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  1. 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
    Mon Nov 24 12:29:38 GMT 2025
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  2. 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
    Mon Nov 24 08:52:54 GMT 2025
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  3. ShuffleSplit — scikit-learn 1.7.2 documen...

    array ([ 1 , 2 , 1 , 2 , 1 , 2 ]) >>> rs...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 Nov 24 11:23:21 GMT 2025
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  4. 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
    Mon Nov 24 10:55:05 GMT 2025
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  5. SelfTrainingClassifier — scikit-learn 1.7...

    since version 1.6: base_estimator was deprecated in 1.6 and will...estimator_ attribute. Added in version 1.6: estimator was added to replace...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.html
    Mon Nov 24 11:23:21 GMT 2025
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  6. MultinomialNB — scikit-learn 1.7.2 docume...

    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 Nov 24 12:29:38 GMT 2025
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  7. CalibratedClassifierCV — scikit-learn 1.7...

    means 1 unless in a joblib.parallel_backend context. -1 means...LinearSVC . Added in version 1.2. method {‘sigmoid’, ‘isotonic’},...
    scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
    Mon Nov 24 11:23:21 GMT 2025
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  8. SparseCoder — scikit-learn 1.7.2 document...

    1 , 0 ], ... [ - 1 , - 1 , 2 ], ... [ 1 , 1 , 1 ], ......>>> X = np . array ([[ - 1 , - 1 , - 1 ], [ 0 , 0 , 3 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparseCoder.html
    Mon Nov 24 11:23:20 GMT 2025
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  9. VotingClassifier — scikit-learn 1.7.2 doc...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingClassifier.html
    Mon Nov 24 11:23:20 GMT 2025
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  10. FeatureUnion — scikit-learn 1.7.2 documen...

    svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html
    Mon Nov 24 11:23:21 GMT 2025
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