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  1. Comparing Random Forests and Histogram Gradient...

    "Train time vs score" , "Predict time vs score" ], ) model_names...Boosting (HGBT) models in terms of score and computation time for a regression...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. ExtraTreeRegressor — scikit-learn 1.8.0 documen...

    Notes The \(R^2\) score used when calling score on a regressor uses...with Friedman’s improvement score for potential splits, “absolute_error”...
    scikit-learn.org/stable/modules/generated/sklearn.tree.ExtraTreeRegressor.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. OrthogonalMatchingPursuit — scikit-learn 1.8.0 ...

    Notes The \(R^2\) score used when calling score on a regressor uses...() . fit ( X , y ) >>> reg . score ( X , y ) 0.9991 >>> reg . predict...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. d2_pinball_score — scikit-learn 1.8.0 documenta...

    Returns : score float or ndarray of floats The \(D^2\) score with...[source] # \(D^2\) regression score function, fraction of pinball...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. Probability Calibration curves — scikit-learn 1...

    Brier score loss , Log loss , precision, recall, F1 score and ROC.... replace ( "score" , "" ) . capitalize () scores [ score_name...
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration_curve.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. Ridge — scikit-learn 1.8.0 documentation

    Notes The \(R^2\) score used when calling score on a regressor uses...(n_samples,) Returns predicted values. score ( X , y , sample_weight = None...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Ridge.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. CCA — scikit-learn 1.8.0 documentation

    Notes The \(R^2\) score used when calling score on a regressor uses...in high dimensional space. score ( X , y , sample_weight = None...
    scikit-learn.org/stable/modules/generated/sklearn.cross_decomposition.CCA.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. 5.2. Permutation feature importance — scikit-le...

    on the score function that is specified with the scoring argument...., random_state = 0 , scoring = scoring ) ... >>> for metric in...
    scikit-learn.org/stable/modules/permutation_importance.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. Compare Stochastic learning strategies for MLPC...

    print ( "Training set score: %f " % mlp . score ( X , y )) print (...learning-rate Training set score: 0.980000 Training set loss:...
    scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html
    Mon Mar 23 20:39:22 UTC 2026
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  10. Semi-supervised Classification on a Text Datase...

    model performance and return F1 score""" print ( f " Number of training...print ( f " Micro-averaged F1 score on test set: { f1 : .3f } "...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html
    Mon Mar 23 20:39:21 UTC 2026
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