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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 -
SimpleImputer — scikit-learn 1.5.0 documentation
missing values at transform/test time. keep_empty_features bool,...simple estimators as well as on nested objects (such as Pipeline )....scikit-learn.org/stable/modules/generated/sklearn.impute.SimpleImputer.html -
Pipeline — scikit-learn 1.5.0 documentation
X_test , y_train , y_test = train_test_split ( X ,..., y_train ) . score ( X_test , y_test ) 0.88 >>> # An estimator's...scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html -
RANSACRegressor — scikit-learn 1.5.0 documentation
the mean accuracy on the given test data, which is used for the...Attributes : estimator_ object Best fitted model (copy of the estimator...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RANSACRegressor.html -
HuberRegressor — scikit-learn 1.5.0 documentation
n_features) Test samples. For some estimators...y_true.mean()) ** 2).sum() . The best possible score is 1.0 and it...scikit-learn.org/stable/modules/generated/sklearn.linear_model.HuberRegressor.html -
Post-tuning the decision threshold for cost-sen...
]( est , X_test , y_test ), scoring [ "precision" ]( est , X_test..."fpr" ]( est , X_test , y_test ), scoring [ "tpr" ]( est , X_test...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
Lasso — scikit-learn 1.5.0 documentation
n_features) Test samples. For some estimators...tol times \(||y||_2^2 / n_{\text{samples}}\) . The target can...scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html -
Nested versus non-nested cross-validation — sci...
) non_nested_scores [ i ] = clf . best_score_ # Nested CV with...[ non_nested_scores_line , nested_line ], [ "Non-Nested CV" ,...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html -
Semi-supervised Classification on a Text Datase...
X_test , y_train , y_test = train_test_split ( X ,..., X_train , y_train , X_test , y_test ): print ( "Number of training...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
Gradient Boosting regression — scikit-learn 1.5...
X_test , y_train , y_test = train_test_split ( X ,...mean_squared_error ( y_test , reg . predict ( X_test )) print ( "The...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html