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Prediction Intervals for Gradient Boosting Regr...
test datasets: X_train , X_test , y_train , y_test = train_test_split...( X_test , y_test , "b." , markersize = 10 , label = "Test observations"...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
RBF SVM parameters — scikit-learn 1.7.1 documen...
best_params_ , grid . best_score_ ) ) The best parameters...and just applying it on the test set. from sklearn.preprocessing...scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html -
MNIST classification using multinomial logistic...
X_test , y_train , y_test = train_test_split ( X ,...clf . score ( X_test , y_test ) # print('Best C % .4f' % clf.C_)...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.html -
OrthogonalMatchingPursuit — scikit-learn 1.7.1 ...
coefficient of determination on test data. The coefficient of determination,...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html -
Lagged features for time series forecasting — s...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.2 , random_state = 42 )...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
java-editor-templates.xml
test_junit4 Test @${testType:newType(org.junit.Test)} public...wt.text Text ${type:newType(org.eclipse.swt.widgets.Text)} $...dbflute.seasar.org/download/patch/handson/20140921_templates/java-editor-templates.xml -
Nearest Neighbors regression — scikit-learn 1.7...
axis = 0 ) X_test = np . linspace ( 0 , 5 , 500...X_train , y ) . predict ( X_test ) plt . subplot ( 2 , 1 , i...scikit-learn.org/stable/auto_examples/neighbors/plot_regression.html -
Version 0.13 — scikit-learn 1.7.1 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 -
Demonstration of multi-metric evaluation on cro...
The best_estimator_ , best_index_ , best_score_ and best_params_...``gs.best_score_``, ``gs.best_params_`` and # ``gs.best_index_``...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
Gradient Boosting regression — scikit-learn 1.7...
X_test , y_train , y_test = train_test_split ( X ,...mean_squared_error ( y_test , reg . predict ( X_test )) print ( "The...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html -
Multi-class AdaBoosted Decision Trees — scikit-...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...the remaining 30 percent for testing. from sklearn.model_selection...scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_multiclass.html -
8.4. Loading other datasets — scikit-learn 1.7....
X_test , y_test = load_svmlight_files (...number of features: >>> X_test , y_test = load_svmlight_file ( ......scikit-learn.org/stable/datasets/loading_other_datasets.html -
Gradient Boosting Out-of-Bag estimates — scikit...
-= test_score [ 0 ] test_best_iter = x [ np . argmin ( test_score...x = test_best_iter , color = test_color , linestyle = test_line...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Examples — scikit-learn 1.7.1 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/stable/auto_examples/index.html -
Isotonic Regression — scikit-learn 1.7.1 docume...
plot ( x_test , ir . predict ( x_test ), "C1-" ) ax1 ....noisy data (n= %d )" % n ) x_test = np . linspace ( - 10 , 110...scikit-learn.org/stable/auto_examples/miscellaneous/plot_isotonic_regression.html -
Probability Calibration curves — scikit-learn 1...
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_calibration_curve.html -
Comparison between grid search and successive h...
is_sh : # SH dataframe: get mean_test_score values for the highest...= "param_C" , values = "mean_test_score" , aggfunc = "last" ,...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html -
fetch_20newsgroups — scikit-learn 1.7.1 documen...
‘test’ for the test set, ‘all’ for both,...on a Text Dataset Semi-supervised Classification on a Text Dataset...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups.html -
MultiOutputRegressor — scikit-learn 1.7.1 docum...
coefficient of determination on test data. The coefficient of determination,...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.multioutput.MultiOutputRegressor.html -
L1-based models for Sparse Signals — scikit-lea...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 , shuffle = False ) In...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html -
Swaggerの環境セットアップ | LastaFlute
実際には、UTFluteが依存していますが、UTFlute自体はtestスコープなので、そのままだとアプリ実行環境で使えないので...を [App]LastaDocTest に追加します。 test_swaggerJson() を追加し、さらに prepareMockContextPa()...dbflute.seasar.org/ja/lastaflute/howto/structure/swaggerenv.html -
外だしSQLのタイトル (OutsideSqlTitle) | DBFlute
[df-outside-sql-test] [df-outside-sql-test] [Advice] [df-outside-sql-test]...[df-outside-sql-test] /* [df-outside-sql-test] [Simple Member...dbflute.seasar.org/ja/manual/function/genbafit/dbflutefit/outsidesqltitle/index.html -
Balance model complexity and cross-validated sc...
"mean_test_score" : test_scores , "std_test_score" : grid...std of test scores mean_test_scores = np . mean ( test_scores...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.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 -
Developer’s Guide — scikit-learn 1.7.1 document...
on GitHub Actions Testing and improving test coverage Monitoring...Numbers Numerical assertions in tests Developers’ Tips and Tricks...scikit-learn.org/stable/developers/index.html -
DummyClassifier — scikit-learn 1.7.1 documentation
n_features) Test samples. Passing None as test samples gives...# Perform classification on test vectors X. Parameters : X array-like...scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html -
ハンズオンニュース | DBFlute
-- Testing --> <!-- = = = = --> <!-- unit test --> <dependency>...With - Text Editor" で開いて修正します。ただし、その後ダブルクリックしても Text Editor ...dbflute.seasar.org/ja/tutorial/handson/news.html -
LogisticRegressionCV — scikit-learn 1.7.1 docum...
scoring option on the given test data and labels. Parameters...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html -
Common pitfalls in the interpretation of coeffi...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...predict ( X_test ) mae_test = median_absolute_error ( y_test , y_pred...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
6. Visualizations — scikit-learn 1.7.1 document...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( X ,...scikit-learn.org/stable/visualizations.html -
Release Highlights for scikit-learn 0.23 — scik...
X_test , y_train , y_test = train_test_split ( X ,...score ( X_test , y_test )) print ( gbdt . score ( X_test , y_test...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Custom refit strategy of a grid search with cro...
import train_test_split X_train , X_test , y_train , y_test = train_test_split..., "mean_test_recall" , "std_test_recall" , "mean_test_precision"...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Gradient Boosting regularization — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...( X_test )): test_deviance [ i ] = 2 * log_loss ( y_test , y_proba...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regularization.html -
ハンズオンセクション 9 | DBFlute
引数の値で null は許されない 対応テストメソッド test_letsOutside_会員が検索されること() 会員名称が...(区分値メソッドを使う、select句にカラムを追加してもOK) test_letsOutside_条件値なしで全件検索されること()...dbflute.seasar.org/ja/tutorial/handson/section09.html -
BuzzFeed - Entretenimiento, Música, Quizzes y D...
contestar bien más de la mitad de este test de pensamiento lingüístico,...inteligente que el promedio Este test no es para los que reprobaron...www.buzzfeed.com/mx -
ComplementNB — scikit-learn 1.7.1 documentation
classification on an array of test vectors X. Parameters : X array-like...probability estimates for the test vector X. For each row x of...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.ComplementNB.html -
HalvingGridSearchCV — scikit-learn 1.7.1 docume...
selected best_index_ given cv_results_ . In that case, the best_estimator_...returned best_index_ while the best_score_ attribute will not be available....scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingGridSearchCV.html -
LedoitWolf — scikit-learn 1.7.1 documentation
: X_test array-like of shape (n_samples, n_features) Test data...the observations. score ( X_test , y = None ) [source] # Compute...scikit-learn.org/stable/modules/generated/sklearn.covariance.LedoitWolf.html -
Class Likelihood Ratios to measure classificati...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...the link between pre-test and post-test odds given by the Class...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
Contributing — scikit-learn 1.7.1 documentation
sklearn/linear_model/tests/test_logistic.py to run the tests specific to...sklearn path/to/tests See also Testing and improving test coverage ....scikit-learn.org/stable/developers/contributing.html -
Action定義のテスト (ActionDefTest) | LastaFlute
src/main/resources // メインのリソース置き場 src/test/java // テストクラス置き場 |-org.docksidestage...UnitDocksideTestCase { public void test_component() throws Exception...dbflute.seasar.org/ja/lastaflute/howto/action/actiondeftest.html -
StratifiedGroupKFold — scikit-learn 1.7.1 docum...
print ( f " Test: index= { test_index } " ) ... print...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedGroupKFold.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 -
Installing scikit-learn — scikit-learn 1.7.1 do...
2 tests pytest-cov 2.9.0 tests ruff 0.11.7 tests mypy 1.15...1.15 tests pyamg 4.2.1 tests polars 0.20.30 docs, tests pyarrow...scikit-learn.org/stable/install.html -
GraphicalLasso — scikit-learn 1.7.1 documentation
: X_test array-like of shape (n_samples, n_features) Test data...the observations. score ( X_test , y = None ) [source] # Compute...scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLasso.html -
5.2. Permutation feature importance — scikit-le...
model_selection import train_test_split >>> from sklearn.linear_model...X_val , y_train , y_val = train_test_split ( ... diabetes . data...scikit-learn.org/stable/modules/permutation_importance.html -
ROC Curve with Visualization API — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( svc , X_test , y_test ) plt . show () Training...scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html -
GMM covariances — scikit-learn 1.7.1 documentation
train_index ] X_test = iris . data [ test_index ] y_test = iris . target...transAxes ) y_test_pred = estimator . predict ( X_test ) test_accuracy...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html -
One-class SVM with non-linear kernel (RBF) — sc...
size n_error_test = y_pred_test [ y_pred_test == - 1 ] . size...X_train ) y_pred_test = clf . predict ( X_test ) y_pred_outliers...scikit-learn.org/stable/auto_examples/svm/plot_oneclass.html -
LastaFlute移行 0.8.2 to 0.8.3 | LastaFlute
[App]ActionDefTest にメソッドを二つ追加 test_injectedResourceDefi() と test_lastaPresentsSomethi()...test_lastaPresentsSomethi() の二つ。 test_injectedResourceDefi() @ResourceアノテーションによるDI定義のポリシーチェック...dbflute.seasar.org/ja/lastaflute/howto/upgrade/migration/lamig082to083.html