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ml-class
magnet:?xt=urn:btih:4C9577E80A76E69046AE4D74B51BCB1545D95F1E&dn=ml-class
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4C9577E80A76E69046AE4D74B51BCB1545D95F1E
infohash:
130
文件数量
1.78 GB
文件大小
2011-12-20 21:15
创建日期
2024-12-12 13:51
最后访问
相关分词
ml-class
MSBNx.exe 10.9 MB
Octave-3.2.4_i686-pc-mingw32_gcc-4.4.0_setup.exe 69.61 MB
Octave.Workshop.Installer.exe 117.11 MB
Programming Exercises (completed)/mlclass-ex1.rar 10.98 KB
Programming Exercises (completed)/mlclass-ex2.rar 15.25 KB
Programming Exercises (completed)/mlclass-ex3.rar 7.25 MB
Programming Exercises (completed)/mlclass-ex4.rar 7.26 MB
Programming Exercises (completed)/mlclass-ex5.rar 16.36 KB
Programming Exercises (completed)/mlclass-ex6.rar 568.51 KB
Programming Exercises (completed)/mlclass-ex7.rar 10.28 MB
Programming Exercises (completed)/mlclass-ex8.rar 546.91 KB
Programming Exercises/mlclass-ex1.zip 462.67 KB
Programming Exercises/mlclass-ex2.zip 239.96 KB
Programming Exercises/mlclass-ex3.zip 7.54 MB
Programming Exercises/mlclass-ex4.zip 7.59 MB
Programming Exercises/mlclass-ex5.zip 126.29 KB
Programming Exercises/mlclass-ex6.zip 894.24 KB
Programming Exercises/mlclass-ex7.zip 11.05 MB
Programming Exercises/mlclass-ex8.zip 792.41 KB
Video Lectures/01.1-V3-Introduction-Welcome.mp4 16.05 MB
Video Lectures/01.2-V2-Introduction-WhatIsMachineLearning.mp4 11.44 MB
Video Lectures/01.3-V2-Introduction-SupervisedLearning.mp4 13.65 MB
Video Lectures/01.4-V2-Introduction-UnsupervisedLearning.mp4 18.17 MB
Video Lectures/02.1-V2-LinearRegressionWithOneVariable-ModelRepresentation.mp4 9.49 MB
Video Lectures/02.2-V2-LinearRegressionWithOneVariable-CostFunction.mp4 9.63 MB
Video Lectures/02.3-V2-LinearRegressionWithOneVariable-CostFunctionIntuitionI.mp4 12.91 MB
Video Lectures/02.4-V2-LinearRegressionWithOneVariable-CostFunctionIntuitionII.mp4 13.92 MB
Video Lectures/02.5-V2-LinearRegressionWithOneVariable-GradientDescent.mp4 14.93 MB
Video Lectures/02.6-V2-LinearRegressionWithOneVariable-GradientDescentIntuition.mp4 13.91 MB
Video Lectures/02.7-V2-LinearRegressionWithOneVariable-GradientDescentForLinearRegression.mp4 13.55 MB
Video Lectures/02.8-V2-What'sNext.mp4 6.09 MB
Video Lectures/03.1-V2-LinearAlgebraReview(Optional)-MatricesAndVectors.mp4 9.79 MB
Video Lectures/03.2-V2-LinearAlgebraReview(Optional)-AdditionAndScalarMultiplication.mp4 7.85 MB
Video Lectures/03.3-V2-LinearAlgebraReview(Optional)-MatrixVectorMultiplication.mp4 15.9 MB
Video Lectures/03.4-V2-LinearAlgebraReview(Optional)-MatrixMatrixMultiplication.mp4 13.81 MB
Video Lectures/03.5-V2-LinearAlgebraReview(Optional)-MatrixMultiplicationProperties.mp4 10.16 MB
Video Lectures/03.6-V2-LinearAlgebraReview(Optional)-InverseAndTranspose.mp4 14.13 MB
Video Lectures/04.1-LinearRegressionWithMultipleVariables-MultipleFeatures.mp4 6.13 MB
Video Lectures/04.2-LinearRegressionWithMultipleVariables-GradientDescentForMultipleVariables.mp4 4.74 MB
Video Lectures/04.3-LinearRegressionWithMultipleVariables-GradientDescentInPracticeIFeatureScaling.mp4 7.58 MB
Video Lectures/04.4-LinearRegressionWithMultipleVariables-GradientDescentInPracticeIILearningRate.mp4 6.86 MB
Video Lectures/04.5-LinearRegressionWithMultipleVariables-FeaturesAndPolynomialRegression.mp4 5.74 MB
Video Lectures/04.6-V2-LinearRegressionWithMultipleVariables-NormalEquation.mp4 13.34 MB
Video Lectures/04.7-LinearRegressionWithMultipleVariables-NormalEquationNonInvertibility(Optional).mp4 5.18 MB
Video Lectures/05.1-OctaveTutorial-BasicOperations.mp4 20.69 MB
Video Lectures/05.2-OctaveTutorial-MovingDataAround.mp4 25.42 MB
Video Lectures/05.3-OctaveTutorial-ComputingOnData.mp4 10.37 MB
Video Lectures/05.4-OctaveTutorial-PlottingData.mp4 11.31 MB
Video Lectures/05.5-OctaveTutorial-ForWhileIfStatementsAndFunctions.mp4 19.69 MB
Video Lectures/05.6-OctaveTutorial-Vectorization.mp4 16.83 MB
Video Lectures/05.7-OctaveTutorial-WorkingOnAndSubmittingProgrammingExercises.mp4 7.25 MB
Video Lectures/06.1-LogisticRegression-Classification.mp4 8.73 MB
Video Lectures/06.2-LogisticRegression-HypothesisRepresentation.mp4 8.81 MB
Video Lectures/06.3-LogisticRegression-DecisionBoundary.mp4 17.51 MB
Video Lectures/06.4-LogisticRegression-CostFunction.mp4 14.11 MB
Video Lectures/06.5-LogisticRegression-SimplifiedCostFunctionAndGradientDescent.mp4 13.07 MB
Video Lectures/06.6-LogisticRegression-AdvancedOptimization.mp4 21.59 MB
Video Lectures/06.7-LogisticRegression-MultiClassClassificationOneVsAll.mp4 7.29 MB
Video Lectures/07.1-Regularization-TheProblemOfOverfitting.mp4 11.96 MB
Video Lectures/07.2-Regularization-CostFunction.mp4 12.43 MB
Video Lectures/07.3-Regularization-RegularizedLinearRegression.mp4 12.77 MB
Video Lectures/07.4-Regularization-RegularizedLogisticRegression.mp4 13.5 MB
Video Lectures/08.1-NeuralNetworksRepresentation-NonLinearHypotheses.mp4 11.53 MB
Video Lectures/08.2-NeuralNetworksRepresentation-NeuronsAndTheBrain.mp4 11.47 MB
Video Lectures/08.3-NeuralNetworksRepresentation-ModelRepresentationI.mp4 14.37 MB
Video Lectures/08.4-NeuralNetworksRepresentation-ModelRepresentationII.mp4 14.41 MB
Video Lectures/08.5-NeuralNetworksRepresentation-ExamplesAndIntuitionsI.mp4 8.29 MB
Video Lectures/08.6-NeuralNetworksRepresentation-ExamplesAndIntuitionsII.mp4 16.84 MB
Video Lectures/08.7-NeuralNetworksRepresentation-MultiClassClassification.mp4 5.41 MB
Video Lectures/09.1-NeuralNetworksLearning-CostFunction.mp4 8.1 MB
Video Lectures/09.2-NeuralNetworksLearning-BackpropagationAlgorithm.mp4 15.07 MB
Video Lectures/09.3-NeuralNetworksLearning-BackpropagationIntuition.mp4 17.14 MB
Video Lectures/09.3-NeuralNetworksLearning-ImplementationNoteUnrollingParameters.mp4 10.54 MB
Video Lectures/09.4-NeuralNetworksLearning-GradientChecking.mp4 14.76 MB
Video Lectures/09.5-NeuralNetworksLearning-RandomInitialization.mp4 7.95 MB
Video Lectures/09.7-NeuralNetworksLearning-PuttingItTogether.mp4 17.88 MB
Video Lectures/09.8-NeuralNetworksLearning-AutonomousDrivingExample.mp4 21.25 MB
Video Lectures/10.1-AdviceForApplyingMachineLearning-DecidingWhatToTryNext.mp4 7.58 MB
Video Lectures/10.2-AdviceForApplyingMachineLearning-EvaluatingAHypothesis.mp4 9.52 MB
Video Lectures/10.3-AdviceForApplyingMachineLearning-ModelSelectionAndTrainValidationTestSets.mp4 16.13 MB
Video Lectures/10.4-AdviceForApplyingMachineLearning-DiagnosingBiasVsVariance.mp4 10.42 MB
Video Lectures/10.5-AdviceForApplyingMachineLearning-RegularizationAndBiasVariance.mp4 13.87 MB
Video Lectures/10.6-AdviceForApplyingMachineLearning-LearningCurves.mp4 13.54 MB
Video Lectures/10.7-AdviceForApplyingMachineLearning-DecidingWhatToDoNextRevisited.mp4 8.94 MB
Video Lectures/11.1-MachineLearningSystemDesign-PrioritizingWhatToWorkOn.mp4 12.32 MB
Video Lectures/11.2-MachineLearningSystemDesign-ErrorAnalysis.mp4 16.94 MB
Video Lectures/11.3-MachineLearningSystemDesign-ErrorMetricsForSkewedClasses.mp4 14.24 MB
Video Lectures/11.4-MachineLearningSystemDesign-TradingOffPrecisionAndRecall.mp4 17.29 MB
Video Lectures/11.5-MachineLearningSystemDesign-DataForMachineLearning.mp4 13.98 MB
Video Lectures/12.1-SupportVectorMachines-OptimizationObjective.mp4 17.77 MB
Video Lectures/12.2-SupportVectorMachines-LargeMarginIntuition.mp4 12.66 MB
Video Lectures/12.3-SupportVectorMachines-MathematicsBehindLargeMarginClassificationOptional.mp4 22.91 MB
Video Lectures/12.4-SupportVectorMachines-KernelsI.mp4 18.74 MB
Video Lectures/12.5-SupportVectorMachines-KernelsII.mp4 18.31 MB
Video Lectures/12.6-SupportVectorMachines-UsingAnSVM.mp4 25.76 MB
Video Lectures/14.1-Clustering-UnsupervisedLearningIntroduction.mp4 4.12 MB
Video Lectures/14.2-Clustering-KMeansAlgorithm.mp4 15.36 MB
Video Lectures/14.3-Clustering-OptimizationObjective.mp4 8.78 MB
Video Lectures/14.4-Clustering-RandomInitialization.mp4 9.31 MB
Video Lectures/14.5-Clustering-ChoosingTheNumberOfClusters.mp4 10.11 MB
Video Lectures/15.1-DimensionalityReduction-MotivationIDataCompression.mp4 17.63 MB
Video Lectures/15.2-DimensionalityReduction-MotivationIIVisualization.mp4 6.91 MB
Video Lectures/15.3-DimensionalityReduction-PrincipalComponentAnalysisProblemFormulation.mp4 11.4 MB
Video Lectures/15.4-DimensionalityReduction-PrincipalComponentAnalysisAlgorithm.mp4 19.4 MB
Video Lectures/15.5-DimensionalityReduction-ChoosingTheNumberOfPrincipalComponents.mp4 12.47 MB
Video Lectures/15.6-DimensionalityReduction-ReconstructionFromCompressedRepresentation.mp4 5.93 MB
Video Lectures/15.7-DimensionalityReduction-AdviceForApplyingPCA.mp4 15.8 MB
Video Lectures/16.1-AnomalyDetection-ProblemMotivation-V1.mp4 8.83 MB
Video Lectures/16.2-AnomalyDetection-GaussianDistribution.mp4 12.88 MB
Video Lectures/16.3-AnomalyDetection-Algorithm.mp4 15.3 MB
Video Lectures/16.4-AnomalyDetection-DevelopingAndEvaluatingAnAnomalyDetectionSystem.mp4 16.92 MB
Video Lectures/16.5-AnomalyDetection-AnomalyDetectionVsSupervisedLearning-V1.mp4 10.79 MB
Video Lectures/16.7-AnomalyDetection-MultivariateGaussianDistribution-OPTIONAL.mp4 17.27 MB
Video Lectures/16.8-AnomalyDetection-AnomalyDetectionUsingTheMultivariateGaussianDistribution-OPTIONAL.mp4 17.75 MB
Video Lectures/17.1-RecommenderSystems-ProblemFormulation.mp4 13.65 MB
Video Lectures/17.2-RecommenderSystems-ContentBasedRecommendations.mp4 18.73 MB
Video Lectures/17.3-RecommenderSystems-CollaborativeFiltering-V1.mp4 13.1 MB
Video Lectures/17.4-RecommenderSystems-CollaborativeFilteringAlgorithm.mp4 11.44 MB
Video Lectures/17.6-RecommenderSystems-ImplementationalDetailMeanNormalization.mp4 10.46 MB
Video Lectures/18.1-LargeScaleMachineLearning-LearningWithLargeDatasets.mp4 7.12 MB
Video Lectures/18.2-LargeScaleMachineLearning-StochasticGradientDescent.mp4 16.4 MB
Video Lectures/18.3-LargeScaleMachineLearning-MiniBatchGradientDescent.mp4 7.99 MB
Video Lectures/18.4-LargeScaleMachineLearning-StochasticGradientDescentConvergence.mp4 14.41 MB
Video Lectures/18.5-LargeScaleMachineLearning-OnlineLearning.mp4 15.96 MB
Video Lectures/18.6-LargeScaleMachineLearning-MapReduceAndDataParallelism.mp4 17.3 MB
Video Lectures/19.1-ApplicationExamplePhotoOCR-ProblemDescriptionAndPipeline.mp4 8.54 MB
Video Lectures/19.2-ApplicationExamplePhotoOCR-SlidingWindows.mp4 18.04 MB
Video Lectures/19.3-ApplicationExamplePhotoOCR-GettingLotsOfDataArtificialDataSynthesis.mp4 20.4 MB
Video Lectures/19.4-ApplicationExamplePhotoOCR-CeilingAnalysisWhatPartOfThePipelineToWorkOnNext.mp4 17.83 MB
Video Lectures/20.1-Conclusion-SummaryAndThankYou.mp4 4.52 MB
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