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Target Encoder’s Internal Cross fitting — sciki...
X_test , y_train , y_test = train_test_split ( X ,...score on test set: " , raw_model . score ( X_test , y_test )) Raw...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
Developer’s Guide — scikit-learn 1.7.2 document...
on GitHub Actions Testing and improving test coverage Monitoring...Numbers Numerical assertions in tests Developers’ Tips and Tricks...scikit-learn.org/stable/developers/index.html -
Classifier comparison — scikit-learn 1.7.2 docu...
y_test = train_test_split ( X , y , test_size = 0.4 , random_state...the testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html -
Non-negative least squares — scikit-learn 1.7.2...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 ) Fit the Non-Negative...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.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 -
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 -
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 -
Principal Component Regression vs Partial Least...
X_test , y_train , y_test = train_test_split ( X ,...scatter ( pca . transform ( X_test ), y_test , alpha = 0.3 , label =...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
Single estimator versus bagging: bias-variance ...
( y ) X_test , y_test = generate ( n_samples = n_test , noise...training set n_test = 1000 # Size of the test set noise = 0.1...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
Examples of Using FrozenEstimator — scikit-lear...
X_test , y_train , y_test = train_test_split ( X ,...( X_test )[:, 1 ] clf_score = brier_score_loss ( y_test , prob_pos_clf...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html