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  1. ledoit_wolf — scikit-learn 1.7.2 documentation

    regularized (shrunk) covariance is: (1 - shrinkage) * cov + shrinkage...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.ledoit_wolf.html
    Mon Nov 03 14:20:03 UTC 2025
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  2. load_wine — scikit-learn 1.7.2 documentation

    1, 2]) >>> list ( data . target_names...[np.str_('class_0'), np.str_('class_1'), np.str_('class_2')] Gallery...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_wine.html
    Mon Nov 03 14:20:03 UTC 2025
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  3. Label Propagation circles: Learning a complex s...

    X [ labels == - 1 , 0 ], X [ labels == - 1 , 1 ], color = "darkorange"...circle), 1 (belonging to the inner circle), and -1 (unknown)....
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html
    Tue Nov 04 06:34:51 UTC 2025
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  4. 5.2. Permutation feature importance — scikit-le...

    as: \[i_j = s - \frac{1}{K} \sum_{k=1}^{K} s_{k,j}\] 5.2.2. Relation...degradation of the model’s score [ 1 ] . By breaking the relationship...
    scikit-learn.org/stable/modules/permutation_importance.html
    Mon Nov 03 14:20:03 UTC 2025
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  5. 8.3. Generated datasets — scikit-learn 1.7.2 do...

    1.1. Single label # make_blobs creates..."n_informative" : 1 , "n_clusters_per_class" : 1 , "n_classes" :...
    scikit-learn.org/stable/datasets/sample_generators.html
    Mon Nov 03 14:20:04 UTC 2025
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  6. Roadmap — scikit-learn 1.7.2 documentation

    cross-version safety from version 1.0. Note: Gael and Olivier think...
    scikit-learn.org/stable/roadmap.html
    Tue Nov 04 06:34:51 UTC 2025
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  7. Marvel Reference for 2.x and 1.x | Elastic

    x and 1.x: 2.1 Marvel Reference for 2.x and 1.x: 2.0 Marvel...Reference for 2.x and 1.x Marvel Reference for 2.x and 1.x: 2.4 Marvel...
    www.elastic.co/guide/en/marvel/index.html
    Mon Oct 20 16:32:32 UTC 2025
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  8. Release History — scikit-learn 1.7.2 documentation

    Version 1.2.0 Version 1.1 Version 1.1.3 Version 1.1.2 Version 1.1.1...1.1.1 Version 1.1.0 Version 1.0 Version 1.0.2 Version 1.0.1 Version...
    scikit-learn.org/stable/whats_new.html
    Tue Nov 04 06:34:51 UTC 2025
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  9. 3.1. Cross-validation: evaluating estimator per...

    3] [0 1] [1 3] [0 2] [1 2] [0 3] [0 3] [1 2] [0 2] [1 3] [0 1]...>>> y = [ 1 , 1 , 1 , 2 , 2 , 2 ] >>> groups = [ 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/cross_validation.html
    Tue Nov 04 06:34:51 UTC 2025
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  10. Feature discretization — scikit-learn 1.7.2 doc...

    logspace ( - 1 , 1 , 3 )}, ), ( make_pipeline (..."linearsvc__C" : np . logspace ( - 1 , 1 , 3 )}, ), ( make_pipeline (...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_classification.html
    Mon Nov 03 14:20:04 UTC 2025
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