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  1. Novelty detection with Local Outlier Factor (LO...

    n_neighbors) is typically set 1) greater than the minimum number...novelty = True , contamination = 0.1 ) clf . fit ( X_train ) # DO NOT...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html
    Wed Sep 03 15:29:59 UTC 2025
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  2. Visualizing cross-validation behavior in scikit...

    scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Gallery...10 ) percentiles_classes = [ 0.1 , 0.3 , 0.6 ] y = np . hstack...
    scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html
    Wed Sep 03 15:29:59 UTC 2025
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  3. Comparing random forests and the multi-output m...

    RandomState ( 1 ) X = np . sort ( 200 * rng . rand ( 600 , 1 ) - 100...( y_test [:, 0 ], y_test [:, 1 ], edgecolor = "k" , c = "navy"...
    scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_regression_multioutput.html
    Wed Sep 03 15:29:59 UTC 2025
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  4. Plotting Learning Curves and Checking Models’ S...

    1 , 1.0 , 5 ), "cv" : ShuffleSplit..."train_sizes" : np . linspace ( 0.1 , 1.0 , 5 ), "cv" : ShuffleSplit...
    scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html
    Wed Sep 03 15:29:59 UTC 2025
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  5. Comparing anomaly detection algorithms for outl...

    1 ], s = 10 , color = colors [( y_pred + 1 ) // 2 ])..., kernel = "rbf" , gamma = 0.1 )), ( "One-Class SVM (SGD)" ,...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_anomaly_comparison.html
    Wed Sep 03 15:29:59 UTC 2025
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  6. DBFlute : Migration : 0.8.1

    1 to 0.8.2} 環境上の注意点 Sql2Entityも一緒に...C#ユーザの方へ 最新バージョンのS2Container-1.3.12と一緒にご利用下さい。 実装上の注意点 http:...
    dbflute.seasar.org/ja/oldmigration/migrate-081to082.html
    Tue Aug 12 02:41:09 UTC 2025
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  7. 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
    Wed Sep 03 15:30:01 UTC 2025
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  8. Comparing different hierarchical linkage method...

    "connectivity matrix is [0-9]{1,2}" " > 1. Completing it to avoid stopping...y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...
    scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html
    Wed Sep 03 15:29:59 UTC 2025
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  9. Out-of-core classification of text documents — ...

    ()[ 1 ], rotation = 30 ) ymax = max ( cls_runtime ) * 1.2 ax...__init__ ( self , encoding = "latin-1" ): HTMLParser . __init__ ( self...
    scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html
    Wed Sep 03 15:30:01 UTC 2025
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  10. Detection error tradeoff (DET) curve — scikit-l...

    random_state = 1 , n_clusters_per_class = 1 , ) X_train , X_test...make_classification ( n_samples = 1_000 , n_features = 2 , n_redundant...
    scikit-learn.org/stable/auto_examples/model_selection/plot_det.html
    Wed Sep 03 15:29:59 UTC 2025
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