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FixedThresholdClassifier — scikit-learn 1.7.2 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 -
Comparison of Calibration of Classifiers — scik...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , n_bins = 10 , name = name...scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html -
CalibratedClassifierCV — scikit-learn 1.7.2 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 -
MultiTaskLassoCV — scikit-learn 1.7.2 documenta...
default=None Values of alphas to test along the regularization path....An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html -
LeaveOneOut — scikit-learn 1.7.2 documentation
Provides train/test indices to split data in train/test sets. Each..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html -
Post-hoc tuning the cut-off point of decision f...
Series ( [ est . best_threshold_ for est in cv_results_tuned_model...value_counts () class tested_negative 500 tested_positive 268 Name:...scikit-learn.org/stable/auto_examples/model_selection/plot_tuned_decision_threshold.html -
validation_curve — scikit-learn 1.7.2 documenta...
print ( f "The average test accuracy is { test_scores . mean () :...curve. Determine training and test scores for varying parameter...scikit-learn.org/stable/modules/generated/sklearn.model_selection.validation_curve.html -
plot_hgbt_regression.rst.txt
import train_test_split X_train, X_test, y_train, y_test = train_test_split(X,...train_test_split(X, y, test_size=0.4, shuffle=False) print(f"Training...scikit-learn.org/stable/_sources/auto_examples/ensemble/plot_hgbt_regression.rst.txt -
Post pruning decision trees with cost complexit...
X_test , y_train , y_test = train_test_split ( X ,...clfs ] test_scores = [ clf . score ( X_test , y_test ) for clf...scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html -
Version 0.18 — scikit-learn 1.7.2 documentation
'split0_test_score' ), as well as their mean ( 'mean_test_score'...sklearn.model_selection.train_test_split raised an error when stratify...scikit-learn.org/stable/whats_new/v0.18.html -
Scalable learning with polynomial kernel approx...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , train_size = 5_000 , test_size = 10_000...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
ValidationCurveDisplay — scikit-learn 1.7.2 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 -
IsolationForest example — scikit-learn 1.7.2 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 -
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 -
Visualizations with Display Objects — scikit-le...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) cm = confusion_matrix ( y_test , y_pred ) cm_display...scikit-learn.org/stable/auto_examples/miscellaneous/plot_display_object_visualization.html -
Tweedie regression on insurance claims — scikit...
( "test" , X_test , df_test ), ]: y , _weights...train_test_split df_train , df_test , X_train , X_test = train_test_split...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
Ordinary Least Squares and Ridge Regression — s...
X_test , y_train , y_test = train_test_split ( X ,...] . scatter ( X_test , y_test , label = "Test data points" ) ax...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge.html -
load_svmlight_files — scikit-learn 1.7.2 docume...
target_test X_train , y_train , X_test , y_test = get_data ()...matrix X_test, it is essential that X_train and X_test have the...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_files.html -
9.3. 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/stable/computing/parallelism.html -
LearningCurveDisplay — scikit-learn 1.7.2 docum...
test_scores = test_scores , score_name =...train_sizes , train_scores , test_scores , score_name = None )...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LearningCurveDisplay.html