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  1. mean_squared_log_error — scikit-learn 1.8...

    1 ], [ 1 , 2 ], [ 7 , 6 ]] >>>...>>> y_pred = [[ 0.5 , 2 ], [ 1 , 2.5 ], [ 8 , 8 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_log_error.html
    Mon Feb 02 09:23:44 GMT 2026
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  2. GroupShuffleSplit — scikit-learn 1.8.0 do...

    index=[0 1], group=[1 1] Fold 1: Train: index=[0 1 5 6 7], group=[1...= ( 8 , 1 )) >>> groups = np . array ([ 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html
    Mon Feb 02 09:23:44 GMT 2026
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  3. d2_pinball_score — scikit-learn 1.8.0 doc...

    Added in version 1.1. Parameters : y_true array-like...y_true = [ 1 , 2 , 3 ] >>> y_pred = [ 1 , 3 , 3 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html
    Mon Feb 02 09:23:44 GMT 2026
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  4. FeatureHasher — scikit-learn 1.8.0 docume...

    -1., 0., -1., 0., 1.], [ 0., 0., 0., -1., 0., -1., 0., 0.],...0.], [ 0., -1., 0., 0., 0., 0., 0., 1.]]) fit ( X = None , y...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. lars_path — scikit-learn 1.8.0 documentation

    the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...equation (see discussion in [1] ). Read more in the User Guide...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. MDS — scikit-learn 1.8.0 documentation

    n_init will change from 4 to 1 in version 1.9. init {‘random’, ‘classical_mds’},...Added in version 1.8. Changed in version 1.10: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html
    Mon Feb 02 09:23:44 GMT 2026
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  7. mean_pinball_loss — scikit-learn 1.8.0 do...

    [ 1 , 2 , 4 ], alpha = 0.1 ) 0.3... >>>...scikit-learn 1.0 Release Highlights for scikit-learn 1.0 On this...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_pinball_loss.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. ExtraTreesRegressor — scikit-learn 1.8.0 ...

    min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0 , max_features = 1.0 ,...e.g. 0.3. Changed in version 1.1: The default of max_features...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  9. compute_class_weight — scikit-learn 1.8.0...

    compute_class_weight >>> y = [ 1 , 1 , 1 , 1 , 0 , 0 ] >>> ...unique ( y ), y = y ) array([1.5 , 0.75]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.class_weight.compute_class_weight.html
    Mon Jan 26 11:09:14 GMT 2026
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  10. NMF — scikit-learn 1.8.0 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...version 1.4: Added 'auto' value. Changed in version 1.6: Default...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Mon Feb 02 09:23:44 GMT 2026
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