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Understanding the decision tree structure — sci...
X_test , y_train , y_test = train_test_split ( X ,...decision_path ( X_test ) leaf_id = clf . apply ( X_test ) sample_id...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
Developers’ Tips and Tricks — scikit-learn 1.6....
sklearn/linear_model/tests/test_logistic.py::test_sparsify or use...instance,: pytest sklearn/tests/test_common.py -v -k LogisticRegression...scikit-learn.org/dev/developers/tips.html -
Permutation Importance vs Random Forest Feature...
X_test , y_train , y_test = train_test_split ( X ,...( f "RF test accuracy: { rf . score ( X_test , y_test ) : .3f...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
IsolationForest example — scikit-learn 1.5.0 do...
X_test , y_train , y_test = train_test_split ( X ,...sklearn.model_selection import train_test_split n_samples , n_outliers...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html -
Developing scikit-learn estimators — scikit-lea...
_skip_test (default=False) whether to skip common tests entirely....X_train , y_train ) . predict ( X_test ) Depending on the nature of...scikit-learn.org/dev/developers/develop.html -
CalibrationDisplay — scikit-learn 1.5.0 documen...
X_test , y_train , y_test = train_test_split ( ......X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibrationDisplay.html -
Plotting Learning Curves and Checking Models’ S...
[ test_scores_nb , test_scores_svm ], [ naive_bayes...axis = 1 ), test_scores . mean ( axis = 1 ) - test_scores . std...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html -
f_regression — scikit-learn 1.5.0 documentation
Comparison of F-test and mutual information Comparison of F-test and mutual...Univariate linear regression tests returning F-statistic and p-values....scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_regression.html -
PrecisionRecallDisplay — scikit-learn 1.5.0 doc...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.metrics.PrecisionRecallDisplay.html -
Successive Halving Iterations — scikit-learn 1....
The best candidate is the candidate that has the best score..."params_str" , values = "mean_test_score" ) ax = mean_scores ....scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html -
LarsCV — scikit-learn 1.5.0 documentation
test) splits as arrays of indices....shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html -
Importance of Feature Scaling — scikit-learn 1....
X_test , y_train , y_test = train_test_split ( X ,...( X_test ) y_pred_scaled = scaled_clf . predict ( X_test ) y_proba...scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html -
Restricted Boltzmann Machine features for digit...
X_test , Y_train , Y_test = train_test_split ( X ,...sklearn.model_selection import train_test_split from sklearn.preprocessing...scikit-learn.org/stable/auto_examples/neural_networks/plot_rbm_logistic_classification.html -
1.6. Nearest Neighbors — scikit-learn 1.5.0 doc...
X_test , y_train , y_test = train_test_split ( X ,...( nca_pipe . score ( X_test , y_test )) 0.96190476... The plot...scikit-learn.org/stable/modules/neighbors.html -
ExtraTreeRegressor — scikit-learn 1.5.0 documen...
X_test , y_train , y_test = train_test_split ( ......y_train ) >>> reg . score ( X_test , y_test ) 0.33... apply ( X , check_input...scikit-learn.org/stable/modules/generated/sklearn.tree.ExtraTreeRegressor.html -
1.13. Feature selection — scikit-learn 1.5.0 do...
the best features based on univariate statistical tests. It can...we can use a F-test to retrieve the two best features for a dataset...scikit-learn.org/stable/modules/feature_selection.html -
Detection error tradeoff (DET) curve — scikit-l...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , ax = ax_roc , name = name...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html -
3.1. Cross-validation: evaluating estimator per...
available data as a test set X_test, y_test . Note that the word...X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/cross_validation.html -
Glossary of Common Terms and API Elements — sci...
common tests # This refers to the tests run on almost...(train_idx, test_idx) pairs. Each of {train,test}_idx is a 1d...scikit-learn.org/dev/glossary.html -
Elastic PostgreSQL connector reference | Enterp...
Connector testing for more details. To perform E2E testing for the...command: $ make ftest NAME=postgresql For faster tests, add the DATA_SIZE=small...www.elastic.co/guide/en/enterprise-search/current/connectors-postgresql.html