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Gradient Boosting Out-of-Bag estimates — scikit...
X_test , y_train , y_test = train_test_split ( X ,...for test data test_score = heldout_score ( clf , X_test , y_test...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Probability Calibration curves — scikit-learn 1...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , n_bins = 10 , name = name...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_curve.html -
Features in Histogram Gradient Boosting Trees —...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.4 , shuffle = False ) print...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
Species distribution modeling — scikit-learn 1....
"ascii" ) points = dict ( test = test , train = train ) for label...species . pts_test [ "dd long" ], species . pts_test [ "dd lat"...scikit-learn.org/stable/auto_examples/applications/plot_species_distribution_modeling.html -
Univariate Feature Selection — scikit-learn 1.5...
X_test , y_train , y_test = train_test_split ( X ,...format ( clf . score ( X_test , y_test ) ) ) svm_weights = np ....scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html -
Embedding Security in LLM Workflows: Elastic's ...
risks Red Teaming & Monitoring : Test for vulnerabilities and continuously...section. Before moving forward, testing your connection is generally...www.elastic.co/security-labs/embedding-security-in-llm-workflows -
Feature importances with a forest of trees — sc...
X_test , y_train , y_test = train_test_split ( X ,...permutation_importance ( forest , X_test , y_test , n_repeats = 10 , random_state...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html -
Failure of Machine Learning to infer causal eff...
X_test , y_train , y_test = train_test_split ( X ,...data into a training and a testing set. from sklearn.model_selection...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
Classifier comparison — scikit-learn 1.5.0 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 -
1.6. Nearest Neighbors — scikit-learn 1.5.0 doc...
X_test , y_train , y_test = train_test_split ( X ,...( nca_pipe . score ( X_test , y_test )) 0.96190476... The plot...scikit-learn.org/stable/modules/neighbors.html