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  1. LinearRegression — scikit-learn 1.8.0 documenta...

    ([[ 1 , 1 ], [ 1 , 2 ], [ 2 , 2 ], [ 2 , 3 ]]) >>> # y = 1 * x_0...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. make_column_selector — scikit-learn 1.8.0 docum...

    1. , 0. , 0. ], [-1.50755672, 1. , 0. , 0. ], [-0.30151134,...[-0.30151134, 0. , 1. , 0. ], [ 0.90453403, 0. , 0. , 1. ]]) __call__...
    scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_selector.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. mean_gamma_deviance — scikit-learn 1.8.0 docume...

    1 , 4 ] >>> y_pred = [ 0.5 , 0.5...mean_gamma_deviance ( y_true , y_pred ) 1.0568... On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_gamma_deviance.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. Feature agglomeration — scikit-learn 1.8.0 docu...

    - 1 )) connectivity = grid_to_graph...images . shape ) plt . figure ( 1 , figsize = ( 4 , 3.5 )) plt ....
    scikit-learn.org/stable/auto_examples/cluster/plot_digits_agglomeration.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. MiniBatchKMeans — scikit-learn 1.8.0 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...0 , 1 ], [ 2 , 2 ], ... [ 3 , 2 ], [ 5 , 5 ], [ 1 , - 1 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.MiniBatchKMeans.html
    Mon Mar 23 20:39:23 UTC 2026
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  6. lars_path_gram — 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_gram.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. MissingIndicator — scikit-learn 1.8.0 documenta...

    1 , 3 ], ... [ 4 , 0 , np . nan ], ... [ 8 , 1 , 0 ]])...all strings. Added in version 1.0. See also SimpleImputer Univariate...
    scikit-learn.org/stable/modules/generated/sklearn.impute.MissingIndicator.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. RidgeClassifierCV — scikit-learn 1.8.0 document...

    1, 1.0, 10.0) , * , fit_intercept...shape (n_alphas,), default=(0.1, 1.0, 10.0) Array of alpha values...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifierCV.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. StandardScaler — scikit-learn 1.8.0 documentation

    ( data )) [[-1. -1.] [-1. -1.] [ 1. 1.] [ 1. 1.]] >>> print (...0 , 0 ], [ 0 , 0 ], [ 1 , 1 ], [ 1 , 1 ]] >>> scaler = StandardScaler...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. SGD: Penalties — scikit-learn 1.8.0 documentation

    [( - 1 , - 1 )], ) plt . clabel ( l2_contour , inline = 1 , fontsize...18 , fmt = { 1.0 : "L2" }, manual = [( - 1 , - 1 )]) plt . clabel...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_penalties.html
    Mon Mar 23 20:39:20 UTC 2026
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