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  1. is_multilabel — scikit-learn 1.7.2 documentation

    1 , 0 , 1 ]) False >>> is_multilabel ([[ 1 ], [ 0 ,...is_multilabel ( np . array ([[ 1 , 0 ], [ 0 , 0 ]])) True >>> is_multilabel...
    scikit-learn.org/stable/modules/generated/sklearn.utils.multiclass.is_multilabel.html
    Wed Sep 17 19:58:00 UTC 2025
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  2. Label Propagation circles: Learning a complex s...

    X [ labels == - 1 , 0 ], X [ labels == - 1 , 1 ], color = "darkorange"...circle), 1 (belonging to the inner circle), and -1 (unknown)....
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html
    Wed Sep 17 19:58:00 UTC 2025
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  3. Getting Started — scikit-learn 1.7.2 documentation

    dataset is easy array([1., 1., 1., 1., 1.]) Automatic parameter...transform ( X ) array([[-1., 1.], [ 1., -1.]]) Sometimes, you want...
    scikit-learn.org/stable/getting_started.html
    Wed Sep 17 19:57:58 UTC 2025
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  4. 8.2. Real world datasets — scikit-learn 1.7.2 d...

    1, 1, 1, 0, 1, 1, 0, 0, 0]) Converting...target [: 10 ]) [5, 6, 3, 1, 0, 1, 3, 4, 3, 0] The second loader...
    scikit-learn.org/stable/datasets/real_world.html
    Wed Sep 17 19:57:59 UTC 2025
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  5. Target Encoder’s Internal Cross fitting — sciki...

    reshape ( - 1 , 1 )) # Remove the linear relationship...replace = True ) . reshape ( - 1 , 1 ) Finally, we assemble the dataset...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html
    Wed Sep 17 19:57:59 UTC 2025
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  6. EmpiricalCovariance — scikit-learn 1.7.2 docume...

    Added in version 1.0. See also EllipticEnvelope An...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.EmpiricalCovariance.html
    Wed Sep 17 19:57:59 UTC 2025
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  7. Comparing different hierarchical linkage method...

    "connectivity matrix is [0-9]{1,2}" " > 1. Completing it to avoid stopping...y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...
    scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html
    Wed Sep 17 19:57:59 UTC 2025
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  8. Out-of-core classification of text documents — ...

    ()[ 1 ], rotation = 30 ) ymax = max ( cls_runtime ) * 1.2 ax...__init__ ( self , encoding = "latin-1" ): HTMLParser . __init__ ( self...
    scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html
    Wed Sep 17 19:57:59 UTC 2025
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  9. Detection error tradeoff (DET) curve — scikit-l...

    random_state = 1 , n_clusters_per_class = 1 , ) X_train , X_test...make_classification ( n_samples = 1_000 , n_features = 2 , n_redundant...
    scikit-learn.org/stable/auto_examples/model_selection/plot_det.html
    Wed Sep 17 19:57:59 UTC 2025
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  10. Inductive Clustering — scikit-learn 1.7.2 docum...

    cluster_std = [ 1.0 , 1.0 , 0.5 ], centers = [( - 5.... scatter ( X [:, 0 ], X [:, 1 ], c = color , alpha = alpha ,...
    scikit-learn.org/stable/auto_examples/cluster/plot_inductive_clustering.html
    Wed Sep 17 19:57:59 UTC 2025
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