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  1. DBSCAN — scikit-learn 1.7.2 documentation

    1, 1, -1]) >>> clustering...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html
    Thu Dec 04 11:53:55 GMT 2025
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  2. BisectingKMeans — scikit-learn 1.7.2 docu...

    array ([[ 1 , 1 ], [ 10 , 1 ], [ 3 , 1 ], ... [ 10 , 0...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 On this page...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.BisectingKMeans.html
    Thu Dec 04 11:53:53 GMT 2025
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  3. FeatureAgglomeration — scikit-learn 1.7.2...

    version 1.0. children_ array-like of shape (n_nodes-1, 2) The...fit method. Added in version 1.2. memory str or object with the...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.FeatureAgglomeration.html
    Thu Dec 04 11:53:55 GMT 2025
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  4. GradientBoostingClassifier — scikit-learn...

    1 , n_estimators = 100 , subsample = 1.0 , criterion...in the range [1, inf) . subsample float, default=1.0 The fraction...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html
    Thu Dec 04 11:53:53 GMT 2025
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  5. SpectralEmbedding — scikit-learn 1.7.2 do...

    means 1 unless in a joblib.parallel_backend context. -1 means...If None, gamma will be set to 1/n_features. random_state int,...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html
    Thu Dec 04 11:53:53 GMT 2025
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  6. BayesianRidge — scikit-learn 1.7.2 docume...

    [ 1 , 1 ], [ 2 , 2 ]], [ 0 , 1 , 2 ]) BayesianRidge()...>>> clf . predict ([[ 1 , 1 ]]) array([1.]) fit ( X , y , sample_weight...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.BayesianRidge.html
    Thu Dec 04 11:53:55 GMT 2025
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  7. make_gaussian_quantiles — scikit-learn 1....

    dataset is from Zhu et al [1]. References [ 1 ] Zhu, H. Zou, S. Rosset,...es ( * , mean = None , cov = 1.0 , n_samples = 100 , n_features...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_gaussian_quantiles.html
    Thu Dec 04 11:53:55 GMT 2025
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  8. silhouette_score — scikit-learn 1.7.2 doc...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the mean...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Thu Dec 04 11:53:53 GMT 2025
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  9. KNNImputer — scikit-learn 1.7.2 documenta...

    1-D arrays) of X and Y , respectively....is always 0 . Added in version 1.2. Attributes : indicator_ MissingIndicator...
    scikit-learn.org/stable/modules/generated/sklearn.impute.KNNImputer.html
    Thu Dec 04 11:53:54 GMT 2025
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  10. completeness_score — scikit-learn 1.7.2 d...

    1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Non-perfect labelings...completeness_score ([ 0 , 0 , 1 , 1 ], [ 0 , 1 , 0 , 1 ])) 0.0 >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.completeness_score.html
    Thu Dec 04 11:53:53 GMT 2025
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