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  1. ExtraTreesClassifier — scikit-learn 1.7.0 docum...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The “balanced” mode uses...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html
    Thu Jun 05 22:21:58 UTC 2025
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  2. RFECV — scikit-learn 1.7.0 documentation

    ranking_ array([1, 1, 1, 1, 1, 6, 4, 3, 2, 5]) decision_function...estimator , * , step = 1 , min_features_to_select = 1 , cv = None , scoring...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFECV.html
    Thu Jun 05 22:21:57 UTC 2025
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  3. LassoCV — scikit-learn 1.7.0 documentation

    since version 1.7: n_alphas was deprecated in 1.7 and will be...since version 1.7: alphas=None was deprecated in 1.7 and will be...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html
    Thu Jun 05 22:21:57 UTC 2025
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  4. LogisticRegression — scikit-learn 1.7.0 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights..., C = 1.0 , fit_intercept = True , intercept_scaling = 1 , class_weight...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
    Thu Jun 05 22:21:58 UTC 2025
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  5. ElasticNet — scikit-learn 1.7.0 documentation

    l1_ratio * || w || _1 + 0.5 * alpha * ( 1 - l1_ratio ) * || w...l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html
    Thu Jun 05 22:21:58 UTC 2025
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  6. SGDOneClassSVM — scikit-learn 1.7.0 documentation

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...labels for X. Returns -1 for outliers and 1 for inliers. Parameters...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDOneClassSVM.html
    Thu Jun 05 22:21:58 UTC 2025
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  7. Birch — scikit-learn 1.7.0 documentation

    1 ], [ 0.3 , 1 ], [ - 0.3 , 1 ], [ 0 , - 1 ], [ 0.3...predict ( X ) array([0, 0, 0, 1, 1, 1]) For a comparison of the BIRCH...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Thu Jun 05 22:21:57 UTC 2025
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  8. RandomForestClassifier — scikit-learn 1.7.0 doc...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The “balanced” mode uses...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
    Thu Jun 05 22:21:58 UTC 2025
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  9. radius_neighbors_graph — scikit-learn 1.6.1 doc...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) On this...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.radius_neighbors_graph.html
    Thu Jun 05 01:26:45 UTC 2025
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  10. SpectralBiclustering — scikit-learn 1.7.0 docum...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . row_labels_ array([1, 1, 1, 0, 0, 0], dtype=int32) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralBiclustering.html
    Thu Jun 05 22:21:58 UTC 2025
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