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  1. HistGradientBoostingClassifier — scikit-learn 1...

    that categorical values of 1.0 and 1 are treated as the same category....version 1.4: Added "from_dtype" option. Changed in version 1.6: The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Tue Mar 17 03:44:39 UTC 2026
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  2. oas — scikit-learn 1.8.0 documentation

    References [ 1 ] ( 1 , 2 ) “Shrinkage algorithms...The regularised covariance is: (1 - shrinkage) * cov + shrinkage...
    scikit-learn.org/stable/modules/generated/oas-function.html
    Tue Mar 17 03:44:36 UTC 2026
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  3. mean_absolute_error — scikit-learn 1.8.0 docume...

    1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>> y_pred...y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> mean_absolute_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_error.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. mean_squared_error — scikit-learn 1.8.0 documen...

    1 ],[ - 1 , 1 ],[ 7 , - 6 ]] >>> y_pred...y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] >>> mean_squared_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. HalvingGridSearchCV — scikit-learn 1.8.0 docume...

    means 1 unless in a joblib.parallel_backend context. -1 means...for a classification problem 1 when resource != 'n_samples' ‘exhaust’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingGridSearchCV.html
    Tue Mar 17 03:44:39 UTC 2026
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  6. f_classif — scikit-learn 1.8.0 documentation

    n_clusters_per_class = 1 , ... shuffle = False , random_state...f_statistic array([2.21e+02, 7.02e-01, 1.70e+00, 9.31e-01, 5.41e+00, 3.25e-01,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_classif.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. enet_path — scikit-learn 1.8.0 documentation

    1.120, 0.620], [-0., -2.129, -1.128], [ 0., 23.046,...For mono-output tasks it is: 1 / ( 2 * n_samples ) * || y - Xw...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.enet_path.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. make_classification — scikit-learn 1.8.0 docume...

    class_sep = 1.0 , hypercube = True , shift = 0.0 , scale = 1.0 , shuffle...[np.int64(0), np.int64(0), np.int64(1), np.int64(1), np.int64(0)] Gallery...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html
    Tue Mar 17 03:44:39 UTC 2026
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  9. KernelPCA — scikit-learn 1.8.0 documentation

    coef0 = 1 , kernel_params = None , alpha = 1.0 , fit_inverse_transform...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html
    Tue Mar 17 03:44:39 UTC 2026
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  10. SpectralClustering — scikit-learn 1.8.0 documen...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . labels_ array([1, 1, 1, 0, 0, 0]) >>> clustering ...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html
    Tue Mar 17 03:44:39 UTC 2026
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