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Non-negative least squares — scikit-learn 1.6.1...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 ) Fit the Non-Negative...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html -
Ordinary Least Squares and Ridge Regression Var...
plot ( X_test , clf . predict ( X_test ), color = "gray"...) ax . plot ( X_test , clf . predict ( X_test ), linewidth = 2...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge_variance.html -
Principal Component Regression vs Partial Least...
X_test , y_train , y_test = train_test_split ( X ,...scatter ( pca . transform ( X_test ), y_test , alpha = 0.3 , label =...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
Single estimator versus bagging: bias-variance ...
( y ) X_test , y_test = generate ( n_samples = n_test , noise...training set n_test = 1000 # Size of the test set noise = 0.1...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
ComplementNB — scikit-learn 1.6.1 documentation
classification on an array of test vectors X. Parameters : X array-like...probability estimates for the test vector X. For each row x of...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.ComplementNB.html -
Examples of Using FrozenEstimator — scikit-lear...
X_test , y_train , y_test = train_test_split ( X ,...( X_test )[:, 1 ] clf_score = brier_score_loss ( y_test , prob_pos_clf...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html -
Balance model complexity and cross-validated sc...
"mean_test_score" ]) return ( cv_results [ "mean_test_score"...nts" ] test_scores = grid . cv_results_ [ "mean_test_score" ]...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
sklearn.model_selection — scikit-learn 1.7.dev0...
train_test_split Split arrays or matrices...matrices into random train and test subsets. Hyper-parameter optimizers...scikit-learn.org/dev/api/sklearn.model_selection.html -
RepeatedStratifiedKFold — scikit-learn 1.6.1 do...
print ( f " Test: index= { test_index } " ) ... Fold...index=[1 2] Test: index=[0 3] Fold 1: Train: index=[0 3] Test: index=[1...scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html -
AdaBoostClassifier — scikit-learn 1.6.1 documen...
the mean accuracy on the given test data and labels. In multi-label...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.ensemble.AdaBoostClassifier.html