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Effect of varying threshold for self-training —...
train_index ] X_test = X [ test_index ] y_test = y [ test_index ] y_test_true...y_test_true = y_true [ test_index ] self_training_clf . fit (...scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html -
Comparing Target Encoder with Other Encoders — ...
"rmse_test_mean" : rmse_test_score . mean (), "rmse_test_std"...= True , ) rmse_test_score = - result [ "test_score" ] rmse_train_score...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html -
Underfitting vs. Overfitting — scikit-learn 1.7...
plot ( X_test , pipeline . predict ( X_test [:, np . newaxis..."Model" ) plt . plot ( X_test , true_fun ( X_test ), label = "True function"...scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html -
LeavePGroupsOut — scikit-learn 1.7.2 documentation
f " Test: index= { test_index } , group= { groups [ test_index...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePGroupsOut.html -
Regularization path of L1- Logistic Regression ...
regularization on training and test error Effect of model regularization...regularization on training and test error MNIST classification using...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html -
MultiTaskLassoCV — scikit-learn 1.7.2 documenta...
default=None Values of alphas to test along the regularization path....An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html -
12.1. Array API support (experimental) — scikit...
train_test_split utils.check_consistent_length...checks as part of the common tests to verify that the estimators’...scikit-learn.org/stable/modules/array_api.html -
Detection error tradeoff (DET) curve — scikit-l...
X_test , y_train , y_test = train_test_split ( X ,...definitions: \(\text{FPR} = \frac{\text{FP}}{\text{FP} + \text{TN}}\)...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html -
Novelty detection with Local Outlier Factor (LO...
X_outliers ) n_error_test = y_pred_test [ y_pred_test == - 1 ] . size...# e.g. X_test, X_outliers or the meshgrid y_pred_test = clf ....scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html -
Curve Fitting with Bayesian Ridge Regression — ...
increasing = True ) X_test = np . vander ( x_test , n_order + 1 , increasing...predict ( X_test , return_std = True ) ax . plot ( x_test , func (...scikit-learn.org/stable/auto_examples/linear_model/plot_bayesian_ridge_curvefit.html