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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 -
Overview
outside-sql-test : Runs outside-sql-test.[sh|bat]. replace-schema...jdbc generate doc outside-sql-test replace-schema sql2entity manage...dbflute.seasar.org/maven/plugin/ -
Examples — scikit-learn 1.6.dev0 documentation
(ROC) Nested versus non-nested cross-validation Nested versus...Comparison of F-test and mutual information Comparison of F-test and mutual...scikit-learn.org/dev/auto_examples/index.html -
SVC — scikit-learn 1.5.0 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 -
Feature Selection — scikit-learn 1.5.0 document...
Comparison of F-test and mutual information Comparison of F-test and mutual...scikit-learn.org/stable/auto_examples/feature_selection/index.html -
6.3. Preprocessing data — scikit-learn 1.5.0 do...
X_test , y_train , y_test = train_test_split ( X ,...score ( X_test , y_test ) # apply scaling on testing data, without...scikit-learn.org/stable/modules/preprocessing.html -
FixedThresholdClassifier — scikit-learn 1.5.0 d...
X_test , y_train , y_test = train_test_split ( ......confusion_matrix ( y_test , classifier . predict ( X_test ))) [[217 7]...scikit-learn.org/stable/modules/generated/sklearn.model_selection.FixedThresholdClassifier.html -
ValidationCurveDisplay — scikit-learn 1.5.0 doc...
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 -
Model Selection — scikit-learn 1.5.0 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 -
Putting it all together — scikit-learn 1.5.0 do...
X_test , y_train , y_test = train_test_split ( X , y , test_size...set and a test and keep 25% of the data for testing. X_train ,...scikit-learn.org/stable/tutorial/statistical_inference/putting_together.html