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8. Dataset loading utilities — scikit-learn 1.7...
datasets 8.1.1. Iris plants dataset 8.1.2. Diabetes dataset 8.1.3. Optical...dataset 8.2.4. Forest covertypes 8.2.5. RCV1 dataset 8.2.6. Kddcup...scikit-learn.org/stable/datasets.html -
2. Unsupervised learning — scikit-learn 1.7.1 d...
clustering 2.3.7. DBSCAN 2.3.8. HDBSCAN 2.3.9. OPTICS 2.3.10. BIRCH...2.1. Gaussian mixture models 2.1.1. Gaussian Mixture 2.1.2. Variational...scikit-learn.org/stable/unsupervised_learning.html -
RFE — scikit-learn 1.7.1 documentation
array([1, 1, 1, 1, 1, 6, 4, 3, 2, 5]) decision_function ( X ) [source]...vector machines”, Mach. Learn., 46(1-3), 389–422, 2002. Examples The...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFE.html -
load_files — scikit-learn 1.7.1 documentation
is True. decode_error {‘strict’, ‘ignore’, ‘replace’}, default=’strict’...container_folder/ category_1_folder/ file_1.txt file_2.txt ... file_42.txt...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_files.html -
load_linnerud — scikit-learn 1.7.1 documentation
load_linnerud () >>> linnerud . data . shape (20, 3) >>> linnerud . target...the target. Added in version 0.20. (data, target) tuple if return_X_y...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_linnerud.html -
all_estimators — scikit-learn 1.7.1 documentation
fier'>), ('BaggingClassifier', <class 'sklearn.ensemble._bag...<class 'sklearn.linear_model._bayes.ARDRegression'>), ('AdaBoostRegressor',...scikit-learn.org/stable/modules/generated/sklearn.utils.discovery.all_estimators.html -
safe_mask — scikit-learn 1.7.1 documentation
condition ) >>> data [ mask ] . toarray () array([[2], [3], [5]]) On...[ 2 ], [ 3 ], [ 4 ], [ 5 ]]) >>> condition = [ False , True ,...scikit-learn.org/stable/modules/generated/sklearn.utils.safe_mask.html -
estimator_html_repr — scikit-learn 1.7.1 docume...
estimator_html_repr ( LogisticRegression ()) '<style>#sk-container-id...' On this...sklearn.utils. estimator_html_repr ( estimator ) [source] # Build a...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_html_repr.html -
EfficiencyWarning — scikit-learn 1.7.1 document...
specific Warning class. Added in version 0.18. On this page This...exception sklearn.exceptions. EfficiencyWarning [source] # Warning used...scikit-learn.org/stable/modules/generated/sklearn.exceptions.EfficiencyWarning.html -
Post-hoc tuning the cut-off point of decision f...
steps [('standardscaler', ...), ('logisticregression', ...)] transform_input...Pipeline(steps=[('standardscaler', StandardScaler()), ('logisticregression',...scikit-learn.org/stable/auto_examples/model_selection/plot_tuned_decision_threshold.html