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  1. make_blobs — scikit-learn 1.7.2 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Plot the...2) >>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0]) >>> X , y = make_blobs...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html
    Mon Oct 20 15:12:26 UTC 2025
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  2. lasso_path — scikit-learn 1.7.2 documentation

    alpha * || w || _1 For multi-output tasks it is: ( 1 / ( 2 * n_samples...lasso_path >>> X = np . array ([[ 1 , 2 , 3.1 ], [ 2.3 , 5.4 , 4.3 ]])...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lasso_path.html
    Mon Oct 20 15:12:26 UTC 2025
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  3. Comparison of Calibration of Classifiers — scik...

    1 ) proba_neg_class = 1 - proba_pos_class proba...[( 2 , 0 ), ( 2 , 1 ), ( 3 , 0 ), ( 3 , 1 )] for i , ( _ , name...
    scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html
    Mon Oct 20 15:12:27 UTC 2025
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  4. check_estimator — scikit-learn 1.7.2 documentation

    since version 1.6: generate_only will be removed in 1.8. Use est...since version 1.6: generate_only will be removed in 1.8. Use est...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html
    Mon Oct 20 15:12:26 UTC 2025
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  5. make_pipeline — scikit-learn 1.7.2 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.0 Release Highlights for scikit-learn 1.0 Release...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.make_pipeline.html
    Mon Oct 20 15:12:26 UTC 2025
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  6. laplacian_kernel — scikit-learn 1.7.2 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...K(x, y) = exp(-gamma ||x-y||_1) for each pair of rows x in X...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.laplacian_kernel.html
    Mon Oct 20 15:12:26 UTC 2025
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  7. Examples of Using FrozenEstimator — scikit-lear...

    same three data points: [1 1 1] Now imagine you’d want to set...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Probability...
    scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html
    Mon Oct 20 15:12:27 UTC 2025
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  8. rbf_kernel — scikit-learn 1.7.2 documentation

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...default=None If None, defaults to 1.0 / n_features. Returns : kernel...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.rbf_kernel.html
    Mon Oct 20 15:12:26 UTC 2025
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  9. f_regression — scikit-learn 1.7.2 documentation

    r_regression values lie in [-1, 1] and can thus be negative. f_regression...set to 0.0 . Added in version 1.1. Returns : f_statistic ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_regression.html
    Mon Oct 20 15:12:26 UTC 2025
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  10. affinity_propagation — scikit-learn 1.7.2 docum...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...>>> labels array([0, 0, 0, 1, 1, 1]) Gallery examples # Visualizing...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.affinity_propagation.html
    Mon Oct 20 15:12:26 UTC 2025
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