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  • PDFLecture SlidesLecture1.pdf4.71MB
  • PPTXLecture SlidesLecture1.pptx4.54MB
  • PDFLecture SlidesLecture10.pdf1.48MB
  • PPTXLecture SlidesLecture10.pptx3.35MB
  • PDFLecture SlidesLecture11.pdf1.16MB
  • PPTXLecture SlidesLecture11.pptx7.17MB
  • PDFLecture SlidesLecture12.pdf2.30MB
  • PPTXLecture SlidesLecture12.pptx5.39MB
  • PDFLecture SlidesLecture13.pdf2.17MB
  • PPTXLecture SlidesLecture13.pptx2.79MB
  • PDFLecture SlidesLecture14.pdf1.61MB
  • PPTXLecture SlidesLecture14.pptx3.62MB
  • PDFLecture SlidesLecture15.pdf3.33MB
  • PPTXLecture SlidesLecture15.pptx6.05MB
  • PDFLecture SlidesLecture16.pdf1.42MB
  • PPTXLecture SlidesLecture16.pptx3.60MB
  • PDFLecture SlidesLecture17.pdf1.98MB
  • PPTXLecture SlidesLecture17.pptx3.78MB
  • PDFLecture SlidesLecture18.pdf1.97MB
  • PPTXLecture SlidesLecture18.pptx6.13MB
  • PDFLecture SlidesLecture2.pdf2.88MB
  • PPTXLecture SlidesLecture2.pptx5.35MB
  • PDFLecture SlidesLecture3.pdf1.80MB
  • PPTXLecture SlidesLecture3.pptx4.92MB
  • PDFLecture SlidesLecture4.pdf1.70MB
  • PPTXLecture SlidesLecture4.pptx4.40MB
  • PDFLecture SlidesLecture6.pdf1.80MB
  • PPTXLecture SlidesLecture6.pptx3.24MB
  • PDFLecture SlidesLecture7.pdf1.40MB
  • PPTXLecture SlidesLecture7.pptx2.58MB
  • PDFLecture SlidesLecture8.pdf5.23MB
  • PPTXLecture SlidesLecture8.pptx6.29MB
  • PDFLecture SlidesLecture9.pdf3.37MB
  • PPTXLecture SlidesLecture9.pptx4.96MB
  • EXEMNx.exe10.90MB
  • EXEOcte-3.2.4_i686-pc-mingw32_gcc-4.4.0_setup.exe69.61MB
  • EXEOcte.Workshop.Installer.exe117.11MB
  • RARProgramming Exercises (completed)mlclass-ex3.rar7.25MB
  • RARProgramming Exercises (completed)mlclass-ex4.rar7.26MB
  • RARProgramming Exercises (completed)mlclass-ex6.rar568.51KB
  • RARProgramming Exercises (completed)mlclass-ex7.rar10.28MB
  • RARProgramming Exercises (completed)mlclass-ex8.rar546.91KB
  • ZIPProgramming Exerciselclass-ex1.zip462.67KB
  • ZIPProgramming Exerciselclass-ex2.zip239.96KB
  • ZIPProgramming Exerciselclass-ex3.zip7.54MB
  • ZIPProgramming Exerciselclass-ex4.zip7.59MB
  • ZIPProgramming Exerciselclass-ex5.zip126.29KB
  • ZIPProgramming Exerciselclass-ex6.zip894.24KB
  • ZIPProgramming Exerciselclass-ex7.zip11.05MB
  • ZIPProgramming Exerciselclass-ex8.zip792.41KB
  • MP4Video Lectures01.1-V3-Introduction-Welcome.mp416.05MB
  • MP4Video Lectures01.2-V2-Introduction-WhatIachineLearning.mp411.44MB
  • MP4Video Lectures01.3-V2-Introduction-SupervisedLearning.mp413.65MB
  • MP4Video Lectures01.4-V2-Introduction-UnsupervisedLearning.mp418.17MB
  • MP4Video Lectures02.1-V2-LinearRegressionWithOneVariable-ModelRepresentation.mp49.49MB
  • MP4Video Lectures02.2-V2-LinearRegressionWithOneVariable-CostFunction.mp49.63MB
  • MP4Video Lectures02.3-V2-LinearRegressionWithOneVariable-CostFunctionIntuitionI.mp412.91MB
  • MP4Video Lectures02.4-V2-LinearRegressionWithOneVariable-CostFunctionIntuitionII.mp413.92MB
  • MP4Video Lectures02.5-V2-LinearRegressionWithOneVariable-GradientDescent.mp414.93MB
  • MP4Video Lectures02.6-V2-LinearRegressionWithOneVariable-GradientDescentIntuition.mp413.91MB
  • MP4Video Lectures02.7-V2-LinearRegressionWithOneVariable-GradientDescentForLinearRegression.mp413.55MB
  • MP4Video Lectures02.8-V2-What sNext.mp46.09MB
  • MP4Video Lectures03.1-V2-LinearAlgebraReview(Optional)-tricesAndVectors.mp49.79MB
  • MP4Video Lectures03.2-V2-LinearAlgebraReview(Optional)-AdditionAndScalarMultiplication.mp47.85MB
  • MP4Video Lectures03.3-V2-LinearAlgebraReview(Optional)-trixVectorMultiplication.mp415.90MB
  • MP4Video Lectures03.4-V2-LinearAlgebraReview(Optional)-trixMatrixMultiplication.mp413.81MB
  • MP4Video Lectures03.5-V2-LinearAlgebraReview(Optional)-trixMultiplicationProperties.mp410.16MB
  • MP4Video Lectures03.6-V2-LinearAlgebraReview(Optional)-InverseAndTranspose.mp414.13MB
  • MP4Video Lectures04.1-LinearRegressionWithMultipleVariables-MultipleFeatures.mp46.13MB
  • MP4Video Lectures04.2-LinearRegressionWithMultipleVariables-GradientDescentForMultipleVariables.mp44.74MB
  • MP4Video Lectures04.3-LinearRegressionWithMultipleVariables-GradientDescentInPracticeIFeatureScaling.mp47.58MB
  • MP4Video Lectures04.4-LinearRegressionWithMultipleVariables-GradientDescentInPracticeIILearningRate.mp46.86MB
  • MP4Video Lectures04.5-LinearRegressionWithMultipleVariables-FeaturesAndPolynomialRegression.mp45.74MB
  • MP4Video Lectures04.6-V2-LinearRegressionWithMultipleVariables-NorlEquation.mp413.34MB
  • MP4Video Lectures04.7-LinearRegressionWithMultipleVariables-NorlEquationNonInvertibility(Optional).mp45.18MB
  • MP4Video Lectures05.1-OcteTutorial-BasicOperations.mp420.69MB
  • MP4Video Lectures05.2-OcteTutorial-MovingDataAround.mp425.42MB
  • MP4Video Lectures05.3-OcteTutorial-ComputingOnData.mp410.37MB
  • MP4Video Lectures05.4-OcteTutorial-PlottingData.mp411.31MB
  • MP4Video Lectures05.5-OcteTutorial-ForWhileIfStatementsAndFunctions.mp419.69MB
  • MP4Video Lectures05.6-OcteTutorial-Vectorization.mp416.83MB
  • MP4Video Lectures05.7-OcteTutorial-WorkingOnAndSubmittingProgrammingExercises.mp47.25MB
  • MP4Video Lectures06.1-LogisticRegression-Classification.mp48.73MB
  • MP4Video Lectures06.2-LogisticRegression-HypothesisRepresentation.mp48.81MB
  • MP4Video Lectures06.3-LogisticRegression-DecisionBoundary.mp417.51MB
  • MP4Video Lectures06.4-LogisticRegression-CostFunction.mp414.11MB
  • MP4Video Lectures06.5-LogisticRegression-SimplifiedCostFunctionAndGradientDescent.mp413.07MB
  • MP4Video Lectures06.6-LogisticRegression-AdvancedOptimization.mp421.59MB
  • MP4Video Lectures06.7-LogisticRegression-MultiClassClassificationOneVsAll.mp47.29MB
  • MP4Video Lectures07.1-Regularization-TheProblemOfOverfitting.mp411.96MB
  • MP4Video Lectures07.2-Regularization-CostFunction.mp412.43MB
  • MP4Video Lectures07.3-Regularization-RegularizedLinearRegression.mp412.77MB
  • MP4Video Lectures07.4-Regularization-RegularizedLogisticRegression.mp413.50MB
  • MP4Video Lectures08.1-NeuralNetworksRepresentation-NonLinearHypotheses.mp411.53MB
  • MP4Video Lectures08.2-NeuralNetworksRepresentation-NeuronsAndTheBrain.mp411.47MB
  • MP4Video Lectures08.3-NeuralNetworksRepresentation-ModelRepresentationI.mp414.37MB
  • MP4Video Lectures08.4-NeuralNetworksRepresentation-ModelRepresentationII.mp414.41MB
  • MP4Video Lectures08.5-NeuralNetworksRepresentation-ExamplesAndIntuitionsI.mp48.29MB
  • MP4Video Lectures08.6-NeuralNetworksRepresentation-ExamplesAndIntuitionsII.mp416.84MB
  • MP4Video Lectures08.7-NeuralNetworksRepresentation-MultiClassClassification.mp45.41MB
  • MP4Video Lectures09.1-NeuralNetworksLearning-CostFunction.mp48.10MB
  • MP4Video Lectures09.2-NeuralNetworksLearning-BackpropagationAlgorithm.mp415.07MB
  • MP4Video Lectures09.3-NeuralNetworksLearning-BackpropagationIntuition.mp417.14MB
  • MP4Video Lectures09.3-NeuralNetworksLearning-ImplementationNoteUnrollingParameters.mp410.54MB
  • MP4Video Lectures09.4-NeuralNetworksLearning-GradientChecking.mp414.76MB
  • MP4Video Lectures09.5-NeuralNetworksLearning-RandomInitialization.mp47.95MB
  • MP4Video Lectures09.7-NeuralNetworksLearning-PuttingItTogether.mp417.88MB
  • MP4Video Lectures09.8-NeuralNetworksLearning-AutonomousDrivingExample.mp421.25MB
  • MP4Video Lectures10.1-AdviceForApplyingchineLearning-DecidingWhatToTryNext.mp47.58MB
  • MP4Video Lectures10.2-AdviceForApplyingchineLearning-EvaluatingAHypothesis.mp49.52MB
  • MP4Video Lectures10.3-AdviceForApplyingchineLearning-ModelSelectionAndTrainValidationTestSets.mp416.13MB
  • MP4Video Lectures10.4-AdviceForApplyingchineLearning-DiagnosingBiasVsVariance.mp410.42MB
  • MP4Video Lectures10.5-AdviceForApplyingchineLearning-RegularizationAndBiasVariance.mp413.87MB
  • MP4Video Lectures10.6-AdviceForApplyingchineLearning-LearningCurves.mp413.54MB
  • MP4Video Lectures10.7-AdviceForApplyingchineLearning-DecidingWhatToDoNextRevisited.mp48.94MB
  • MP4Video Lectures11.1-chineLearningSystemDesign-PrioritizingWhatToWorkOn.mp412.32MB
  • MP4Video Lectures11.2-chineLearningSystemDesign-ErrorAnalysis.mp416.94MB
  • MP4Video Lectures11.3-chineLearningSystemDesign-ErrorMetricsForSkewedClasses.mp414.24MB
  • MP4Video Lectures11.4-chineLearningSystemDesign-TradingOffPrecisionAndRecall.mp417.29MB
  • MP4Video Lectures11.5-chineLearningSystemDesign-DataForMachineLearning.mp413.98MB
  • MP4Video Lectures12.1-SupportVectorchines-OptimizationOective.mp417.77MB
  • MP4Video Lectures12.2-SupportVectorchines-LargeMarginIntuition.mp412.66MB
  • MP4Video Lectures12.3-SupportVectorchines-MathematicehindLargeMarginClassificationOptional.mp422.91MB
  • MP4Video Lectures12.4-SupportVectorchines-KernelsI.mp418.74MB
  • MP4Video Lectures12.5-SupportVectorchines-KernelsII.mp418.31MB
  • MP4Video Lectures12.6-SupportVectorchines-UsingAnSVM.mp425.76MB
  • MP4Video Lectures14.1-Clustering-UnsupervisedLearningIntroduction.mp44.12MB
  • MP4Video Lectures14.2-Clustering-KMeansAlgorithm.mp415.36MB
  • MP4Video Lectures14.3-Clustering-OptimizationOective.mp48.78MB
  • MP4Video Lectures14.4-Clustering-RandomInitialization.mp49.31MB
  • MP4Video Lectures14.5-Clustering-ChoosingTheNumberOfClusters.mp410.11MB
  • MP4Video Lectures15.1-DimensionalityReduction-MotivationIDataCompression.mp417.63MB
  • MP4Video Lectures15.2-DimensionalityReduction-MotivationIIVisualization.mp46.91MB
  • MP4Video Lectures15.3-DimensionalityReduction-PrincipalComponentAnalysisProblemFormulation.mp411.40MB
  • MP4Video Lectures15.4-DimensionalityReduction-PrincipalComponentAnalysisAlgorithm.mp419.40MB
  • MP4Video Lectures15.5-DimensionalityReduction-ChoosingTheNumberOfPrincipalComponents.mp412.47MB
  • MP4Video Lectures15.6-DimensionalityReduction-ReconstructionFromCompressedRepresentation.mp45.93MB
  • MP4Video Lectures15.7-DimensionalityReduction-AdviceForApplyingPCA.mp415.80MB
  • MP4Video Lectures16.1-AnolyDetection-ProblemMotivation-V1.mp48.83MB
  • MP4Video Lectures16.2-AnolyDetection-GaussianDistribution.mp412.88MB
  • MP4Video Lectures16.3-AnolyDetection-Algorithm.mp415.30MB
  • MP4Video Lectures16.4-AnolyDetection-DevelopingAndEvaluatingAnAnomalyDetectionSystem.mp416.92MB
  • MP4Video Lectures16.5-AnolyDetection-AnomalyDetectionVsSupervisedLearning-V1.mp410.79MB
  • MP4Video Lectures16.7-AnolyDetection-MultivariateGaussianDistribution-OPTIONAL.mp417.27MB
  • MP4Video Lectures16.8-AnolyDetection-AnomalyDetectionUsingTheMultivariateGaussianDistribution-OPTIONAL.mp417.75MB
  • MP4Video Lectures17.1-RecommenderSystems-ProblemFormulation.mp413.65MB
  • MP4Video Lectures17.2-RecommenderSystems-ContentBasedRecommendations.mp418.73MB
  • MP4Video Lectures17.3-RecommenderSystems-CollaborativeFiltering-V1.mp413.10MB
  • MP4Video Lectures17.4-RecommenderSystems-CollaborativeFilteringAlgorithm.mp411.44MB
  • MP4Video Lectures17.6-RecommenderSystems-ImplementationalDetailMeanNorlization.mp410.46MB
  • MP4Video Lectures18.1-LargeScalechineLearning-LearningWithLargeDatasets.mp47.12MB
  • MP4Video Lectures18.2-LargeScalechineLearning-StochasticGradientDescent.mp416.40MB
  • MP4Video Lectures18.3-LargeScalechineLearning-MiniBatchGradientDescent.mp47.99MB
  • MP4Video Lectures18.4-LargeScalechineLearning-StochasticGradientDescentConvergence.mp414.41MB
  • MP4Video Lectures18.5-LargeScalechineLearning-OnlineLearning.mp415.96MB
  • MP4Video Lectures18.6-LargeScalechineLearning-MapReduceAndDataParalleli.mp417.30MB
  • MP4Video Lectures19.1-ApplicationExamplePhotoOCR-ProblemDescriptionAndPipeline.mp48.54MB
  • MP4Video Lectures19.2-ApplicationExamplePhotoOCR-SlidingWindows.mp418.04MB
  • MP4Video Lectures19.3-ApplicationExamplePhotoOCR-GettingLotsOtaArtificialDataSynthesis.mp420.40MB
  • MP4Video Lectures19.4-ApplicationExamplePhotoOCR-CeilingAnalysisWhatPartOfThePipelineToWorkOnNext.mp417.83MB
  • MP4Video Lectures20.1-Conclusion-SumryAndThankYou.mp44.52MB
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