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

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...Added in version 1.2. Changed in version 1.4: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html
    Mon Mar 09 14:07:54 UTC 2026
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  2. lars_path_gram — scikit-learn 1.8.0 docum...

    the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...equation (see discussion in [1] ). Read more in the User Guide...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html
    Mon Mar 09 14:07:57 UTC 2026
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  3. SpectralCoclustering — scikit-learn 1.8.0...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . row_labels_ array([0, 1, 1, 0, 0, 0], dtype=int32) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralCoclustering.html
    Mon Mar 09 14:07:54 UTC 2026
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  4. class_likelihood_ratios — scikit-learn 1....

    1 , 0 , 1 , 0 ], [ 1 , 1 , 0 , 0 , 0 ]) (1.5, 0.75)...LR+ ranges from 1.0 to infinity. A LR+ of 1.0 indicates that...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.class_likelihood_ratios.html
    Mon Mar 09 14:07:54 UTC 2026
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  5. SGDRegressor — scikit-learn 1.8.0 documen...

    <= 1. l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....passive-aggressive algorithm 1, see [1] . Only with loss='epsilon_insensitive'...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html
    Mon Mar 09 14:07:57 UTC 2026
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  6. dict_learning — scikit-learn 1.8.0 docume...

    1 ( U , V ) with || V_k || _2 = 1 for all 0 <=...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning.html
    Mon Mar 09 14:07:57 UTC 2026
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  7. StandardScaler — scikit-learn 1.8.0 docum...

    ( data )) [[-1. -1.] [-1. -1.] [ 1. 1.] [ 1. 1.]] >>>...0 , 0 ], [ 0 , 0 ], [ 1 , 1 ], [ 1 , 1 ]] >>> scaler...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html
    Mon Mar 09 14:07:54 UTC 2026
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  8. DBSCAN — scikit-learn 1.8.0 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
    Mon Mar 09 14:07:54 UTC 2026
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  9. DummyClassifier — scikit-learn 1.8.0 docu...

    ([ - 1 , 1 , 1 , 1 ]) >>> y = np . array ([ 0 , 1 , 1...dummy_clf . predict ( X ) array([1, 1, 1, 1]) >>> dummy_clf...
    scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html
    Mon Mar 09 14:07:54 UTC 2026
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  10. LabelSpreading — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...Clamping factor. A value in (0, 1) that specifies the relative amount...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelSpreading.html
    Mon Mar 09 16:03:57 UTC 2026
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