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Sample pipeline for text feature extraction and...
between scoring time and mean test score (i.e. “CV score”). Passing..."mean_score_time" : "CV Score time (s)" , "mean_test_score" : "CV...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
A demo of the Spectral Co-Clustering algorithm ...
fit ( data ) score = consensus_score ( model . biclusters_...print ( "consensus score: {:.3f} " . format ( score )) fit_data =...scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_coclustering.html -
RFECV — scikit-learn 1.5.2 documentation
cross-validation scores across (k)th fold. mean_test_score ndarray of...,) Mean of scores over the folds. std_test_score ndarray of shape...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFECV.html -
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 -
LassoLarsCV — scikit-learn 1.5.2 documentation
Notes The \(R^2\) score used when calling score on a regressor uses...default value of r2_score . This influences the score method of all...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoLarsCV.html -
RidgeClassifier — scikit-learn 1.5.2 documentation
confidence scores for samples. The confidence score for a sample...get the confidence scores. Returns : scores ndarray of shape (n_samples,)...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifier.html -
Concatenating multiple feature extraction metho...
score=0.933 total time= 0.0s [CV 2/5;...features__univ_select__k=1, svm__C=0.1;, score=0.933 total time= 0.0s [CV 3/5;...scikit-learn.org/stable/auto_examples/compose/plot_feature_union.html -
auc — scikit-learn 1.5.2 documentation
average_precision_score Compute average precision from prediction scores. p...the ROC-curve, see roc_auc_score . For an alternative way to...scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html -
2.3. Clustering — scikit-learn 1.5.2 documentation
concept as scores homogeneity_score and completeness_score . Both...Furthermore, both rand_score adjusted_rand_score are symmetric : swapping...scikit-learn.org/stable/modules/clustering.html -
Probability calibration of classifiers — scikit...
3f " % clf_score ) clf_isotonic_score = brier_score_loss ( y_test...clf_isotonic_score ) clf_sigmoid_score = brier_score_loss ( y_test...scikit-learn.org/stable/auto_examples/calibration/plot_calibration.html