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

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.estimate_bandwidth.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. LeavePGroupsOut — scikit-learn 1.8.0 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
    Mon Mar 23 20:39:21 UTC 2026
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  3. DetCurveDisplay — scikit-learn 1.8.0 documentation

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...version 1.8: y_pred is deprecated and will be removed in 1.10. Use...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.DetCurveDisplay.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. SGDClassifier — scikit-learn 1.8.0 documentation

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...(clip(decision_function(X), -1, 1) + 1) / 2. For other loss functions...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. precision_recall_fscore_support — scikit-learn ...

    beta = 1.0 , labels = None , pos_label = 1 , average = None...score reaches its best value at 1 and worst score at 0. The F-beta...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html
    Mon Mar 23 20:39:23 UTC 2026
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  6. davies_bouldin_score — scikit-learn 1.8.0 docum...

    1 ], [ 1 , 1 ], [ 3 , 4 ]] >>> labels = [ 0 , 0 , 1 ] >>>...Davies-Bouldin score. References [ 1 ] Davies, David L.; Bouldin, Donald...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.davies_bouldin_score.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. pairwise_kernels — scikit-learn 1.8.0 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.pairwise_kernels.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. ward_tree — scikit-learn 1.8.0 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...children ndarray of shape (n_nodes-1, 2) The children of each non-leaf...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.ward_tree.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. johnson_lindenstrauss_min_dim — scikit-learn 1....

    defined by: (1 - eps) ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u...]0, 1[ and p is a projection by a random Gaussian N(0, 1) matrix...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...
    Mon Mar 23 20:39:21 UTC 2026
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  10. KDTree — scikit-learn 1.8.0 documentation

    query ( X [: 1 ], k = 3 ) >>> print ( ind ) #...indices of 3 closest neighbors [0 3 1] >>> print ( dist ) # distances...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KDTree.html
    Mon Mar 23 20:39:21 UTC 2026
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