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  1. contingency_matrix — scikit-learn 1.8.0 documen...

    labels_pred ) array([[1, 1, 0], [0, 1, 1], [1, 0, 1]]) On this page..., 0 , 1 , 1 , 2 , 2 ] >>> labels_pred = [ 1 , 0 , 2 , 1 , 0 ,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.contingency_matrix.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. cosine_distances — scikit-learn 1.8.0 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...cosine_distances ( X , Y ) array([[1. , 1. ], [0.422, 0.183]]) On this...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.cosine_distances.html
    Mon Mar 23 20:39:23 UTC 2026
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  3. ShuffleSplit — scikit-learn 1.8.0 documentation

    array ([ 1 , 2 , 1 , 2 , 1 , 2 ]) >>> rs = ShuffleSplit...Train: index=[1 3 0 4] Test: index=[5 2] Fold 1: Train: index=[4...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ShuffleSplit.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. cluster_optics_xi — scikit-learn 1.8.0 document...

    1, 1, 1]) >>> clusters array([[0, 2],...min_samples int > 1 or float between 0 and 1 The same as the min_samples...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.cluster_optics_xi.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. VotingClassifier — scikit-learn 1.8.0 documenta...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingClassifier.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. compute_optics_graph — scikit-learn 1.8.0 docum...

    1. , 1. , 4.12]) >>> reachability array([ inf, 3.16, 1.41,...1.41, 4.12, 1. , 5. ]) >>> predecessor array([-1, 0, 1, 5, 3, 2])...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.compute_optics_graph.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. MultinomialNB — scikit-learn 1.8.0 documentation

    Added in version 1.2. Changed in version 1.4: The default value... MultinomialNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html
    Mon Mar 23 20:39:23 UTC 2026
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  8. SparseCoder — scikit-learn 1.8.0 documentation

    1 , 0 ], ... [ - 1 , - 1 , 2 ], ... [ 1 , 1 , 1 ], ......>>> X = np . array ([[ - 1 , - 1 , - 1 ], [ 0 , 0 , 3 ]]) >>> dictionary...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparseCoder.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. LabelEncoder — scikit-learn 1.8.0 documentation

    classes_ array([1, 2, 6]) >>> le . transform ([ 1 , 1 , 2 , 6 ]) array([0,...array([0, 0, 1, 2]...) >>> le . inverse_transform ([ 0 , 0 , 1 , 2 ])...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. ClassifierMixin — scikit-learn 1.8.0 documentation

    predict ( X ) array([1, 1, 1]) >>> estimator . score ( X...MyEstimator ( param = 1 ) >>> X = np . array ([[ 1 , 2 ], [ 2 , 3 ],...
    scikit-learn.org/stable/modules/generated/sklearn.base.ClassifierMixin.html
    Mon Mar 23 20:39:20 UTC 2026
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