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  1. KNeighborsTransformer — scikit-learn 1.8.0 docu...

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which..., metric = 'minkowski' , p = 2 , metric_params = None , n_jobs...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. 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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  3. TransformedTargetRegressor — scikit-learn 1.8.0...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...The function needs to return a 2-dimensional array. inverse_func...
    scikit-learn.org/stable/modules/generated/sklearn.compose.TransformedTargetRegressor.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. dict_learning_online — scikit-learn 1.8.0 docum...

    X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...dict_learning_online ( X , n_components = 2 , * , alpha = 1 , max_iter = 100...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. PoissonRegressor — scikit-learn 1.8.0 documenta...

    determination R^2. R^2 uses squared error and D^2 uses the deviance...PoissonRegressor () >>> X = [[ 1 , 2 ], [ 2 , 3 ], [ 3 , 4 ], [ 4 , 3...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PoissonRegressor.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. all_estimators — scikit-learn 1.8.0 docum...

    'tuple'> >>> estimators [: 2 ] [('ARDRegression', <class...) >>> classifiers [: 2 ] [('AdaBoostClassifier',...
    scikit-learn.org/stable/modules/generated/sklearn.utils.discovery.all_estimators.html
    Mon Feb 02 09:23:44 UTC 2026
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  7. IncrementalPCA — scikit-learn 1.8.0 documentation

    [ - 2 , - 1 ], [ - 3 , - 2 ], ... [ 1 , 1 ], [ 2 , 1 ], [...O(batch_size * n_features ** 2) , but only 2 * batch_size samples remain...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.IncrementalPCA.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. 1.17. Neural network models (supervised) — scik...

    predict ([[ 2. , 2. ], [ - 1. , - 2. ]]) array([1, 0])...coef in clf . coefs_ ] [(2, 5), (5, 2), (2, 1)] Currently, MLPClassifier...
    scikit-learn.org/stable/modules/neural_networks_supervised.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. MultiTaskLasso — scikit-learn 1.8.0 documentation

    2 ], [ 2 , 4 ]], [[ 0 , 0 ], [ 1 , 1 ], [ 2 , 3 ]]) ...Lasso is: ( 1 / ( 2 * n_samples )) * || Y - XW ||^ 2 _Fro + alpha...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLasso.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. mean_absolute_percentage_error — scikit-learn 1...

    2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> m...1. , 0. , 2.4 , 7. ] >>> y_pred = [ 1.2 , 0.1 , 2.4 , 8. ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_percentage_error.html
    Mon Mar 23 20:39:20 UTC 2026
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