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IsolationForest example — scikit-learn 1.5.0 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 -
Developing scikit-learn estimators — scikit-lea...
_skip_test (default=False) whether to skip common tests entirely....X_train , y_train ) . predict ( X_test ) Depending on the nature of...scikit-learn.org/dev/developers/develop.html -
MLPRegressor — scikit-learn 1.5.0 documentation
X_test , y_train , y_test = train_test_split ( X ,...-7.1...]) >>> regr . score ( X_test , y_test ) 0.4... fit ( X , y ) [source]...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.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 -
Isotonic Regression — scikit-learn 1.5.0 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 -
QuadraticDiscriminantAnalysis — scikit-learn 1....
n_features) Array of samples (test vectors). Returns : C ndarray...classification on an array of test vectors X. The predicted class...scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal... -
NeighborhoodComponentsAnalysis — scikit-learn 1...
X_test , y_train , y_test = train_test_split ( X ,...print ( knn . score ( X_test , y_test )) 0.933333... >>> knn ....scikit-learn.org/stable/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.html -
SVC — scikit-learn 1.5.0 documentation
n_features) or (n_samples_test, n_samples_train) For kernel=”precomputed”,...expected shape of X is (n_samples_test, n_samples_train). Returns :...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html -
fetch_20newsgroups — scikit-learn 1.5.0 documen...
‘test’ for the test set, ‘all’ for both,...subfolders. subset {‘train’, ‘test’, ‘all’}, default=’train’ Select...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups.html -
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