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Statistical comparison of models using grid sea...
"rank_test_score" , "mean_test_score" , "std_test_score" ]] params...params rank_test_score mean_test_score std_test_score kernel rbf {'kernel':...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Adjustment for chance in clustering performance...
( score_name , score_func ) in zip ( "d^vx.," , score_funcs...): scores = fixed_classes_uniform_labelings_scores ( score_func...scikit-learn.org/stable/auto_examples/cluster/plot_adjusted_for_chance_measures.html -
zero_one_loss — scikit-learn 1.5.2 documentation
also accuracy_score Compute the accuracy score. By default, the...jaccard_score Compute the Jaccard similarity coefficient score. Notes...scikit-learn.org/stable/modules/generated/sklearn.metrics.zero_one_loss.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 -
Version 0.21 — scikit-learn 1.7.dev0 documentation
API Change The R2 score used when calling score on a regressor will...metrics.r2_score . This will influence the score method of all...scikit-learn.org/dev/whats_new/v0.21.html -
1. Metadata Routing — scikit-learn 1.5.2 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 -
OneClassSVM — scikit-learn 1.5.2 documentation
score_samples ( X ) [source] # Raw scoring function...decision function from the raw scores. We have the relation: decision_function...scikit-learn.org/stable/modules/generated/sklearn.svm.OneClassSVM.html -
Cross-validation on diabetes Dataset Exercise —...
y ) scores = clf . cv_results_ [ "mean_test_score" ] scores_std...semilogx ( alphas , scores ) std_error = scores_std / np . sqrt (...scikit-learn.org/stable/auto_examples/exercises/plot_cv_diabetes.html -
Precision-Recall — scikit-learn 1.5.2 documenta...
e_precision_score , sklearn.metrics.recall_score , sklearn.m...sklearn.metrics.precision_score , sklearn.metrics.f1_score In binary classification...scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.html -
Model-based and sequential feature selection — ...
print ( f "ROC AUC score: { roc_auc_score ( y , model . predict_proba...features based a cross-validation score. That is, we start with 0 features...scikit-learn.org/stable/auto_examples/feature_selection/plot_select_from_model_diabetes.html