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Underfitting vs. Overfitting — scikit-learn 1.7...
plot ( X_test , pipeline . predict ( X_test [:, np . newaxis..."Model" ) plt . plot ( X_test , true_fun ( X_test ), label = "True function"...scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html -
CalibratedClassifierCV — scikit-learn 1.7.1 doc...
and calibrates it using the testing subset. For prediction, predicted...An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html -
Demonstration of multi-metric evaluation on cro...
'_<scorer_name>' ( 'mean_test_precision' , 'rank_test_precision' , etc…)...style in (( "train" , "--" ), ( "test" , "-" )): sample_score_mean...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
Feature discretization — scikit-learn 1.7.1 doc...
training and test part X_train , X_test , y_train , y_test = train_test_split...and testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_classification.html -
GroupKFold — scikit-learn 1.7.1 documentation
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.GroupKFold.html -
GridSearchCV — scikit-learn 1.7.1 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 -
DummyClassifier — scikit-learn 1.7.1 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 -
TunedThresholdClassifierCV — scikit-learn 1.7.1...
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 -
Developer’s Guide — scikit-learn 1.7.1 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 -
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