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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 -
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 -
sklearn.utils.estimator_checks.check_estimator ...
function will run an extensive test-suite for input validation,...own estimator . Additional tests for classifiers, regressors,...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html -
sklearn.base.ClassifierMixin — scikit-learn 1.4...
the mean accuracy on the given test data and labels. score ( X ,...the mean accuracy on the given test data and labels. In multi-label...scikit-learn.org/stable/modules/generated/sklearn.base.ClassifierMixin.html -
sklearn.datasets.fetch_rcv1 — scikit-learn 1.4....
‘test’ for the test set (781265 samples),...subfolders. subset {‘train’, ‘test’, ‘all’}, default=’all’ Select...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_rcv1.html -
sklearn.model_selection.RandomizedSearchCV — sc...
param_gamma split0_test_score … rank_test_score ‘rbf’ 0.1 0.80...'split0_test_score' : [ 0.80 , 0.84 , 0.70 ], 'split1_test_score'...scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html -
sklearn.datasets.fetch_lfw_pairs — scikit-learn...
‘test’ for the development test set, and ‘10_folds’...Parameters : subset {‘train’, ‘test’, ‘10_folds’}, default=’train’...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_pairs.html -
Gradient Boosting regression — scikit-learn 1.4...
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 -
Permutation Importance vs Random Forest Feature...
X_test , y_train , y_test = train_test_split ( X ,...( f "RF test accuracy: { rf . score ( X_test , y_test ) : .3f...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Custom refit strategy of a grid search with cro...
import train_test_split X_train , X_test , y_train , y_test = train_test_split..., "mean_test_recall" , "std_test_recall" , "mean_test_precision"...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html