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TunedThresholdClassifierCV — scikit-learn 1.7.0...
X_test , y_train , y_test = train_test_split ( ......classification_report ( y_test , classifier . predict ( X_test ))) precision...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
Time-related feature engineering — scikit-learn...
test_0 = all_splits [ 0 ] X . iloc [ test_0 ] season...train_4 , test_4 = all_splits [ 4 ] X . iloc [ test_4 ] season...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
8.2. Real world datasets — scikit-learn 1.7.0 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html -
Comparing Target Encoder with Other Encoders — ...
"rmse_test_mean" : rmse_test_score . mean (), "rmse_test_std"...= True , ) rmse_test_score = - result [ "test_score" ] rmse_train_score...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.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 -
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 -
GridSearchCV — scikit-learn 1.7.0 documentation
'rank_test_score', 'split0_test_score',... 'split2_test_score',...'mean_test_score' : [ 0.81 , 0.60 , 0.75 , 0.85 ], 'std_test_score'...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html -
7.1. Pipelines and composite estimators — sciki...
X_test , y_train , y_test = train_test_split ( X ,...format ( regr . score ( X_test , y_test ))) R2 score: 0.61 >>> raw_target_regr...scikit-learn.org/stable/modules/compose.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 -
1.13. Feature selection — scikit-learn 1.7.0 do...
based on univariate statistical tests. It can be seen as a preprocessing...common univariate statistical tests for each feature: false positive...scikit-learn.org/stable/modules/feature_selection.html