
5.1M
04.3-LogisticRegression-OptimizationObjectiveI.mp4
04-Oct-2010 20:02
6.8M
04.3-LogisticRegression-OptimizationObjectiveI.xml
04-Oct-2010 20:59
181
04.3-LogisticRegression-OptimizationObjectiveI120.mp4
06-Apr-2011 19:46
11M
04.3-LogisticRegression-OptimizationObjectiveI150.mp4
06-Apr-2011 19:50
9.8M
04.4-LogisticRegression-OptimizationObjectiveII.mp4
04-Oct-2010 20:27
5.0M
04.4-LogisticRegression-OptimizationObjectiveII.xml
04-Oct-2010 20:59
183
04.4-LogisticRegression-OptimizationObjectiveII120.mp4
06-Apr-2011 19:53
8.6M
04.4-LogisticRegression-OptimizationObjectiveII150.mp4
06-Apr-2011 19:57
8.1M
04.5-LogisticRegression-GradientDescent.mp4
04-Oct-2010 21:24
6.0M
04.5-LogisticRegression-GradientDescent.xml
04-Oct-2010 21:21
417
04.5-LogisticRegression-GradientDescent120.mp4
06-Apr-2011 19:26
11M
04.5-LogisticRegression-GradientDescent150.mp4
06-Apr-2011 19:30
11M
04.6-LogisticRegression-NewtonsMethodI.mp4
05-Oct-2010 09:21
6.7M
04.6-LogisticRegression-NewtonsMethodI.xml
05-Oct-2010 09:24
164
04.6-LogisticRegression-NewtonsMethodI120.mp4
06-Apr-2011 20:01
11M
04.6-LogisticRegression-NewtonsMethodI150.mp4
08-Apr-2011 16:51
10M
04.7-LogisticRegression-NewtonsMethodII.mp4
05-Oct-2010 09:48
7.2M
04.7-LogisticRegression-NewtonsMethodII.xml
05-Oct-2010 10:13
420
04.7-LogisticRegression-NewtonsMethodII120.mp4
07-Apr-2011 12:12
12M
04.7-LogisticRegression-NewtonsMethodII150.mp4
07-Apr-2011 12:21
11M
04.8-LogisticRegression-GradientDescentVsNewtonsMethod.mp4
05-Oct-2010 10:09
5.2M
04.8-LogisticRegression-GradientDescentVsNewtonsMethod.xml
05-Oct-2010 10:13
195
04.8-LogisticRegression-GradientDescentVsNewtonsMethod120.mp4
07-Apr-2011 12:28
9.5M
04.8-LogisticRegression-GradientDescentVsNewtonsMethod150.mp4
07-Apr-2011 12:35
8.6M
05.1-Regularization-TheProblemOfOverfitting.mp4
05-Oct-2010 10:54
8.0M
05.1-Regularization-TheProblemOfOverfitting.xml
05-Oct-2010 10:55
171
05.1-Regularization-TheProblemOfOverfitting120.mp4
07-Apr-2011 12:45
17M
05.1-Regularization-TheProblemOfOverfitting150.mp4
07-Apr-2011 12:55
16M
05.2-Regularization-OptimizationObjective.mp4
06-Oct-2010 14:43
6.1M
05.2-Regularization-OptimizationObjective.xml
06-Oct-2010 15:01
416
05.2-Regularization-OptimizationObjective120.mp4
07-Apr-2011 13:03
11M
05.2-Regularization-OptimizationObjective150.mp4
07-Apr-2011 13:11
10M
05.3-Regularization-CommonVariations.mp4
06-Oct-2010 14:49
5.2M
05.3-Regularization-CommonVariations.xml
06-Oct-2010 15:02
386
05.3-Regularization-CommonVariations120.mp4
07-Apr-2011 13:18
6.9M
05.3-Regularization-CommonVariations150.mp4
08-Apr-2011 12:00
5.4M
05.4-Regularization-RegularizedLinearRegression.mp4
06-Oct-2010 14:53
6.1M
05.4-Regularization-RegularizedLinearRegression.xml
06-Oct-2010 15:03
178
05.4-Regularization-RegularizedLinearRegression120.mp4
08-Apr-2011 12:08
12M
05.4-Regularization-RegularizedLinearRegression150.mp4
08-Apr-2011 12:16
11M
05.5-Regularization-RegularizedLogisticRegression.mp4
06-Oct-2010 14:58
6.1M
05.5-Regularization-RegularizedLogisticRegression.xml
06-Oct-2010 15:05
441
05.5-Regularization-RegularizedLogisticRegression120.mp4
08-Apr-2011 12:24
13M
05.5-Regularization-RegularizedLogisticRegression150.mp4
08-Apr-2011 12:32
12M
06.1-NaiveBayes-GenerativeLearningAlgorithms.mp4
06-Oct-2010 15:04
8.2M
06.1-NaiveBayes-GenerativeLearningAlgorithms.xml
06-Oct-2010 15:14
428
06.1-NaiveBayes-GenerativeLearningAlgorithms120.mp4
08-Apr-2011 14:21
21M
06.1-NaiveBayes-GenerativeLearningAlgorithms150.mp4
08-Apr-2011 14:32
19M
06.2-NaiveBayes-TextClassification.mp4
06-Oct-2010 15:10
6.7M
06.2-NaiveBayes-TextClassification.xml
06-Oct-2010 15:16
395
06.2-NaiveBayes-TextClassification120.mp4
08-Apr-2011 16:37
16M
06.2-NaiveBayes-TextClassification150.mp4
08-Apr-2011 14:41
15M