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HalvingGridSearchCV — scikit-learn 1.7.0 docume...
Returns : score float The score defined by scoring if provided,...cv = 5 , scoring = None , refit = True , error_score = nan , return_train_score...scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingGridSearchCV.html -
4. Metadata Routing — scikit-learn 1.7.0 docume...
make_scorer ( accuracy_score ) . set_score_request ( sample_weight...make_scorer ( accuracy_score ) . set_score_request ( sample_weight...scikit-learn.org/stable/metadata_routing.html -
Model selection with Probabilistic PCA and Fact...
return pca_scores , fa_scores def shrunk_cov_score ( X ): shrinkages...Noise" )]: pca_scores , fa_scores = compute_scores ( X ) n_components_pca...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html -
LogisticRegressionCV — scikit-learn 1.7.0 docum...
scoring str or callable, default=None The scoring method...confidence scores for samples. The confidence score for a sample...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html -
Plot the decision surfaces of ensembles of tree...
95 score RandomForestClassifi () # 0.94 score AdaBoost...0.94 score DecisionTree ( max_depth = None ) # 0.94 score Increasing...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html -
Comparing Random Forests and Histogram Gradient...
"Train time vs score" , "Predict time vs score" ], ) model_names...cv_results , x = "mean_score_time" , y = "mean_test_score" , error_x =...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
2.3. Clustering — scikit-learn 1.7.0 documentation
concept as scores homogeneity_score and completeness_score . Both...Furthermore, both rand_score and adjusted_rand_score are symmetric :...scikit-learn.org/stable/modules/clustering.html -
Release Highlights for scikit-learn 1.4 — sciki...
print ( f "ROC AUC score is { roc_auc_score ( y_test , y_decision...hyperparameter_grid , cv = inner_cv , scoring = scoring_inner_cv , ) outer_cv...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
clustering.rst.txt
_rand_score: .. _adjusted_rand_score: Rand index ----------...:func:`rand_score` and :func:`adjusted_rand_score` are **symmetric**:...scikit-learn.org/stable/_sources/modules/clustering.rst.txt -
11. Common pitfalls and recommended practices —...
import cross_val_score >>> scores = cross_val_score ( pipeline ,...accuracy: { scores . mean () : .2f } +/- { scores . std () : .2f...scikit-learn.org/stable/common_pitfalls.html