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Release Highlights for scikit-learn 1.4 — sciki...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...( "cv error on test sets:" , results [ "test_mse" ]) # Setting...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
MLPRegressor — scikit-learn 1.7.1 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 -
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 -
minmax_scale — scikit-learn 1.7.1 documentation
splitting into training and test sets. This will bias the model...information would have leaked from the test set to the training set. In...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.minmax_scale.html -
fetch_20newsgroups_vectorized — scikit-learn 1....
‘test’ for the test set, ‘all’ for both,...Parameters : subset {‘train’, ‘test’, ‘all’}, default=’train’ Select...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups_vectorized.html -
Model Complexity Influence — scikit-learn 1.7.1...
X_test , y_train , y_test = train_test_split ( X ,...X_train , "X_test" : X_test , "y_train" : y_train , "y_test" : y_test...scikit-learn.org/stable/auto_examples/applications/plot_model_complexity_influence.html -
UTFluteのセットアップ | DBFlute
@Java /** * The test case with container for unit test. * @author...PlainTestCase { public void test_demo() { // メソッド名が test で始まること markHere(...dbflute.seasar.org/ja/manual/function/helper/utflute/setup.html -
Lasta Di (DIコンテナ) | DBFlute
switch component 'mystic' in unit test @Directory |-src/main/resources...sea.xml // in production | |-src/test/resources |- sea+mystic.xml...dbflute.seasar.org/ja/lastaflute/lastadi/index.html -
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 -
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 -
Partial Dependence and Individual Conditional E...
( f "Test R2 score: { mlp_model . score ( X_test , y_test ) :...f "Test R2 score: { hgbdt_model . score ( X_test , y_test ) :...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
TimeSeriesSplit — scikit-learn 1.7.1 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 -
Confusion matrix — scikit-learn 1.7.1 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 -
cross_validate — scikit-learn 1.7.1 documentation
this dict are: test_score The score array for test scores on each..._score in test_score changes to a specific metric like test_r2 or...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html -
Multiclass Receiver Operating Characteristic (R...
X_test , y_train , y_test , ) = train_test_split ( X...y_onehot_test = label_binarizer . transform ( y_test ) y_onehot_test...scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html -
FixedThresholdClassifier — scikit-learn 1.7.1 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 -
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 -
Pipeline ANOVA SVM — scikit-learn 1.7.1 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 -
GroupShuffleSplit — scikit-learn 1.7.1 document...
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.GroupShuffleSplit.html -
SVC — scikit-learn 1.7.1 documentation
Scalability Nested versus non-nested cross-validation Nested versus...versus non-nested cross-validation Test with permutations the significance...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.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 -
GradientBoostingClassifier — scikit-learn 1.7.1...
X_test = X [: 2000 ], X [ 2000 :] >>> y_train , y_test = y...y_train ) >>> clf . score ( X_test , y_test ) 0.913 apply ( X ) [source]...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html -
RandomizedSearchCV — scikit-learn 1.7.1 documen...
the attributes best_index_ , best_score_ and best_params_ will...param_gamma split0_test_score … rank_test_score ‘rbf’ 0.1 0.80...scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html -
Version 0.18 — scikit-learn 1.7.1 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 -
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 -
7.4. Imputation of missing values — scikit-lear...
X_test , y_train , _ = train_test_split ( X , y , test_size...SimpleImputer(missing_values=-1) >>> X_test = sp . csc_matrix ([[ - 1 ,...scikit-learn.org/stable/modules/impute.html -
Target Encoder’s Internal Cross fitting — sciki...
X_test , y_train , y_test = train_test_split ( X ,...score on test set: " , raw_model . score ( X_test , y_test )) Raw...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
Classifier comparison — scikit-learn 1.7.1 docu...
y_test = train_test_split ( X , y , test_size = 0.4 , random_state...the testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.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 -
Non-negative least squares — scikit-learn 1.7.1...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 ) Fit the Non-Negative...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html -
Probability Calibration for 3-class classificat...
y [: 1000 ] X_test , y_test = X [ 1000 :], y [ 1000...log_loss ( y_test , clf_probs ) cal_loss = log_loss ( y_test , cal_clf_probs...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html -
ShrunkCovariance — scikit-learn 1.7.1 documenta...
: 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.ShrunkCovariance.html -
12.1. Array API support (experimental) — scikit...
train_test_split utils.check_consistent_length...checks as part of the common tests to verify that the estimators’...scikit-learn.org/stable/modules/array_api.html -
RegressorChain — scikit-learn 1.7.1 documentation
test) splits as arrays of indices....coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.multioutput.RegressorChain.html -
javatry (じゃゔぁとらい) | DBFlute
public void test_length_basic() { } ↓↓↓ public void test_length_basic()...(メソッド終了時の変数 sea の中身は？) */ public void test_variable_reassigned_basic()...dbflute.seasar.org/ja/tutorial/javatry/index.html -
Principal Component Regression vs Partial Least...
X_test , y_train , y_test = train_test_split ( X ,...scatter ( pca . transform ( X_test ), y_test , alpha = 0.3 , label =...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
CalibrationDisplay — scikit-learn 1.7.1 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 -
Examples of Using FrozenEstimator — scikit-lear...
X_test , y_train , y_test = train_test_split ( X ,...( X_test )[:, 1 ] clf_score = brier_score_loss ( y_test , prob_pos_clf...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html -
OLX delivers trusted trading platforms with Ela...
initial testing within their AWS account, and the tests proved...downloading the Elastic Stack and testing the functionality of Elastic’s...www.elastic.co/customers/olx-delivers-trusted-trading-platforms-with-elastic-cloud-on-aws -
1.5. Stochastic Gradient Descent — scikit-learn...
SGDClassifier ()) est . fit ( X_train ) est . predict ( X_test ) If your...( X_train ) X_test = scaler . transform ( X_test ) # apply same...scikit-learn.org/stable/modules/sgd.html -
RepeatedStratifiedKFold — scikit-learn 1.7.1 do...
print ( f " Test: index= { test_index } " ) ... Fold...index=[1 2] Test: index=[0 3] Fold 1: Train: index=[0 3] Test: index=[1...scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html -
PrecisionRecallDisplay — scikit-learn 1.7.1 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 -
Feature discretization — scikit-learn 1.7.1 doc...
training and test part X_train , X_test , y_train , y_test = train_test_split...and testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_classification.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 -
GroupKFold — scikit-learn 1.7.1 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.GroupKFold.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 -
validation_curve — scikit-learn 1.7.1 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 -
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 -
ExtraTreeRegressor — scikit-learn 1.7.1 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