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mutual_info_score — scikit-learn 1.6.1 document...
1 , 1 , 0 , 1 , 0 ] >>> labels_pred = [ 0 , 1 , 0 , 0...as: \[MI(U,V)=\sum_{i=1}^{|U|} \sum_{j=1}^{|V|} \frac{|U_i\cap...scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html -
Effect of transforming the targets in regressio...
subplots ( 1 , 2 ) ax0 . hist ( y , bins =...suptitle ( "Synthetic data" , y = 1.05 ) plt . tight_layout () X_train...scikit-learn.org/stable/auto_examples/compose/plot_transformed_target.html -
Column Transformer with Heterogeneous Data Sour...
fetch_20newsgroups ( random_state = 1 , subset = "train" , categories...fetch_20newsgroups ( random_state = 1 , subset = "test" , categories...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html -
median_absolute_error — scikit-learn 1.6.1 docu...
1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>> y_pred...y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> median_absolute_error...scikit-learn.org/stable/modules/generated/sklearn.metrics.median_absolute_error.html -
Glossary of Common Terms and API Elements — sci...
[{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}] . The class_weight parameter...scikit-learn.org/stable/glossary.html -
make_column_transformer — scikit-learn 1.6.1 do...
means 1 unless in a joblib.parallel_backend context. -1 means...Added in version 1.5. Changed in version 1.7: The default value...scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_transformer.html -
Features in Histogram Gradient Boosting Trees —...
"nswdemand" : 1 , "nswprice" : 1 , "vicdemand" : - 1 , "vicprice"...Normalized between 0 and 1; day: day of week (1-7); period: half hour...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
cross_val_score — scikit-learn 1.6.1 documentation
means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 Model selection...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html -
Early stopping of Stochastic Gradient Descent —...
class_1 = "8" ): """Load MNIST, select...fetch_openml ( "mnist_784" , version = 1 , as_frame = False ) # take only...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Outlier detection on a real data set — scikit-l...
EllipticEnvelope ( support_fraction = 1.0 , contamination = 0.25 ), "Robust...= load_wine ()[ "data" ][:, [ 1 , 2 ]] # two clusters fig , ax...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html