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| Archived
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Pluralsight Reducing Dimensions in Data with scikit-learn\01.Course Overview\0101.Course Overview.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0201.Module Overview.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0202.Prerequisites and Course Outline.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0203.The Curse of Dimensionality.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0204.Overfitted Models and Data Sparsity.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0205.Exploring Techniques for Reducing Dimensions.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0206.Demo Exploring the Classification Dataset.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0207.Demo Performing Classification with All Features.mp4
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5,104,672 |
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0208.Demo Exploring the Regression Dataset.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0209.Demo Performing Kitchen Sink Regression Using ML and Non-ML Techniques.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0210.Feature Selection and Dictionary Learning.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0211.Demo Using Univariate Linear Regression Tests to Select Features.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0212.Demo Defining Helper Functions to Build and Train Multiple Models with Different Training Features.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0213.Demo Finding the Best Value of K.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0214.Demo Using Mutual Information to Select Features.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0215.Demo Dictionary Learning to Find Sparse Representations of Data.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn\0216.Summary.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0301.Module Overview.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0302.The Intuition Behind Principal Components Analysis.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0303.Demo Implementing Principal Component Analysis.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0304.Demo Building Regression Models with Principal Components.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0305.Factor Analysis Using Singular Value Decomposition.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0306.Demo Implementing Factor Analysis.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0307.Linear Discriminant Analysis for Dimensionality Reduction.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0308.Demo Observing Class Seperation Boundaries on the Iris Dataset.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0309.Demo Linear Discriminant Analysis for Classification.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data\0310.Summary.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0401.Module Overview.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0402.The Manifold Hypothesis and Manifold Learning.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0403.Demo Generate S-curve Manifold and Setup Helper Functions.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0404.Demo Metric and Non-metric Multi Dimensional Scaling.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0405.Demo Manifold Learning Using Spectral Embedding TSNE and Isomap.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0406.Demo Manifold Learning with Locally Linear Embedding.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0407.Demo Preparing Images to Apply Manifold Learning for Dimensionality Reduction.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0408.Demo Manifold Learning with Handwritten Digits.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0409.Demo Preparing the Olivetti Faces Dataset for Manifold Learning.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0410.Demo Manifold Learning on Olivetti Faces Dataset.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\04.Dimensionality Reduction in Non-linear Data\0411.Summary and Further Study.mp4
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Pluralsight Reducing Dimensions in Data with scikit-learn\Exercise Files\reducing-dimensions-data-scikit-learn.zip |
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Pluralsight Reducing Dimensions in Data with scikit-learn\01.Course Overview |
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Pluralsight Reducing Dimensions in Data with scikit-learn\02.Getting Started with Feature Selection in scikit-learn |
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Pluralsight Reducing Dimensions in Data with scikit-learn\03.Dimensionality Reduction in Linear Data |
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Pluralsight Reducing Dimensions in Data with scikit-learn\Exercise Files |
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