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  1. ARDRegression — scikit-learn 1.8.0 docume...

    [ 2 , 2 ]], [ 0 , 1 , 2 ]) ARDRegression() >>>...float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html
    Mon Mar 09 14:07:53 UTC 2026
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  2. HuberRegressor vs Ridge on dataset with strong ...

    2.0 , size = 4 ) X_outliers [: 2 , :] += X . max...y_outliers [: 2 ] += y . min () - y . mean () / 4.0 y_outliers [ 2 :] +=...
    scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html
    Mon Mar 09 14:07:53 UTC 2026
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  3. MultiTaskElasticNet — scikit-learn 1.8.0 ...

    [ 2 , 2 ]], [[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2 ]]) Multi...is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskElasticNet.html
    Mon Mar 09 14:07:54 UTC 2026
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  4. Manifold Learning methods on a severed sphere &...

    2 sec ISO: 0.11 sec MDS: 1.1 sec...projections with matplotlib < 3.2 import mpl_toolkits.mplot3d #...
    scikit-learn.org/stable/auto_examples/manifold/plot_manifold_sphere.html
    Mon Mar 09 14:07:53 UTC 2026
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  5. contingency_matrix — scikit-learn 1.8.0 d...

    2 , 2 ] >>> labels_pred = [ 1 , 0 , 2 , 1 , 0...0 , 2 ] >>> contingency_matrix ( labels_true , labels_pred...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.contingency_matrix.html
    Mon Mar 09 14:07:54 UTC 2026
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  6. as_float_array — scikit-learn 1.8.0 docum...

    2 , 2 ], dtype = np . int64 ) >>>...array ) array([0., 0., 1., 2., 2.]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.as_float_array.html
    Thu Mar 05 14:15:27 UTC 2026
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  7. MultiTaskLassoCV — scikit-learn 1.8.0 doc...

    it is: ( 1 / ( 2 * n_samples )) * || Y - XW ||^ 2 _Fro + alpha...X = np . array ([[ 1 , 2 , 3.1 ], [ 2.3 , 5.4 , 4.3 ]]) . T >>>...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html
    Mon Mar 09 14:07:57 UTC 2026
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  8. incr_mean_variance_axis — scikit-learn 1....

    2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.html
    Mon Feb 02 09:23:44 UTC 2026
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  9. type_of_target — scikit-learn 1.8.0 docum...

    ‘binary’: y contains <= 2 discrete values and is 1d or a...least two columns, and at most 2 unique values. ‘unknown’: y is...
    scikit-learn.org/stable/modules/generated/sklearn.utils.multiclass.type_of_target.html
    Mon Mar 09 14:07:53 UTC 2026
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  10. root_mean_squared_error — scikit-learn 1....

    2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>>...>>> y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.root_mean_squared_error.html
    Mon Mar 09 14:07:53 UTC 2026
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