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fetch_20newsgroups — scikit-learn 1.5.0 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 -
KNeighborsClassifier — scikit-learn 1.5.0 docum...
n_indexed) if metric == ‘precomputed’ Test samples. Returns : y ndarray...probability estimates for the test data X. Parameters : X {array-like,...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html -
CalibratedClassifierCV — scikit-learn 1.5.0 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 -
Contributing — scikit-learn 1.6.dev0 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/dev/developers/contributing.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 -
TimeSeriesSplit — scikit-learn 1.5.0 documentation
in train/test sets. In each split, test indices must be...n_splits=5, test_size=None) >>> for i , ( train_index , test_index...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html -
ShuffleSplit — scikit-learn 1.5.0 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 -
Contributing — scikit-learn 1.5.0 documentation
sklearn/linear_model/tests/test_logistic.py to run the tests specific to...path/to/tests_for_package see also Testing and improving test coverage...scikit-learn.org/stable/developers/contributing.html -
StratifiedShuffleSplit — scikit-learn 1.5.0 doc...
Provides train/test indices to split data in train/test sets. This..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html -
minmax_scale — scikit-learn 1.5.0 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 -
QuadraticDiscriminantAnalysis — scikit-learn 1....
n_features) Array of samples (test vectors). Returns : C ndarray...classification on an array of test vectors X. The predicted class...scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal... -
plot_multi_metric_evaluation.rst.txt
1)[0][0] best_score = results["mean_test_%s" % scorer][best_index]...etc...) The ``best_estimator_``, ``best_index_``, ``best_score_``...scikit-learn.org/stable/_sources/auto_examples/model_selection/plot_multi_metric_evaluation.rst.txt -
DummyRegressor — scikit-learn 1.5.0 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.DummyRegressor.html -
plot_multi_metric_evaluation.ipynb
1)[0][0]\n best_score = results[\"mean_test_%s\" % scorer][best_index]\n\n...etc...)\n\nThe ``best_estimator_``, ``best_index_``, ``best_score_``...scikit-learn.org/stable/_downloads/f57e1ee55d4c7a51949d5c26b3af07bb/plot_multi_metric_evaluation.... -
GroupShuffleSplit — scikit-learn 1.5.0 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 -
class_likelihood_ratios — scikit-learn 1.5.0 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 -
ComplementNB — scikit-learn 1.5.0 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 -
plot_hgbt_regression.py
import train_test_split X_train, X_test, y_train, y_test = train_test_split(X,...train_test_split(X, y, test_size=0.4, shuffle=False) print(f"Training...scikit-learn.org/stable/_downloads/d108f2283ac3905eb623b32d42217a2b/plot_hgbt_regression.py -
RepeatedStratifiedKFold — scikit-learn 1.5.0 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 -
LassoCV — scikit-learn 1.5.0 documentation
test) splits as arrays of indices....n_folds) Mean square error for the test set on each fold, varying alpha....scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html