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  1. multilabel_confusion_matrix — scikit-learn 1.7....

    array([[[1, 0], [0, 1]], [[1, 0], [0, 1]], [[0, 1], [1, 0]]]) Multiclass...array([[[3, 1], [0, 2]], [[5, 0], [1, 0]], [[2, 1], [1, 2]]]) On...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.multilabel_confusion_matrix.html
    Sat Aug 02 00:15:38 UTC 2025
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  2. Lagged features for time series forecasting — s...

    1 ± 1.1" "19.9 ± 1.6" "22.7 ± 3.1" "quantile 5"..."39.9 ± 3.2" "17.1 ± 1.1" "19.9 ± 1.6" "22.7 ± 3.1" "quantile 95"...
    scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html
    Sat Aug 02 00:15:37 UTC 2025
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  3. KernelCenterer — scikit-learn 1.7.1 documentation

    [[ 1. , - 2. , 2. ], ... [ - 2. , 1. , 3. ], ... [ 4. , 1. ,...all strings. Added in version 1.0. See also sklearn.kernel_ap...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KernelCenterer.html
    Sat Aug 02 00:15:38 UTC 2025
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  4. Robust vs Empirical covariance estimate — sciki...

    5 )[ 1 : - 1 ], ) ) . astype ( int ) # definition...= 11 ) plt . subplot ( 2 , 1 , 1 ) lw = 2 plt . errorbar ( range_n_outliers...
    scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html
    Sat Aug 02 00:15:37 UTC 2025
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  5. Version 0.23 — scikit-learn 1.7.1 documentation

    arguments n_classes < 1 OR length < 1 . #16006 by Rushabh Vasani...Bruno Charron . Version 0.23.1 # May 18 2020 Changelog # sklearn.cluster...
    scikit-learn.org/stable/whats_new/v0.23.html
    Sat Aug 02 00:15:35 UTC 2025
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  6. Ledoit-Wolf vs OAS estimation — scikit-learn 1....

    covariance matrix (AR(1) process) r = 0.1 real_cov = toeplitz (...plot MSE plt . subplot ( 2 , 1 , 1 ) plt . errorbar ( n_samples_range...
    scikit-learn.org/stable/auto_examples/covariance/plot_lw_vs_oas.html
    Sat Aug 02 00:15:37 UTC 2025
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  7. MissingIndicator — scikit-learn 1.7.1 documenta...

    1 , 3 ], ... [ 4 , 0 , np . nan ], ... [ 8 , 1 , 0 ]])...all strings. Added in version 1.0. See also SimpleImputer Univariate...
    scikit-learn.org/stable/modules/generated/sklearn.impute.MissingIndicator.html
    Sat Aug 02 00:15:38 UTC 2025
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  8. Effect of varying threshold for self-training —...

    mean ( axis = 1 ), yerr = scores . std ( axis = 1 ), capsize =...( axis = 1 ), yerr = amount_labeled . std ( axis = 1 ), capsize...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html
    Sat Aug 02 00:15:35 UTC 2025
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  9. radius_neighbors_graph — scikit-learn 1.7.1 doc...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) On this...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.radius_neighbors_graph.html
    Sat Aug 02 00:15:38 UTC 2025
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  10. Plot individual and voting regression predictio...

    random_state = 1 ) reg2 = RandomForestRegresso ( random_state = 1 ) reg3...state=1)), ('rf', RandomForestRegresso(random_state=1)), ('lr',...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html
    Sat Aug 02 00:15:34 UTC 2025
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