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Balance model complexity and cross-validated sc...
"mean_test_score" : test_scores , "std_test_score" : grid...std of test scores mean_test_scores = np . mean ( test_scores...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
StratifiedShuffleSplit — scikit-learn 1.7.2 doc...
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 -
GroupShuffleSplit — scikit-learn 1.7.2 document...
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 -
Developer’s Guide — scikit-learn 1.7.2 document...
on GitHub Actions Testing and improving test coverage Monitoring...Numbers Numerical assertions in tests Developers’ Tips and Tricks...scikit-learn.org/stable/developers/index.html -
DummyClassifier — scikit-learn 1.7.2 documentation
n_features) Test samples. Passing None as test samples gives...# Perform classification on test vectors X. Parameters : X array-like...scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html -
Overview of multiclass training meta-estimators...
"DecisionTreeClassifi" : cv_results_tree [ "test_score" ], "OneVsOneClassifier"..."OneVsOneClassifier" : cv_results_ovo [ "test_score" ], "OneVsRestClassifier"...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
GridSearchCV — scikit-learn 1.7.2 documentation
'rank_test_score', 'split0_test_score',... 'split2_test_score',...'mean_test_score' : [ 0.81 , 0.60 , 0.75 , 0.85 ], 'std_test_score'...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html -
Semi-supervised Classification on a Text Datase...
X_test , y_train , y_test = train_test_split ( X ,..., X_train , y_train , X_test , y_test ): print ( "Number of training...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
TunedThresholdClassifierCV — scikit-learn 1.7.2...
X_test , y_train , y_test = train_test_split ( ......classification_report ( y_test , classifier . predict ( X_test ))) precision...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
Target Encoder’s Internal Cross fitting — sciki...
X_test , y_train , y_test = train_test_split ( X ,...score on test set: " , raw_model . score ( X_test , y_test )) Raw...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html