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Developer’s Guide — scikit-learn 1.6.dev0 docum...
on GitHub Actions Testing and improving test coverage Monitoring...Numbers Numerical assertions in tests Developers’ Tips and Tricks...scikit-learn.org/dev/developers/index.html -
LedoitWolf — scikit-learn 1.5.2 documentation
: X_test array-like of shape (n_samples, n_features) Test data...the observations. score ( X_test , y = None ) [source] # Compute...scikit-learn.org/stable/modules/generated/sklearn.covariance.LedoitWolf.html -
Demonstration of multi-metric evaluation on cro...
'_<scorer_name>' ( 'mean_test_precision' , 'rank_test_precision' , etc…)...style in (( "train" , "--" ), ( "test" , "-" )): sample_score_mean...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
plot_multi_metric_evaluation.py
``'_<scorer_name>'`` (``'mean_test_precision'``, ``'rank_test_precision'``, etc...)...style in (("train", "--"), ("test", "-")): sample_score_mean =...scikit-learn.org/stable/_downloads/dedbcc9464f3269f4f012f4bfc7d16da/plot_multi_metric_evaluation.py -
Partial Dependence and Individual Conditional E...
( f "Test R2 score: { mlp_model . score ( X_test , y_test ) :...f "Test R2 score: { hgbdt_model . score ( X_test , y_test ) :...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
TunedThresholdClassifierCV — scikit-learn 1.5.2...
X_test , y_train , y_test = train_test_split ( ......classification_report ( y_test , classifier . predict ( X_test ))) precision...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
Overview of multiclass training meta-estimators...
"DecisionTreeClassifi" : cv_results_tree [ "test_score" ], "OneVsOneClassifier"..."OneVsOneClassifier" : cv_results_ovo [ "test_score" ], "OneVsRestClassifier"...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
Common pitfalls in the interpretation of coeffi...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...predict ( X_test ) mae_test = median_absolute_error ( y_test , y_pred...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
Understanding the decision tree structure — sci...
X_test , y_train , y_test = train_test_split ( X ,...decision_path ( X_test ) leaf_id = clf . apply ( X_test ) sample_id...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
Pipeline ANOVA SVM — scikit-learn 1.5.2 documen...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) print ( classification_report ( y_test , y_pred...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html