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Gradient Boosting regression — scikit-learn 1.4...
X_test , y_train , y_test = train_test_split ( X ,...mean_squared_error ( y_test , reg . predict ( X_test )) print ( "The...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html -
Permutation Importance vs Random Forest Feature...
X_test , y_train , y_test = train_test_split ( X ,...( f "RF test accuracy: { rf . score ( X_test , y_test ) : .3f...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Custom refit strategy of a grid search with cro...
import train_test_split X_train , X_test , y_train , y_test = train_test_split..., "mean_test_recall" , "std_test_recall" , "mean_test_precision"...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
L1-based models for Sparse Signals — scikit-lea...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 , shuffle = False ) In...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html -
Plotting Learning Curves and Checking Models’ S...
[ test_scores_nb , test_scores_svm ], [ naive_bayes...axis = 1 ), test_scores . mean ( axis = 1 ) - test_scores . std...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html -
sklearn.calibration.CalibrationDisplay — scikit...
X_test , y_train , y_test = train_test_split ( ......X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibrationDisplay.html -
sklearn.metrics.PrecisionRecallDisplay — scikit...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.metrics.PrecisionRecallDisplay.html -
sklearn.model_selection.KFold — scikit-learn 1....
Provides train/test indices to split data in train/test sets. Split..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html -
Importance of Feature Scaling — scikit-learn 1....
X_test , y_train , y_test = train_test_split ( X ,...( X_test ) y_pred_scaled = scaled_clf . predict ( X_test ) y_proba...scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html -
Detection error tradeoff (DET) curve — scikit-l...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , ax = ax_roc , name = name...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html