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  1. KernelRidge — scikit-learn 1.7.2 document...

    KernelRidge ( alpha = 1 , * , kernel = 'linear' , gamma...= None , degree = 3 , coef0 = 1 , kernel_params = None ) [source]...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html
    Mon Nov 24 12:29:41 GMT 2025
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  2. label_binarize — scikit-learn 1.7.2 docum...

    label_binarize ([ 1 , 6 ], classes = [ 1 , 2 , 4 , 6 ]) array([[1, 0, 0,...label_binarize ([ 1 , 6 ], classes = [ 1 , 6 , 4 , 2 ]) array([[1, 0, 0,...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.label_binarize.html
    Fri Nov 21 09:29:39 GMT 2025
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  3. GridSearchCV — scikit-learn 1.7.2 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...0.70 … 4 ‘rbf’ 0.1 – 0.80 … 3 ‘rbf’ 0.2 – 0.93 … 1 will be represented...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
    Mon Nov 24 08:52:57 GMT 2025
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  4. rand_score — scikit-learn 1.7.2 documenta...

    1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Labelings that...rand_score ([ 0 , 0 , 1 , 2 ], [ 0 , 0 , 1 , 1 ]) 0.83 Gallery examples...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html
    Mon Nov 24 11:06:37 GMT 2025
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  5. classification_report — scikit-learn 1.7....

    50 1.00 0.67 1 class 1 0.00 0.00 0.00 1 class 2 1.00 0.67...y_pred = [ 1 , 1 , 0 ] >>> y_true = [ 1 , 1 , 1 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.classification_report.html
    Mon Nov 24 11:23:21 GMT 2025
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  6. TunedThresholdClassifierCV — scikit-learn...

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 On this...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html
    Mon Nov 24 12:29:38 GMT 2025
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  7. IncrementalPCA — scikit-learn 1.7.2 docum...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], ... [ 1 , 1 ], [...principal components, versus 1 large SVD of complexity O(n_samples...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.IncrementalPCA.html
    Mon Nov 24 11:23:20 GMT 2025
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  8. ExtraTreesRegressor — scikit-learn 1.7.2 ...

    min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0 , max_features = 1.0 ,...e.g. 0.3. Changed in version 1.1: The default of max_features...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html
    Mon Nov 24 11:23:21 GMT 2025
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  9. OAS — scikit-learn 1.7.2 documentation

    precision_ array([[ 1.7833, -1.2431 ], [-1.2431, 3.3889]]) >>>...the estimator. References [ 1 ] ( 1 , 2 ) “Shrinkage algorithms...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.OAS.html
    Mon Nov 24 12:29:38 GMT 2025
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  10. roc_curve — scikit-learn 1.7.2 documentation

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...labels are not either {-1, 1} or {0, 1}, then pos_label should...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html
    Mon Nov 24 11:23:20 GMT 2025
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