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Balance model complexity and cross-validated sc...
deviation of the best `mean_test_score`. """ best_score_idx = np...][ best_score_idx ] - cv_results [ "std_test_score" ][ best_score_idx...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
Version 0.13 — scikit-learn 1.5.0 documentation
train_test_split being interpreted as a test by Yaroslav...Changed default test_size in cross_validation.train_test_split to None,...scikit-learn.org/stable/whats_new/v0.13.html -
Poisson regression and non-normal loss — scikit...
df_test = train_test_split ( df , test_size = 0.33 ,...df_test [ "Frequency" ], df_test [ "Frequency" ], df_test [ "Exposure"...scikit-learn.org/stable/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.html -
Pipeline ANOVA SVM — scikit-learn 1.5.0 documen...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) print ( classification_report ( y_test , y_pred...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html -
Confusion matrix — scikit-learn 1.5.0 documenta...
set and a test set X_train , X_test , y_train , y_test = train_test_split...from_estimator ( classifier , X_test , y_test , display_labels = class_names...scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html -
ConfusionMatrixDisplay — 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.ConfusionMatrixDisplay.html -
LabelPropagation — scikit-learn 1.5.0 documenta...
the mean accuracy on the given test data and labels. In multi-label...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelPropagation.html -
Elasticsearch features list | Elastic
"message" : { "query" : "this is a test", "operator" : "and" } } } }...default distribution, you can also test out Platinum features such as...www.elastic.co/elasticsearch/features -
Novelty detection with Local Outlier Factor (LO...
X_outliers ) n_error_test = y_pred_test [ y_pred_test == - 1 ] . size...# e.g. X_test, X_outliers or the meshgrid y_pred_test = clf ....scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html -
Installing scikit-learn — scikit-learn 1.5.0 do...
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/stable/install.html -
Visualizing cross-validation behavior in scikit...
cross-validation Nested versus non-nested cross-validation Nested versus...split data into training and test sets in order to avoid model...scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html -
decomposition.rst.txt
||X-UV||_{\text{Fro}}^2+\alpha||V||_{1,1} \\ \text{subject to...||X-UV||_{\text{Fro}}^2+\alpha||U||_{1,1} \\ \text{subject to...scikit-learn.org/stable/_sources/modules/decomposition.rst.txt -
Digits Classification Exercise — scikit-learn 1...
)] X_test = X_digits [ int ( 0.9 * n_samples ) :] y_test = y_digits..., y_train ) . score ( X_test , y_test )) print ( "LogisticRegression...scikit-learn.org/stable/auto_examples/exercises/plot_digits_classification_exercise.html -
SVM Exercise — scikit-learn 1.5.0 documentation
out the test data plt . scatter ( X_test [:, 0 ], X_test [:, 1...n_sample )] X_test = X [ int ( 0.9 * n_sample ) :] y_test = y [ int...scikit-learn.org/stable/auto_examples/exercises/plot_iris_exercise.html -
Species distribution modeling — scikit-learn 1....
"ascii" ) points = dict ( test = test , train = train ) for label...species . pts_test [ "dd long" ], species . pts_test [ "dd lat"...scikit-learn.org/stable/auto_examples/applications/plot_species_distribution_modeling.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 -
Univariate Feature Selection — scikit-learn 1.5...
X_test , y_train , y_test = train_test_split ( X ,...format ( clf . score ( X_test , y_test ) ) ) svm_weights = np ....scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html -
Version 0.15 — scikit-learn 1.6.dev0 documentation
only for running the tests. By Joel Nothman . Many documentation...and ROC examples now use train_test_split, and have more explanation...scikit-learn.org/dev/whats_new/v0.15.html -
Single estimator versus bagging: bias-variance ...
( y ) X_test , y_test = generate ( n_samples = n_test , noise...training set n_test = 1000 # Size of the test set noise = 0.1...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
Column Transformer with Heterogeneous Data Sour...
) X_test , y_test = fetch_20newsgroups ( random_state...body = text . partition ( " \n\n " ) # store body text in second...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html