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CalibratedClassifierCV — scikit-learn 1.7.0 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 -
LeavePGroupsOut — scikit-learn 1.7.0 documentation
f " Test: index= { test_index } , group= { groups [ test_index...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePGroupsOut.html -
Sample pipeline for text feature extraction and...
) data_test = fetch_20newsgroups ( subset = "test" , categories...vect__norm: l1 test_accuracy = random_search . score ( data_test . data...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
LinearSVC — scikit-learn 1.7.0 documentation
vs the rest. It is possible to implement one vs the rest with SVC...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVC.html -
LeaveOneOut — scikit-learn 1.7.0 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 -
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 -
MLPRegressor — scikit-learn 1.7.0 documentation
X_test , y_train , y_test = train_test_split ( X ,...-291]) >>> regr . score ( X_test , y_test ) 0.98 fit ( X , y , sample_weight...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html -
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 -
ValidationCurveDisplay — scikit-learn 1.7.0 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 -
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 -
Release Highlights for scikit-learn 0.24 — scik...
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/auto_examples/release_highlights/plot_release_highlights_0_24_0.html -
OneVsOneClassifier — scikit-learn 1.7.0 documen...
X_test , y_train , y_test = train_test_split ( ......sklearn.model_selection import train_test_split >>> from sklearn.multiclass...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsOneClassifier.html -
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 -
load_svmlight_files — scikit-learn 1.7.0 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 -
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 -
Confusion matrix — scikit-learn 1.7.0 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 -
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 1.7.0 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 -
Debugging Azure Networking for Elastic Cloud Se...
for the duration of the test. These tests are designed to push the...performance and scalability tests to ensure that our users get...www.elastic.co/observability-labs/blog/debugging-aks-packet-loss -
LarsCV — scikit-learn 1.7.0 documentation
test) splits as arrays of indices....coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html -
GMM covariances — scikit-learn 1.7.0 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 -
MultinomialNB — scikit-learn 1.7.0 documentation
classification of text documents Out-of-core classification of text documents...classification on an array of test vectors X. Parameters : X array-like...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html -
Feature transformations with ensembles of trees...
X_test , y_full_train , y_test = train_test_split ( X...train_test_split ( X_full_train , y_full_train , test_size =...scikit-learn.org/stable/auto_examples/ensemble/plot_feature_transformation.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 -
Precision-Recall — scikit-learn 1.7.0 documenta...
and test X_train , X_test , y_train , y_test = train_test_split...and test X_train , X_test , Y_train , Y_test = train_test_split...scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.html -
feed.xml
import { test, expect } from "@playwright/test"; test("homepage...import { test, expect } from "@playwright/test"; test("homepage...www.elastic.co/observability-labs/rss/feed.xml -
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 -
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 -
Version 0.18 — scikit-learn 1.7.0 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 -
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 -
Nearest Neighbors Classification — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...split the data into a train and test dataset. from sklearn.datasets...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.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 -
plot_classifier_comparison.zip
and test part X, y = ds X_train, X_test, y_train, y_test = train_test_split(...Plot the testing points ax.scatter( X_test[:, 0], X_test[:, 1],...scikit-learn.org/stable/_downloads/ce35bcc69acbd491cf7ac77fa17889d5/plot_classifier_comparison.zip -
Prediction Latency — scikit-learn 1.7.0 documen...
X_test , y_train , y_test = train_test_split ( X ,..., X_test , y_test = generate_dataset ( n_train , n_test , n )...scikit-learn.org/stable/auto_examples/applications/plot_prediction_latency.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 -
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 -
ElasticNet — scikit-learn 1.7.0 documentation
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.ElasticNet.html -
KNeighborsClassifier — scikit-learn 1.7.0 docum...
or None Test samples. If None , predictions...probability estimates for the test data X. Parameters : X {array-like,...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html -
Dimensionality Reduction with Neighborhood Comp...
train/test X_train , X_test , y_train , y_test = train_test_split...( model . transform ( X_test ), y_test ) # Embed the data set...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html -
plot_classifier_comparison.py
and test part X, y = ds X_train, X_test, y_train, y_test = train_test_split(...Plot the testing points ax.scatter( X_test[:, 0], X_test[:, 1],...scikit-learn.org/stable/_downloads/2da0534ab0e0c8241033bcc2d912e419/plot_classifier_comparison.py -
NeighborhoodComponentsAnalysis — scikit-learn 1...
X_test , y_train , y_test = train_test_split ( X ,...print ( knn . score ( X_test , y_test )) 0.933333... >>> knn ....scikit-learn.org/stable/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.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 -
TimeSeriesSplit — scikit-learn 1.7.0 documentation
test_size=None) >>> for i , ( train_index , test_index..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html -
ShuffleSplit — scikit-learn 1.7.0 documentation
print ( f " Test: index= { test_index } " ) Fold 0: Train:...4] Test: index=[5 2] Fold 1: Train: index=[4 0 2 5] Test: index=[1...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ShuffleSplit.html -
class_likelihood_ratios — scikit-learn 1.7.0 do...
obtain post-test probabilities given a pre-test probability....classifier being a diagnostic test; the pre-test probability of an individual...scikit-learn.org/stable/modules/generated/sklearn.metrics.class_likelihood_ratios.html -
6. Visualizations — scikit-learn 1.7.0 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 -
NuSVR — scikit-learn 1.7.0 documentation
expected shape of X is (n_samples_test, n_samples_train). Returns :...coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVR.html -
CalibrationDisplay — scikit-learn 1.7.0 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 -
Developer’s Guide — scikit-learn 1.7.0 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 -
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