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ExtraTreesRegressor — scikit-learn 1.7.1 docume...
X_test , y_train , y_test = train_test_split ( ......y_train ) >>> reg . score ( X_test , y_test ) 0.2727... apply ( X )...scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html -
Model Selection — scikit-learn 1.7.1 documentation
regularization on training and test error Effect of model regularization...regularization on training and test error Multiclass Receiver Operating...scikit-learn.org/stable/auto_examples/model_selection/index.html -
Dimensionality Reduction with Neighborhood Comp...
train/test X_train , X_test , y_train , y_test = train_test_split...( model . transform ( X_test ), y_test ) # Embed the data set...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html -
class_likelihood_ratios — scikit-learn 1.7.1 do...
obtain post-test probabilities given a pre-test probability....classifier being a diagnostic test; the pre-test probability of an individual...scikit-learn.org/stable/modules/generated/sklearn.metrics.class_likelihood_ratios.html -
validation_curve — scikit-learn 1.7.1 documenta...
print ( f "The average test accuracy is { test_scores . mean () :...curve. Determine training and test scores for varying parameter...scikit-learn.org/stable/modules/generated/sklearn.model_selection.validation_curve.html -
cross_validate — scikit-learn 1.7.1 documentation
this dict are: test_score The score array for test scores on each..._score in test_score changes to a specific metric like test_r2 or...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html -
Pipeline ANOVA SVM — scikit-learn 1.7.1 documen...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) print ( classification_report ( y_test , y_pred...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html -
Scalable learning with polynomial kernel approx...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , train_size = 5_000 , test_size = 10_000...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
7.4. Imputation of missing values — scikit-lear...
X_test , y_train , _ = train_test_split ( X , y , test_size...SimpleImputer(missing_values=-1) >>> X_test = sp . csc_matrix ([[ - 1 ,...scikit-learn.org/stable/modules/impute.html -
Release Highlights for scikit-learn 1.4 — sciki...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...( "cv error on test sets:" , results [ "test_mse" ]) # Setting...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html