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Target Encoder’s Internal Cross fitting — sciki...
"Raw Model score on training set: " , raw_model . score ( X_train..."Raw Model score on test set: " , raw_model . score ( X_test ,...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
FixedThresholdClassifier — scikit-learn 1.7.0 d...
predict_proba ) or decision scores (i.e. output of decision_function...predict_proba ) or decision scores (i.e. output of decision_function...scikit-learn.org/stable/modules/generated/sklearn.model_selection.FixedThresholdClassifier.html -
SVM-Anova: SVM with univariate feature selectio...
import cross_val_score score_means = list () score_stds = list ()...) this_scores = cross_val_score ( clf , X , y ) score_means ....scikit-learn.org/stable/auto_examples/svm/plot_svm_anova.html -
Post pruning decision trees with cost complexit...
train_scores = [ clf . score ( X_train , y_train...clf in clfs ] test_scores = [ clf . score ( X_test , y_test )...scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html -
Imputing missing values with variants of Iterat...
N_SPLITS ) scores = pd . concat ( [ score_full_data , score_simple_imputer...BayesianRidge () score_full_data = pd . DataFrame ( cross_val_score ( br_estimator...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html -
Release Highlights for scikit-learn 1.5 — sciki...
) print ( f "Custom score: { custom_score ( y_test , classifier_05...) print ( f "Custom score: { custom_score ( y_test , tuned_classifier...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_5_0.html -
GraphicalLassoCV — scikit-learn 1.7.0 documenta...
mean_test_score ndarray of shape (n_alphas,) Mean of scores over the...parameters explored. split(k)_test_score ndarray of shape (n_alphas,)...scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html -
NearestCentroid — scikit-learn 1.7.0 documentation
Returns : y_scores ndarray of shape (n_samples,)...they are in self.classes_ . score ( X , y , sample_weight = None...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
Examples of Using FrozenEstimator — scikit-lear...
1 ] clf_score = brier_score_loss ( y_test , prob_pos_clf...)[:, 1 ] calibrated_score = brier_score_loss ( y_test , prob_pos_calibrated...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html -
Demo of affinity propagation clustering algorit...
homogeneity_score ( labels_true , labels )) print..." % metrics . completeness_score ( labels_true , labels )) print...scikit-learn.org/stable/auto_examples/cluster/plot_affinity_propagation.html