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  1. PolynomialCountSketch — scikit-learn 1.8.0 docu...

    [ 1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...Array with random entries in {+1, -1}, used to represent the 2-wise...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. LogisticRegression — scikit-learn 1.8.0 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...since version 1.8: penalty was deprecated in version 1.8 and will...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. MultiTaskLassoCV — scikit-learn 1.8.0 documenta...

    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.MultiTaskLassoCV.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. roc_auc_score — scikit-learn 1.8.0 documentation

    classes_[1] and thus estimator.predict_proba(X, y)[:, 1] . The...it is upper bounded by 1. References [ 1 ] Wikipedia entry for...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_auc_score.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. LeaveOneOut — scikit-learn 1.8.0 documentation

    array ([[ 1 , 2 ], [ 3 , 4 ]]) >>> y = np . array ([ 1 , 2 ]) >>>...0: Train: index=[1] Test: index=[0] Fold 1: Train: index=[0]...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html
    Mon Mar 23 20:39:23 UTC 2026
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  6. pairwise_distances_chunked — scikit-learn 1.8.0...

    means 1 unless in a joblib.parallel_backend context. -1 means...D_chunk < r )) . mean ( axis = 1 ) ... return neigh , avg_dist...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_chunked.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. LassoCV — scikit-learn 1.8.0 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
    Mon Mar 23 20:39:20 UTC 2026
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  8. ElasticNet — scikit-learn 1.8.0 documentation

    l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...intercept_ ) 1.451 >>> print ( regr . predict ([[ 0 , 0 ]])) [1.451]...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. homogeneity_completeness_v_measure — scikit-lea...

    1 , 1 , 2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>>...float Score between 0.0 and 1.0. 1.0 stands for perfectly homogeneous...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. Birch — scikit-learn 1.8.0 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
    Mon Mar 23 20:39:23 UTC 2026
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