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  1. Birch — scikit-learn 1.6.1 documentation

    1 ], [ 0.3 , 1 ], [ - 0.3 , 1 ], [ 0 , - 1 ], [ 0.3...predict ( X ) array([0, 0, 0, 1, 1, 1]) fit ( X , y = None ) [source]...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Sat Apr 19 00:31:20 UTC 2025
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  2. LeavePGroupsOut — scikit-learn 1.6.1 documentation

    Test: index=[0 1], group=[1 2] Fold 1: Train: index=[1], group=[2]...array ([ 1 , 2 , 1 ]) >>> groups = np . array ([ 1 , 2 , 3 ])...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePGroupsOut.html
    Sat Apr 19 00:31:22 UTC 2025
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  3. OutlierMixin — scikit-learn 1.6.1 documentation

    fit_predict ( X ) array([1., 1., 1.]) fit_predict ( X , y = None...labels for X. Returns -1 for outliers and 1 for inliers. Parameters...
    scikit-learn.org/stable/modules/generated/sklearn.base.OutlierMixin.html
    Sat Apr 19 00:31:22 UTC 2025
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  4. RegressorChain — scikit-learn 1.6.1 documentation

    = [[ 1 , 0 ], [ 0 , 1 ], [ 1 , 1 ]], [[ 0 , 2 ], [ 1 , 1 ], [...order = [ 0 , 1 , 2 , ... , Y . shape [ 1 ] - 1 ] The order of...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.RegressorChain.html
    Sat Apr 19 00:31:21 UTC 2025
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  5. GraphicalLassoCV — scikit-learn 1.6.1 documenta...

    means 1 unless in a joblib.parallel_backend context. -1 means...0.2 , 0.0 , 0.3 , 0.1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>> np...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html
    Sat Apr 19 00:31:22 UTC 2025
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  6. AffinityPropagation — scikit-learn 1.6.1 docume...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2.... labels_ array([0, 0, 0, 1, 1, 1]) >>> clustering . predict...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html
    Sat Apr 19 00:31:22 UTC 2025
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  7. MiniBatchNMF — scikit-learn 1.6.1 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 Topic extraction...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html
    Sat Apr 19 00:31:21 UTC 2025
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  8. ExtraTreesClassifier — scikit-learn 1.6.1 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
    Sat Apr 19 00:31:21 UTC 2025
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  9. RandomForestClassifier — scikit-learn 1.6.1 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
    Sat Apr 19 00:31:22 UTC 2025
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  10. MDS — scikit-learn 1.6.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...Added in version 1.2. Changed in version 1.4: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html
    Sat Apr 19 00:31:21 UTC 2025
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