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  1. mutual_info_score — scikit-learn 1.8.0 document...

    1 , 1 , 0 , 1 , 0 ] >>> labels_pred = [ 0 , 1 , 0 , 0...as: \[MI(U,V)=\sum_{i=1}^{|U|} \sum_{j=1}^{|V|} \frac{|U_i\cap...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. OutputCodeClassifier — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...( estimator , * , code_size = 1.5 , random_state = None , n_jobs...
    scikit-learn.org/stable/modules/generated/sklearn.multiclass.OutputCodeClassifier.html
    Mon Mar 23 20:39:23 UTC 2026
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  3. OneToOneFeatureMixin — scikit-learn 1.8.0 docum...

    This mixin assumes there’s a 1-to-1 correspondence between input...shape [ 1 ] ... return self >>> X = np . array ([[ 1 , 2 ], [...
    scikit-learn.org/stable/modules/generated/sklearn.base.OneToOneFeatureMixin.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. log_loss — scikit-learn 1.8.0 documentation

    p) = -(y \log (p) + (1 - y) \log (1 - p))\] Read more in the..., "spam" ], ... [[ .1 , .9 ], [ .9 , .1 ], [ .8 , .2 ], [ .35...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.log_loss.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. GradientBoostingClassifier — scikit-learn 1.8.0...

    1 , n_estimators = 100 , subsample = 1.0 , criterion...in the range [1, inf) . subsample float, default=1.0 The fraction...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. compute_class_weight — scikit-learn 1.8.0 docum...

    compute_class_weight >>> y = [ 1 , 1 , 1 , 1 , 0 , 0 ] >>> compute_class_weight...unique ( y ), y = y ) array([1.5 , 0.75]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.class_weight.compute_class_weight.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. LeavePOut — scikit-learn 1.8.0 documentation

    3] Test: index=[0 1] Fold 1: Train: index=[1 3] Test: index=[0...index=[1 2] Fold 4: Train: index=[0 2] Test: index=[1 3] Fold...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePOut.html
    Mon Mar 23 20:39:23 UTC 2026
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  8. RepeatedKFold — scikit-learn 1.8.0 documentation

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]])...>>> y = np . array ([ 0 , 0 , 1 , 1 ]) >>> rkf = RepeatedKFold (...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedKFold.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. paired_cosine_distances — scikit-learn 1.8.0 do...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. TfidfTransformer — scikit-learn 1.8.0 documenta...

    array([[1, 1, 1, 1, 0, 1, 0, 0], [1, 2, 0, 1, 1, 1, 0, 0], [1, 0,...0, 0, 1, 0, 1, 1, 1], [1, 1, 1, 1, 0, 1, 0, 0]]) >>> pipe [ 'tfid'...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.html
    Mon Mar 23 20:39:23 UTC 2026
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