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Train error vs Test error — scikit-learn 1.4.2 ...
X_test , y_train , y_test = train_test_split ( X ,...)) test_errors . append ( enet . score ( X_test , y_test )) i_alpha_optim...scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html -
Test with permutations the significance of a cl...
Permutation test score Next, we calculate the permutation_test_score...us if you use the software. Test with permutations the significance...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
sklearn.model_selection.train_test_split — scik...
X_test , y_train , y_test = train_test_split ( ......sklearn.model_selection .train_test_split train_test_split Examples using...scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html -
Comparison of F-test and mutual information — s...
univariate F-tests statistics and mutual information. As F-test captures...( 1000 ) f_test , _ = f_regression ( X , y ) f_test /= np . max...scikit-learn.org/stable/auto_examples/feature_selection/plot_f_test_vs_mi.html -
cross_validation.rst.txt
available data as a **test set** ``X_test, y_test``. Note that the...>>> X_train, X_test, y_train, y_test = train_test_split( ... X,...scikit-learn.org/stable/_sources/modules/cross_validation.rst.txt -
sklearn.model_selection.KFold — scikit-learn 1....
estimates Nested versus non-nested cross-validation Nested versus...Provides train/test indices to split data in train/test sets. Split...scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html -
sklearn.gaussian_process.GaussianProcessClassif...
{‘one_vs_rest’, ‘one_vs_one’}, default=’one_vs_rest’ Specifies...are ‘one_vs_rest’ and ‘one_vs_one’. In ‘one_vs_rest’, one binary...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.html -
sklearn.discriminant_analysis.QuadraticDiscrimi...
classification on an array of test vectors X. predict_log_proba...the mean accuracy on the given test data and labels. set_params...scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal... -
Model selection: choosing estimators and their ...
X_digits [ test ], y_digits [ test ]) ... for train , test in k_fold..., y_train ) . score ( X_test , y_test )) >>> print ( scores )...scikit-learn.org/stable/tutorial/statistical_inference/model_selection.html -
sklearn.multiclass.OutputCodeClassifier — sciki...
the mean accuracy on the given test data and labels. set_params...the mean accuracy on the given test data and labels. In multi-label...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OutputCodeClassifier.html -
sklearn.svm.SVC — scikit-learn 1.4.2 documentation
cross-validation Nested versus non-nested cross-validation Nested versus...following example: Nested versus non-nested cross-validation Read...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html -
Model Selection — scikit-learn 1.4.2 documentation
(ROC) Nested versus non-nested cross-validation Nested versus...Train error vs Test error Train error vs Test error Underfitting...scikit-learn.org/stable/auto_examples/model_selection/index.html -
sklearn.model_selection.TimeSeriesSplit — sciki...
in train/test sets. In each split, test indices must be...n_splits=5, test_size=None) >>> for i , ( train_index , test_index...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html -
sklearn.model_selection.ShuffleSplit — scikit-l...
print ( f " Test: index= { test_index } " ) Fold 0: Train:...4] Test: index=[5 2] Fold 1: Train: index=[4 0 2 5] Test: index=[1...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ShuffleSplit.html -
sklearn.neighbors.NearestCentroid — scikit-lear...
with test samples classified to the class...classification on an array of test vectors X . score (X, y[, sample_weight])...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
sklearn.naive_bayes.MultinomialNB — scikit-lear...
classification of text documents Out-of-core classification of text documents...classification on an array of test vectors X. predict_joint_log_proba...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html -
sklearn.dummy.DummyClassifier — scikit-learn 1....
n_features) Test samples. Passing None as test samples gives...(X) Perform classification on test vectors X. predict_log_proba...scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html -
sklearn.model_selection.StratifiedShuffleSplit ...
Provides train/test indices to split data in train/test sets. This..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html -
sklearn.model_selection.ValidationCurveDisplay ...
test_scores = test_scores , score_name =...param_range , train_scores , test_scores , score_name = None )...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ValidationCurveDisplay.html -
sklearn.model_selection.GroupShuffleSplit — sci...
f " Test: index= { test_index } , group= { groups [ test_index...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html