01. Course Overview\01. Course Overview.mp4 |
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01. Course Overview\01. Course Overview.srt |
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02. Getting Started with Bootstrapping in R\01. Prerequisites and Course Outline.mp4 |
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02. Getting Started with Bootstrapping in R\01. Prerequisites and Course Outline.srt |
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02. Getting Started with Bootstrapping in R\02. Sample Statistics and Confidence Intervals.mp4 |
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02. Getting Started with Bootstrapping in R\02. Sample Statistics and Confidence Intervals.srt |
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02. Getting Started with Bootstrapping in R\03. Normally Distributed Data. Estimating Mean.mp4 |
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02. Getting Started with Bootstrapping in R\03. Normally Distributed Data. Estimating Mean.srt |
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02. Getting Started with Bootstrapping in R\04. Normally Distributed Data. Calculating Confidence Intervals.mp4 |
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02. Getting Started with Bootstrapping in R\04. Normally Distributed Data. Calculating Confidence Intervals.srt |
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02. Getting Started with Bootstrapping in R\05. Data with Any Distribution. Estimating Mean and Confidence Intervals.mp4 |
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02. Getting Started with Bootstrapping in R\05. Data with Any Distribution. Estimating Mean and Confidence Intervals.srt |
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02. Getting Started with Bootstrapping in R\06. Implications of the Central Limit Theorem.mp4 |
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02. Getting Started with Bootstrapping in R\06. Implications of the Central Limit Theorem.srt |
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02. Getting Started with Bootstrapping in R\07. Demo. The Central Limit Theorem with Different Distributions.mp4 |
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02. Getting Started with Bootstrapping in R\07. Demo. The Central Limit Theorem with Different Distributions.srt |
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02. Getting Started with Bootstrapping in R\08. Demo. The Central Limit Theorem on Real Data.mp4 |
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02. Getting Started with Bootstrapping in R\08. Demo. The Central Limit Theorem on Real Data.srt |
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02. Getting Started with Bootstrapping in R\09. Drawbacks of Conventional Approaches.mp4 |
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02. Getting Started with Bootstrapping in R\09. Drawbacks of Conventional Approaches.srt |
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02. Getting Started with Bootstrapping in R\10. Introducing Bootstrapping.mp4 |
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02. Getting Started with Bootstrapping in R\10. Introducing Bootstrapping.srt |
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02. Getting Started with Bootstrapping in R\11. Bootstrapped Confidence Intervals.mp4 |
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02. Getting Started with Bootstrapping in R\11. Bootstrapped Confidence Intervals.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\01. Demo. Bootstrap Statistics and Sample Statistics.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\01. Demo. Bootstrap Statistics and Sample Statistics.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\02. Demo. Performing Bootstrapping on Real Data.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\02. Demo. Performing Bootstrapping on Real Data.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\03. Demo. Performing Bootstrapping Using the Boot Method.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\03. Demo. Performing Bootstrapping Using the Boot Method.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\04. Demo. Bootstrapping Multiple Statistics.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\04. Demo. Bootstrapping Multiple Statistics.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\05. Introducing the Bayesian Bootstrap.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\05. Introducing the Bayesian Bootstrap.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\06. Bayesian Bootstrap Algorithm.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\06. Bayesian Bootstrap Algorithm.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\07. Demo. Performing Bayesian Bootstrapping.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\07. Demo. Performing Bayesian Bootstrapping.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\08. Introducing the Smoothed Bootstrap.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\08. Introducing the Smoothed Bootstrap.srt |
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03. Implementing Bootstrap Methods for Summary Statistics\09. Demo. Smoothed Bootstrap.mp4 |
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03. Implementing Bootstrap Methods for Summary Statistics\09. Demo. Smoothed Bootstrap.srt |
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04. Implementing Bootstrap Methods for Regression Models\01. Introducing Linear Regression.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\01. Introducing Linear Regression.srt |
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04. Implementing Bootstrap Methods for Regression Models\02. Regression Metrics and Bootstrapping.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\02. Regression Metrics and Bootstrapping.srt |
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04. Implementing Bootstrap Methods for Regression Models\03. Case Resampling and Residual Resampling.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\03. Case Resampling and Residual Resampling.srt |
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04. Implementing Bootstrap Methods for Regression Models\04. Demo. Estimating R2 of Regression Models Using Bootstrapping.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\04. Demo. Estimating R2 of Regression Models Using Bootstrapping.srt |
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04. Implementing Bootstrap Methods for Regression Models\05. Demo. Estimating Coefficients Using Bootstrapping.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\05. Demo. Estimating Coefficients Using Bootstrapping.srt |
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04. Implementing Bootstrap Methods for Regression Models\06. Demo. Case Resampling and Residual Resampling Using the Boot() Method.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\06. Demo. Case Resampling and Residual Resampling Using the Boot() Method.srt |
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04. Implementing Bootstrap Methods for Regression Models\07. Summary and Further Study.mp4 |
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04. Implementing Bootstrap Methods for Regression Models\07. Summary and Further Study.srt |
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Exercise Files\02\demos\datasets\insurance.csv |
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Exercise Files\02\demos\demo-01-CentralLimitTheorem.ipynb |
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Exercise Files\02\demos\demo-02-CentralLimitTheoremUsingRealData.ipynb |
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Exercise Files\02\demos\demo-03-BootstrapStatisticsAndSampleStatistics.ipynb |
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Exercise Files\02\demos\demo-04-BootstrapOnRealData.ipynb |
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Exercise Files\02\demos\demo-05-BootstrapForDifferentStatistics.ipynb |
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Exercise Files\02\demos\demo-06-BayesianBootstrap.ipynb |
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Exercise Files\02\demos\demo-07-SmoothedBootstrap.ipynb |
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Exercise Files\02\demos\demo-08-BootstrapMethodsForRegressionModels.ipynb |
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Exercise Files\02\demos\demo-09-BootMethodForBootstrappingRegressionModels.ipynb |
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Exercise Files\02\getting-started-with-bootstrapping-in-r-slides.pdf |
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Exercise Files\03\implementing-bootstrap-methods-for-summary-statistics-slides.pdf |
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Exercise Files\04\implementing-bootstrap-methods-for-regression-models-slides.pdf |
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