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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 -
Installing the development version of scikit-le...
Test dependencies # Running tests requires: pytest...scikit-learn project build, test and upload wheel packages for...scikit-learn.org/dev/developers/advanced_installation.html -
sklearn.utils.estimator_checks.parametrize_with...
to specify which tests to run: pytest test_check_estimators ....DecisionTreeRegresso ()]) ... def test_sklearn_compatible_estimator...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.... -
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 -
Installing the development version of scikit-le...
Test dependencies Running tests requires: pytest...dependencies Build dependencies Test dependencies Building a specific...scikit-learn.org/stable/developers/advanced_installation.html -
3.3. Tuning the decision threshold for class pr...
cost of further diagnostic tests. Consequently, when it comes...to an internal single train-test split. The option cv="prefit"...scikit-learn.org/stable/modules/classification_threshold.html -
1.10. Decision Trees — scikit-learn 1.5.0 docum...
validate a model using statistical tests. That makes it possible to account...= 0 ) . fit ( X , y ) >>> X_test = np . array ([ np . nan ])...scikit-learn.org/stable/modules/tree.html -
Non-negative least squares — scikit-learn 1.5.0...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 ) Fit the Non-Negative...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html -
Installing scikit-learn — scikit-learn 1.6.dev0...
2 tests pytest-cov 2.9.0 tests ruff 0.2.1 tests black 24.3.0...24.3.0 tests mypy 1.9 tests pyamg 4.0.0 tests polars 0.20.23 docs,...scikit-learn.org/dev/install.html -
8.3. Parallelism, resource management, and conf...
sure that test results are independent of the test execution...run all tests with different seeds while keeping the test duration...scikit-learn.org/dev/computing/parallelism.html