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

    [ 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 23 20:39:20 UTC 2026
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  2. GMM covariances — scikit-learn 1.8.0 documentation

    covariances_ [ n ][: 2 , : 2 ] elif gmm . covariance_type...covariances = gmm . covariances_ [: 2 , : 2 ] elif gmm . covariance_type...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. Face completion with a multi-output estimators ...

    n_pixels // 2 :] X_test = test [:, : ( n_pixels + 1 ) // 2 ] y_test.... figure ( figsize = ( 2.0 * n_cols , 2.26 * n_faces )) plt ....
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_multioutput_face_completion.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. 1.7. Gaussian Processes — scikit-learn 1.8.0 do...

    log-transformed [[ -inf 2.30258509] [ -inf 2.30258509] [ -inf 2.30258509]]...\left(1 + \frac{d(x_i, x_j)^2}{2\alpha l^2}\right)^{-\alpha}\] The...
    scikit-learn.org/stable/modules/gaussian_process.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. NearestCentroid — scikit-learn 1.8.0 documentation

    2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. mutual_info_classif — scikit-learn 1.8.0 docume...

    [ 2 ] ( 1 , 2 ) A. Kraskov, H. Stogbauer...neighbors distances as described in [2] and [3] . Both methods are based...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_classif.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. Version 0.15 — scikit-learn 1.8.0 documentation

    Marsi 2 csytracy 2 LK 2 Vlad Niculae 2 Laurent Direr 2 Erik Shilts...Liau 2 abhishek thakur 2 James Yu 2 Rohit Sivaprasad 2 Roland...
    scikit-learn.org/stable/whats_new/v0.15.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. resample — scikit-learn 1.8.0 documentation

    2)> >>> X_sparse . toarray () array([[1., 0.], [2., 1.],...= np . array ([[ 1. , 0. ], [ 2. , 1. ], [ 0. , 0. ]]) >>> y =...
    scikit-learn.org/stable/modules/generated/sklearn.utils.resample.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. Novelty detection with Local Outlier Factor (LO...

    2 ) X_train = np . r_ [ X + 2 , X - 2 ] # Generate...randn ( 20 , 2 ) X_test = np . r_ [ X + 2 , X - 2 ] # Generate...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html
    Mon Mar 23 20:39:22 UTC 2026
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  10. Comparison of LDA and PCA 2D projection of Iris...

    the different samples on the 2 first principal components. Linear...target_names pca = PCA ( n_components = 2 ) X_r = pca . fit ( X ) . transform...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html
    Mon Mar 23 20:39:20 UTC 2026
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