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Lasso model selection: AIC-BIC / cross-validati...
columns = [ f "random_ { i : 02d } "...legend () _ = ax . set_title ( f "Information-criterion for...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_model_selection.html -
Comparison of the K-Means and MiniBatchKMeans c...
2f s \n inertia: %f " % ( t_batch , k_means ...."train time: %.2f s \n inertia: %f " % ( t_mini_batch , mbk...scikit-learn.org/stable/auto_examples/cluster/plot_mini_batch_kmeans.html -
Building AI applications with Model Context Pro...
missing_vars: raise ValueError( f"Missing required IBM credentials:...Exception as e: logger.error( f"❌ IBM watsonx.ai generation error:...developer.ibm.com/tutorials/mcp-watsonx/ -
Effect of model regularization on training and ...
label = f "Optimum on test \n $ \\...( X_train , y_train ) print ( f "Test score: { enet . score...scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html -
7.1. Pipelines and composite estimators —...
'w' ) as f : ... f . write ( estimator_html_repr...TransformedTargetReg(...) >>> print ( f "R2 score: { regr . score...scikit-learn.org/stable/modules/compose.html -
LeavePGroupsOut — scikit-learn 1.8.0 docu...
print ( f "Fold { i } :" ) ... print ( f " Train:...train_index ] } " ) ... print ( f " Test: index= { test_index...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePGroupsOut.html -
1.7. Gaussian Processes — scikit-learn 1....
prior on a latent function \(f\) , which is then squashed through...classification. The latent function \(f\) is a so-called nuisance function,...scikit-learn.org/stable/modules/gaussian_process.html -
Biclustering documents with the Spectral Co-clu...
print ( f "categories : { cat_string } " ) print ( f "words...cocluster . row_labels_ print ( f "Done in { time () - start_time...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html -
3.4. Metrics and scoring: quantifying the quali...
also known as balanced F-score or F-measure. fbeta_score (y_true,...score, also known as balanced F-score or F-measure. fbeta_score (y_true,...scikit-learn.org/stable/modules/model_evaluation.html -
Decision Boundaries of Multinomial and One-vs-R...
f "Multinomial Logistic Regression...), ( logistic_regression_ovr , f "One-vs-Rest Logistic Regression...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_multinomial.html