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  1. mean_squared_error — scikit-learn 1.7.1 documen...

    2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> mean_squared_error...]] >>> y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] >>> mean_squared_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html
    Thu Aug 07 12:27:55 UTC 2025
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  2. grid_search.rst.txt

    +--------- | 3 * 2 = 6 | 70 // 2 = 35 | +--------- | 6 * 2 = 12 | 35...35 // 2 = 17 | +--------- | 12 * 2 = 24 | 17 // 2 = 8 | +---------...
    scikit-learn.org/stable/_sources/modules/grid_search.rst.txt
    Wed Aug 06 18:27:57 UTC 2025
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  3. SpectralClustering — scikit-learn 1.7.1 documen...

    ( - dist_matrix ** 2 / ( 2. * delta ** 2 )) where delta is a...normalized graph cuts [1] , [2] . When calling fit , an affinity...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html
    Thu Aug 07 12:27:52 UTC 2025
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  4. preprocessing.rst.txt

    2. , 1. , 0.1], [4.4, 2.2, 1.1, 0.1], [4.4, 2.2, 1.2, 0.1],...:math:`(X_1, X_2)` to :math:`(1, X_1, X_2, X_1^2, X_1X_2, X_2^2)`. In...
    scikit-learn.org/stable/_sources/modules/preprocessing.rst.txt
    Sat Aug 02 00:15:37 UTC 2025
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  5. KNeighborsRegressor — scikit-learn 1.7.1 docume...

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which...float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html
    Thu Aug 07 12:27:54 UTC 2025
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  6. ARDRegression — scikit-learn 1.7.1 documentation

    [ 2 , 2 ]], [ 0 , 1 , 2 ]) ARDRegression() >>>...1e-06 , alpha_2 = 1e-06 , lambda_1 = 1e-06 , lambda_2 = 1e-06 , compute_score...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html
    Thu Aug 07 12:27:55 UTC 2025
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  7. train_test_split — scikit-learn 1.7.1 documenta...

    2 1 4.9 3.0 1.4 0.2 2 4.7 3.2 1.3 0.2 3 4.6 3.1 1.5...1.4 0.2 122 7.7 2.8 6.7 2.0 >>> y_train . head () 96 1 105 2 66...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html
    Thu Aug 07 12:27:53 UTC 2025
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  8. spectral_clustering — scikit-learn 1.7.1 docume...

    [2] . Read more in the User Guide...be avoided. Added in version 1.2: Added ‘auto’ option. assign_labels...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.spectral_clustering.html
    Thu Aug 07 12:27:55 UTC 2025
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  9. BaggingRegressor — scikit-learn 1.7.1 documenta...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...the method is known as Bagging [2] . When random subsets of the...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html
    Thu Aug 07 12:27:55 UTC 2025
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  10. BaseEstimator — scikit-learn 1.7.1 documentation

    predict ( X ) array([2, 2, 2]) >>> estimator . set_params...param = 2 ) >>> estimator . get_params () {'param': 2} >>> X =...
    scikit-learn.org/stable/modules/generated/sklearn.base.BaseEstimator.html
    Thu Aug 07 12:27:53 UTC 2025
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