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  1. f_regression — scikit-learn 1.8.0 documentation

    r_regression values lie in [-1, 1] and can thus be negative. f_regression...set to 0.0 . Added in version 1.1. Returns : f_statistic ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_regression.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. Perceptron — scikit-learn 1.8.0 documentation

    l1_ratio <= 1 . l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Perceptron.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. DictVectorizer — scikit-learn 1.8.0 documentation

    [{ 'foo' : 1 , 'bar' : 2 }, { 'foo' : 3 , 'baz' : 1 }] >>> X =...) >>> X array([[2., 0., 1.], [0., 1., 3.]]) >>> v . inverse_transform...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.DictVectorizer.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. murmurhash3_32 — scikit-learn 1.8.0 documentation

    unsigned int from 0 to 2 ** 32 - 1 False: the results is casted to...from -(2 ** 31) to 2 ** 31 - 1 Examples >>> from sklearn.utils...
    scikit-learn.org/stable/modules/generated/sklearn.utils.murmurhash3_32.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. PCA — scikit-learn 1.8.0 documentation

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...more details. Added in version 1.1. power_iteration_normalizer {‘auto’,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. export_text — scikit-learn 1.8.0 documentation

    (cm) <= 1.75 | | |--- class: 1 | |--- petal width (cm) > 1.75 |...decision_tree.classes_ . Added in version 1.3. max_depth int, default=10 Only...
    scikit-learn.org/stable/modules/generated/sklearn.tree.export_text.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Displaying Pipelines — scikit-learn 1.8.0 docum...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The "balanced" mode uses...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. CCA — scikit-learn 1.8.0 documentation

    1 , - 0.2 ], [ 0.9 , 1.1 ], [ 6.2 , 5.9 ],...intercept_ . Added in version 1.1. n_iter_ list of shape (n_components,)...
    scikit-learn.org/stable/modules/generated/sklearn.cross_decomposition.CCA.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. make_regression — scikit-learn 1.8.0 documentation

    1.523], [-0.2341, -0.2341], [-0.4694, 0.5425], [ 1.579,...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_regression.html
    Mon Mar 23 20:39:23 UTC 2026
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  10. RandomizedSearchCV — scikit-learn 1.8.0 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...… rank_test_score ‘rbf’ 0.1 0.80 … 1 ‘rbf’ 0.2 0.84 … 3 ‘rbf’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html
    Mon Mar 23 20:39:21 UTC 2026
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