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Comparison of Calibration of Classifiers — scik...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , n_bins = 10 , name = name...scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html -
Gaussian processes on discrete data structures ...
) X_test = [ "AAA" , "ATAG" , "CTC" , "CT" , "C" ] Y_test = [...len ( X_test )), [ 1.0 if c else - 1.0 for c in Y_test ], s =...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.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 -
RBF SVM parameters — scikit-learn 1.7.1 documen...
best_params_ , grid . best_score_ ) ) The best parameters...and just applying it on the test set. from sklearn.preprocessing...scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.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 -
robust_scale — scikit-learn 1.7.1 documentation
splitting into training and test sets. This will bias the model...information would have leaked from the test set to the training set. In...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html -
parametrize_with_checks — scikit-learn 1.7.1 do...
to specify which tests to run: pytest test_check_estimators ....why the check fails. These tests will be marked as xfail if the...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.... -
Elasticsearch Plugins and Integrations [8.18] |...
Mapper annotated text plugin Using the annotated-text field Data modelling...default transport port GCE Tips Testing GCE Mapper plugins Mapper size...www.elastic.co/guide/en/elasticsearch/plugins/8.18/index.html -
8.2. Real world datasets — scikit-learn 1.7.1 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html -
9.3. Parallelism, resource management, and conf...
sure that test results are independent of the test execution...run all tests with different seeds while keeping the test duration...scikit-learn.org/stable/computing/parallelism.html