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  1. sklearn.svm — scikit-learn 1.8.0 documentation

    Support vector machine algorithms. User guide. See the Support Vector Machines section for further details.
    scikit-learn.org/stable/api/sklearn.svm.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. ROC Curve with Visualization API — scikit-learn...

    default=1.0 Regularization parameter. The...s_svm_plot_svm_scale_c.py`. 1.0 kernel kernel: {'linear', 'poly',...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. Class Likelihood Ratios to measure classificati...

    positive negative mean 1.0 1.0 std 0.0 0.0 The absence of positive...0.192913 0.006360 0.6196 4.409717 0.164009 0.193949 0.005861 0.7578...
    scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html
    Mon Mar 23 20:39:22 UTC 2026
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  4. Metadata Routing — scikit-learn 1.8.0 documenta...

    length = 100 in ExampleClassifier. array([1., 1., 1.]) Routing...ExampleClassifier. array([1., 1., 1.]) Deprecation / Default Value...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_metadata_routing.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. Overview of multiclass training meta-estimators...

    random_state = 0 ) tree = DecisionTreeClassifi ( random_state = 0 ) ovo_tree..."Accuracy score" ) ax . set_xlim ([ 0 , 0.7 ]) _ = ax . set_title ( "Density...
    scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. Comparison between grid search and successive h...

    right = 0.8 ) cbar_ax = fig . add_axes ([ 0.85 , 0.15 , 0.05 , 0.7...1e-5 , 1e-6 , 1e-7 ] Cs = [ 1 , 10 , 100 , 1e3 , 1e4 , 1e5 ] param_grid...
    scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html
    Mon Mar 23 20:39:22 UTC 2026
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  7. Label Propagation digits: Demonstrating perform...

    support 0 1.00 1.00 1.00 27 1 0.82 1.00 0.90 37 2 1.00 0.86 0.92 28...28 3 1.00 0.80 0.89 35 4 0.92 1.00 0.96 24 5 0.74 0.94 0.83 34...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. sklearn.tree — scikit-learn 1.8.0 documentation

    Decision tree based models for classification and regression. User guide. See the Decision Trees section for further details. Exporting: Plotting:
    scikit-learn.org/stable/api/sklearn.tree.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. Label Propagation digits: Active learning — sci...

    0 0 0 0 23 0 0 0 10] [ 0 1 0 0 0 0 34 0 0 0] [ 0 0 0 0 0 0 0...0 0 0 0 23 0 0 0 10] [ 0 1 0 0 0 0 34 0 0 0] [ 0 0 0 0 0 0 0...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits_active_learni...
    Mon Mar 23 20:39:22 UTC 2026
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  10. SVM: Maximum margin separating hyperplane — sci...

    levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles = [...support_vectors_ [:, 0 ], clf . support_vectors_ [:, 1 ], s = 100 , linewidth...
    scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html
    Mon Mar 23 20:39:22 UTC 2026
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