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  1. Frequently Asked Questions — scikit-learn...

    reshape ( - 1 , 1 ) >>> X array([[0], [1], [2]]) >>>...'brute' ) (array([0, 1]), array([ 0, 0, -1])) Note that the example...
    scikit-learn.org/stable/faq.html
    Mon Feb 02 09:23:44 GMT 2026
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  2. OOB Errors for Random Forests — scikit-le...

    validated whilst being trained [ 1 ] . The example below demonstrates...= 25 , n_clusters_per_class = 1 , n_informative = 15 , random_state...
    scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html
    Mon Feb 02 09:23:44 GMT 2026
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  3. A demo of the Spectral Biclustering algorithm &...

    consensus score: 1.0 The score is between 0 and 1, where 1 corresponds...and adds 1 to each to ensure that the labels start from 1 instead...
    scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_biclustering.html
    Mon Feb 02 09:23:44 GMT 2026
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  4. OneVsRestClassifier — scikit-learn 1.8.0 ...

    as a 2D binary (0/1) matrix, where [i, j] == 1 indicates the presence...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. make_union — scikit-learn 1.8.0 documenta...

    means 1 unless in a joblib.parallel_backend context. -1 means...v0.20: n_jobs default changed from 1 to None. verbose bool, default=False...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.make_union.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. PoissonRegressor — scikit-learn 1.8.0 doc...

    predict ([[ 1 , 1 ], [ 3 , 4 ]]) array([10.676,...PoissonRegressor ( * , alpha = 1.0 , fit_intercept = True , solver...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PoissonRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  7. inplace_row_scale — scikit-learn 1.8.0 do...

    1 , 2 , 3 , 3 ]) >>> data...data = np . array ([ 8 , 1 , 2 , 5 , 6 ]) >>> scale =...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_row_scale.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. Early stopping in Gradient Boosting — sci...

    axes [ 1 ] . set_yscale ( "log" ) axes [ 1 ] . legend...scikit-learn 1.7 Release Highlights for scikit-learn 1.7 Gallery...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html
    Mon Feb 02 09:23:44 GMT 2026
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  9. FastICA on 2D point clouds — scikit-learn...

    array ([[ 1 , 1 ], [ 0 , 2 ]]) # Mixing matrix...( 42 ) S = rng . standard_t ( 1.5 , size = ( 20000 , 2 )) S [:,...
    scikit-learn.org/stable/auto_examples/decomposition/plot_ica_vs_pca.html
    Mon Feb 02 09:23:44 GMT 2026
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  10. QuantileRegressor — scikit-learn 1.8.0 do...

    alpha = 1.0 , fit_intercept = True , solver...User Guide . Added in version 1.0. Parameters : quantile float,...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.QuantileRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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