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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 -
validation_curve — scikit-learn 1.5.0 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 -
RandomForestRegressor — scikit-learn 1.5.0 docu...
max_leaf_nodes in best-first fashion. Best nodes are defined...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html -
Probability Calibration for 3-class classificat...
y [: 1000 ] X_test , y_test = X [ 1000 :], y [ 1000...log_loss ( y_test , clf_probs ) cal_score = log_loss ( y_test , cal_clf_probs...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html -
Out-of-core classification of text documents — ...
- tick test_stats [ "n_test" ] += len ( y_test ) test_stats [...%(n_test)6d test docs ( %(n_test_pos)6d positive) " % test_stats...scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html -
7.2. Real world datasets — scikit-learn 1.5.0 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html -
Multi-output Decision Tree Regression — scikit-...
predict ( X_test ) y_2 = regr_2 . predict ( X_test ) y_3 = regr_3.... fit ( X , y ) # Predict X_test = np . arange ( - 100.0 , 100.0...scikit-learn.org/stable/auto_examples/tree/plot_tree_regression_multioutput.html -
Understanding the decision tree structure — sci...
X_test , y_train , y_test = train_test_split ( X ,...decision_path ( X_test ) leaf_id = clf . apply ( X_test ) sample_id...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
Logistic function — scikit-learn 1.5.0 document...
plot ( X_test , ols . coef_ * X_test + ols . intercept_...= "black" , zorder = 20 ) X_test = np . linspace ( - 5 , 10 ,...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic.html -
Version 0.18 — scikit-learn 1.6.dev0 documentation
'split0_test_score' ), as well as their mean ( 'mean_test_score'...sklearn.model_selection.train_test_split raised an error when stratify...scikit-learn.org/dev/whats_new/v0.18.html