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

    predict ( X ) array([1, 1, 1]) >>> estimator ....MyEstimator ( param = 1 ) >>> X = np . array ([[ 1 , 2 ], [ 2 ,...
    scikit-learn.org/stable/modules/generated/sklearn.base.ClassifierMixin.html
    Mon Dec 22 11:58:31 GMT 2025
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  2. StratifiedShuffleSplit — scikit-learn 1.8...

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [...np . array ([ 0 , 0 , 0 , 1 , 1 , 1 ]) >>> sss = StratifiedShuffleSpl...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html
    Mon Dec 22 11:58:31 GMT 2025
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  3. 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 Dec 22 11:58:30 GMT 2025
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  4. roc_auc_score — scikit-learn 1.8.0 docume...

    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 Dec 22 11:58:31 GMT 2025
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  5. LogisticRegression — scikit-learn 1.8.0 d...

    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 Dec 22 11:58:30 GMT 2025
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  6. PowerTransformer — scikit-learn 1.8.0 doc...

    data )) [[-1.316 -0.707] [ 0.209 -0.707] [ 1.106 1.414]] fit (...= ( X * lambda_ + 1 ) ** ( 1 / lambda_ ) - 1 elif X < 0 and...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PowerTransformer.html
    Mon Dec 22 11:58:31 GMT 2025
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  7. OrdinalEncoder — scikit-learn 1.8.0 docum...

    inverse_transform ([[ 1 , 0 ], [ 0 , 1 ]]) array([['Male', 1], ['Female',... =- 1 ) . fit_transform ( X ) array([[ 1., 0.], [ 0., 1.], [...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OrdinalEncoder.html
    Mon Dec 22 11:58:31 GMT 2025
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  8. d2_tweedie_score — scikit-learn 1.8.0 doc...

    1 , 2.5 , 7 ] >>> y_pred = [ 1 , 1 , 5 , 3.5...explained. Best possible score is 1.0 and it can be negative (because...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_tweedie_score.html
    Mon Dec 22 11:58:29 GMT 2025
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  9. laplacian_kernel — scikit-learn 1.8.0 doc...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0...default=None If None, defaults to 1.0 / n_features. Otherwise it should...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.laplacian_kernel.html
    Mon Dec 22 11:58:31 GMT 2025
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  10. rbf_kernel — scikit-learn 1.8.0 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0...default=None If None, defaults to 1.0 / n_features. Returns : kernel...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.rbf_kernel.html
    Mon Dec 22 11:58:31 GMT 2025
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