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GroupKFold — scikit-learn 1.8.0 documenta...
Fold 0: Train: index=[2 3], group=[2 2] Test: index=[0 1 4 5],...group=[0 0 3 3] Test: index=[2 3], group=[2 2] get_metadata_routing...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html -
LabelEncoder — scikit-learn 1.8.0 documen...
2 , 2 , 6 ]) LabelEncoder() >>>...array([1, 2, 6]) >>> le . transform ([ 1 , 1 , 2 , 6 ])...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html -
MultiTaskElasticNet — scikit-learn 1.8.0 ...
[ 2 , 2 ]], [[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2 ]]) Multi...is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskElasticNet.html -
make_blobs — scikit-learn 1.8.0 documenta...
2) >>> y array([0, 1, 2, 0, 2, 2, 2, 1, 1, 0])...shape ) (10, 2) >>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0])...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html -
d2_tweedie_score — scikit-learn 1.8.0 doc...
Like R^2, D^2 score may be negative (it need..., power = 0 ) [source] # \(D^2\) regression score function, fraction...scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_tweedie_score.html -
Illustration of prior and posterior Gaussian pr...
0 ] - 2.5 ) ** 2 ) n_samples = 5 Kernel cookbook...0.799**2 * ExpSineSquared(length_scale=0.791, periodicity=2.87)...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html -
incr_mean_variance_axis — scikit-learn 1....
2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.html -
OneVsOneClassifier — scikit-learn 1.8.0 d...
X_test [: 10 ]) array([2, 1, 0, 2, 0, 2, 0, 1, 1, 1]) decision_function...n_classes * (n_classes - 1) / 2 classifiers, this method is usually...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsOneClassifier.html -
GroupShuffleSplit — scikit-learn 1.8.0 do...
0: Train: index=[2 3 4 5 6 7], group=[2 2 2 3 3 3] Test: index=[0...3 3 3] Test: index=[2 3 4], group=[2 2 2] get_metadata_routing...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html -
IsolationForest example — scikit-learn 1....
2 ) @ covariance + np . array ([ 2 , 2 ]) # general...randn ( n_samples , 2 ) + np . array ([ - 2 , - 2 ]) # spherical outliers...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html