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  1. 5. Inspection — scikit-learn 1.7.2 documentation

    1.1. Partial dependence plots 5.1.2. Individual...expectation (ICE) plot 5.1.3. Mathematical Definition 5.1.4. Computation...
    scikit-learn.org/stable/inspection.html
    Wed Sep 17 19:57:58 UTC 2025
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  2. chi2_kernel — scikit-learn 1.7.2 documentation

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...chi2_kernel ( X , Y = None , gamma = 1.0 ) [source] # Compute the exponential...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.chi2_kernel.html
    Wed Sep 17 19:57:58 UTC 2025
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  3. fbeta_score — scikit-learn 1.7.2 documentation

    1 , 2 , 0 , 1 , 2 ] >>> y_pred = [ 0 , 2 , 1 , 0 , 0...beta > 1 gives more weight to recall, while beta < 1 favors precision....
    scikit-learn.org/stable/modules/generated/sklearn.metrics.fbeta_score.html
    Wed Sep 17 19:57:58 UTC 2025
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  4. k_means — scikit-learn 1.7.2 documentation

    [ 1., 2.]]) >>> label array([1, 1, 1, 0, 0, 0], dtype=int32)...X = np . array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.k_means.html
    Wed Sep 17 19:58:00 UTC 2025
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  5. linear_kernel — scikit-learn 1.7.2 documentation

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...linear_kernel ( X , Y ) array([[0., 0.], [1., 2.]]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.linear_kernel.html
    Wed Sep 17 19:57:58 UTC 2025
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  6. config_context — scikit-learn 1.7.2 documentation

    Added in version 1.1. enable_cython_pairwise_dist...configuration setting. Added in version 1.1. array_api_dispatch bool, default=None...
    scikit-learn.org/stable/modules/generated/sklearn.config_context.html
    Wed Sep 17 19:58:00 UTC 2025
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  7. Nested versus non-nested cross-validation — sci...

    = { "C" : [ 1 , 10 , 100 ], "gamma" : [ 0.01 , 0.1 ]} # We will...Iris Dataset" , x = 0.5 , y = 1.1 , fontsize = "15" , ) # Plot...
    scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html
    Wed Sep 17 19:58:00 UTC 2025
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  8. Outlier detection with Local Outlier Factor (LO...

    n_neighbors ) is typically set 1) greater than the minimum number...ground_truth [ - n_outliers :] = - 1 Fit the model for outlier detection...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html
    Wed Sep 17 19:58:00 UTC 2025
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  9. r_regression — scikit-learn 1.7.2 documentation

    Added in version 1.1. Returns : correlation_coefficient...User Guide . Added in version 1.0. Parameters : X {array-like,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.r_regression.html
    Wed Sep 17 19:57:58 UTC 2025
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  10. sklearn.preprocessing — scikit-learn 1.7.2 docu...

    Scale each feature to the [-1, 1] range without breaking the...data (set feature values to 0 or 1) according to a threshold. FunctionTransformer...
    scikit-learn.org/stable/api/sklearn.preprocessing.html
    Wed Sep 17 19:57:59 UTC 2025
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