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label_binarize — scikit-learn 1.8.0 docum...
label_binarize ([ 1 , 6 ], classes = [ 1 , 2 , 4 , 6 ]) array([[1, 0, 0,...label_binarize ([ 1 , 6 ], classes = [ 1 , 6 , 4 , 2 ]) array([[1, 0, 0,...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.label_binarize.html -
Nearest Neighbors regression — scikit-lea...
1 , i + 1 ) plt . scatter ( X_train...sort ( 5 * rng . rand ( 40 , 1 ), axis = 0 ) X_test = np . linspace...scikit-learn.org/stable/auto_examples/neighbors/plot_regression.html -
GaussianProcessRegressor — scikit-learn 1...
ConstantKernel(1.0, constant_value_bounds="fixed") * RBF(1.0, ...implementation is based on Algorithm 2.1 of [RW2006] . In addition to standard...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html -
check_scoring — scikit-learn 1.8.0 docume...
Added in version 1.6. Returns : scoring callable...= True ) >>> y *= - 1 >>> clf = DecisionTreeClassifi...scikit-learn.org/stable/modules/generated/sklearn.metrics.check_scoring.html -
Comparison of Calibration of Classifiers —...
1 ) proba_neg_class = 1 - proba_pos_class proba...[( 2 , 0 ), ( 2 , 1 ), ( 3 , 0 ), ( 3 , 1 )] for i , ( _ , name...scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html -
SGD: Weighted samples — scikit-learn 1.8....
) + [ 1 , 1 ], np . random . randn ( 10 , 2 )] y = [ 1 ] * 10...10 + [ - 1 ] * 10 sample_weight = 100 * np . abs ( np . random...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html -
rand_score — scikit-learn 1.8.0 documenta...
1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Labelings that...rand_score ([ 0 , 0 , 1 , 2 ], [ 0 , 0 , 1 , 1 ]) 0.83 Gallery examples...scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html -
classification_report — scikit-learn 1.8....
50 1.00 0.67 1 class 1 0.00 0.00 0.00 1 class 2 1.00 0.67...y_pred = [ 1 , 1 , 0 ] >>> y_true = [ 1 , 1 , 1 ] >>>...scikit-learn.org/stable/modules/generated/sklearn.metrics.classification_report.html -
PredictionErrorDisplay — scikit-learn 1.8...
scikit-learn 1.2 Release Highlights for scikit-learn 1.2 On this...Evaluation Guide . Added in version 1.2. Parameters : y_true ndarray...scikit-learn.org/stable/modules/generated/sklearn.metrics.PredictionErrorDisplay.html -
cross_validate — scikit-learn 1.8.0 docum...
means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html