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  1. GaussianMixture — scikit-learn 1.8.0 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], [ 10 , 2 ],...GaussianMixture ( n_components = 1 , * , covariance_type = 'full'...
    scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. MiniBatchNMF — scikit-learn 1.8.0 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 On this page...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. dict_learning — scikit-learn 1.8.0 documentation

    1 ( U , V ) with || V_k || _2 = 1 for all 0 <= k...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. DBSCAN — scikit-learn 1.8.0 documentation

    1, 1, -1]) >>> clustering DBSCAN(eps=3,...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. DummyClassifier — scikit-learn 1.8.0 documentation

    ([ - 1 , 1 , 1 , 1 ]) >>> y = np . array ([ 0 , 1 , 1 , 1 ]) >>>...dummy_clf . predict ( X ) array([1, 1, 1, 1]) >>> dummy_clf . score (...
    scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html
    Mon Mar 23 20:39:23 UTC 2026
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  6. binarize — scikit-learn 1.8.0 documentation

    1., 0.], [1., 0., 0.]]) On this page...are replaced by 0, above it by 1. Threshold may not be less than...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.binarize.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. OneVsOneClassifier — scikit-learn 1.8.0 documen...

    1, 0, 2, 0, 2, 0, 1, 1, 1]) decision_function...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsOneClassifier.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. VarianceThreshold — scikit-learn 1.8.0 document...

    1 , 4 , 3 ], [ 0 , 1 , 1 , 3 ]] >>> selector...fit_transform ( X ) array([[2, 0], [1, 4], [1, 1]]) fit ( X , y = None )...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.VarianceThreshold.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. KMeans — scikit-learn 1.8.0 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Clustering...X = np . array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. silhouette_score — scikit-learn 1.8.0 documenta...

    The best value is 1 and the worst value is -1. Values near 0 indicate...2 <= n_labels <= n_samples - 1 . This function returns the mean...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Mon Mar 23 20:39:23 UTC 2026
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