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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 -
7.2. Real world datasets — scikit-learn 1.4.2 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html -
Developing scikit-learn estimators — scikit-lea...
_skip_test (default=False) whether to skip common tests entirely....Numbers Numerical assertions in tests Developing scikit-learn estimators...scikit-learn.org/stable/developers/develop.html -
Utilities for Developers — scikit-learn 1.4.2 d...
Sparse Matrices Graph Routines Testing Functions Multiclass and multilabel...repeatability issues in unit tests. Instead, a numpy.random.RandomState...scikit-learn.org/stable/developers/utilities.html -
sklearn.datasets.load_svmlight_files — scikit-l...
matrix X_test, it is essential that X_train and X_test have the...features (X_train.shape[1] == X_test.shape[1]). This may not be the...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_files.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 -
Isotonic Regression — scikit-learn 1.4.2 docume...
plot ( x_test , ir . predict ( x_test ), "C1-" ) ax1 ....noisy data (n= %d )" % n ) x_test = np . linspace ( - 10 , 110...scikit-learn.org/stable/auto_examples/miscellaneous/plot_isotonic_regression.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 -
6.4. Imputation of missing values — scikit-lear...
X_test , y_train , _ = train_test_split ( X , y , test_size...SimpleImputer(missing_values=-1) >>> X_test = sp . csc_matrix ([[ - 1 ,...scikit-learn.org/stable/modules/impute.html -
Model Complexity Influence — scikit-learn 1.4.2...
X_test , y_train , y_test = train_test_split ( X ,...X_train , "X_test" : X_test , "y_train" : y_train , "y_test" : y_test...scikit-learn.org/stable/auto_examples/applications/plot_model_complexity_influence.html -
Logistic function — scikit-learn 1.4.2 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 -
OLX delivers trusted trading platforms with Ela...
initial testing within their AWS account, and the tests proved...downloading the Elastic Stack and testing the functionality of Elastic’s...www.elastic.co/customers/olx-delivers-trusted-trading-platforms-with-elastic-cloud-on-aws -
sklearn.linear_model.MultiTaskLassoCV — scikit-...
test) splits as arrays of indices....n_folds) Mean square error for the test set on each fold, varying alpha....scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html -
Successive Halving Iterations — scikit-learn 1....
The best candidate is the candidate that has the best score..."params_str" , values = "mean_test_score" ) ax = mean_scores ....scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html -
sklearn.utils.estimator_checks.parametrize_with...
to specify which tests to run: pytest test_check_estimators ....DecisionTreeRegresso ()]) ... def test_sklearn_compatible_estimator...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.... -
Restricted Boltzmann Machine features for digit...
X_test , Y_train , Y_test = train_test_split ( X ,...sklearn.model_selection import train_test_split from sklearn.preprocessing...scikit-learn.org/stable/auto_examples/neural_networks/plot_rbm_logistic_classification.html -
sklearn.tree.ExtraTreeRegressor — scikit-learn ...
X_test , y_train , y_test = train_test_split ( ......y_train ) >>> reg . score ( X_test , y_test ) 0.33... Methods apply...scikit-learn.org/stable/modules/generated/sklearn.tree.ExtraTreeRegressor.html -
sklearn.linear_model.LarsCV — scikit-learn 1.4....
test) splits as arrays of indices....shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html -
IsolationForest example — scikit-learn 1.4.2 do...
X_test , y_train , y_test = train_test_split ( X ,...sklearn.model_selection import train_test_split n_samples , n_outliers...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html -
Getting Started — scikit-learn 1.4.2 documentation
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( X ,...scikit-learn.org/stable/getting_started.html