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  1. Image denoising using dictionary learning &#821...

    2 , 2 ) difference = image - reference...copy () distorted [:, width // 2 :] += 0.075 * np . random . randn...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Mon Mar 09 14:07:53 UTC 2026
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  2. mean_absolute_error — scikit-learn 1.8.0 ...

    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.mean_absolute_error.html
    Mon Mar 09 14:07:54 UTC 2026
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  3. mean_squared_error — scikit-learn 1.8.0 d...

    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.mean_squared_error.html
    Mon Mar 09 14:07:54 UTC 2026
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  4. Lasso — scikit-learn 1.8.0 documentation

    [ 2 , 2 ]], [ 0 , 1 , 2 ]) Lasso(alpha=0.1)...\(||y||_2^2 / n_{\text{samples}}\) . The target can be a 2-dimensional...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html
    Mon Mar 09 14:07:57 UTC 2026
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  5. multilabel_confusion_matrix — scikit-lear...

    2]], [[5, 0], [1, 0]], [[2, 1], [1, 2]]]) On this...ndarray of shape (n_outputs, 2, 2) A 2x2 confusion matrix corresponding...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.multilabel_confusion_matrix.html
    Mon Mar 09 14:07:57 UTC 2026
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  6. BaseEstimator — scikit-learn 1.8.0 docume...

    {'param': 2} >>> X = np . array ([[ 1 , 2 ], [ 2 , 3 ],...y ) . predict ( X ) array([2, 2, 2]) >>> estimator ....
    scikit-learn.org/stable/modules/generated/sklearn.base.BaseEstimator.html
    Mon Mar 09 14:07:54 UTC 2026
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  7. inplace_csr_row_normalize_l2 — scikit-lea...

    2 , 3 ]) >>> data = np . array ([ 1.0 , 2.0 , 3.0...>>> indptr = np . array ([ 0 , 2 , 3 , 4 ]) >>> indices...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normaliz...
    Mon Feb 02 09:23:44 UTC 2026
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  8. enet_path — scikit-learn 1.8.0 documentation

    is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...mono-output tasks it is: 1 / ( 2 * n_samples ) * || y - Xw ||^...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.enet_path.html
    Mon Mar 09 14:07:57 UTC 2026
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  9. d2_log_loss_score — scikit-learn 1.8.0 do...

    Like R^2, D^2 score may be negative (it need...labels = None ) [source] # \(D^2\) score function, fraction of...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_log_loss_score.html
    Mon Mar 09 14:07:57 UTC 2026
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  10. inplace_swap_row — scikit-learn 1.8.0 doc...

    2 , 2 ]) >>> data = np . array ([ 8 , 2 , 5 ])...>>> indptr = np . array ([ 0 , 2 , 3 , 3 , 3 ]) >>> indices...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_row.html
    Mon Feb 02 09:23:44 UTC 2026
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