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1.17. Neural network models (supervised) — scik...
transformation to test data >>> X_test = scaler . transform ( X_test ) An...apply the same scaling to the test set for meaningful results....scikit-learn.org/stable/modules/neural_networks_supervised.html -
sklearn.neighbors.KNeighborsRegressor — scikit-...
n_indexed) if metric == ‘precomputed’ Test samples. Returns : y ndarray...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html -
sklearn.model_selection.HalvingRandomSearchCV —...
cross-validated score of the best_estimator. best_params_ dict Parameter...that gave the best results on the hold out data. best_index_ int...scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html -
plot_release_highlights_1_4_0.ipynb
X_test, y_train, y_test = train_test_split(X_adult,...(X_test)\nprint(f\"ROC AUC score is {roc_auc_score(y_test, y_decision)}\")"...scikit-learn.org/stable/_downloads/53490cdb42c3c07ba8cccd1c4ed4dca4/plot_release_highlights_1_4_0... -
sklearn.neural_network.MLPClassifier — scikit-l...
X_test , y_train , y_test = train_test_split ( X ,...1]) >>> clf . score ( X_test , y_test ) 0.8... Methods fit (X,...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html -
sklearn.feature_selection.mutual_info_regressio...
Comparison of F-test and mutual information Comparison of F-test and mutual...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_regression.html -
sklearn.datasets.make_regression — scikit-learn...
Train error vs Test error Train error vs Test error Effect of...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_regression.html -
sklearn.ensemble.StackingClassifier — scikit-le...
train_test_split >>> X_train , X_test , y_train , y_test = train_test_split..., y_train ) . score ( X_test , y_test ) 0.9... Methods decision_function...scikit-learn.org/stable/modules/generated/sklearn.ensemble.StackingClassifier.html -
sklearn.datasets.load_iris — scikit-learn 1.4.2...
(ROC) Nested versus non-nested cross-validation Nested versus...(ROC) with cross validation Test with permutations the significance...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html -
sklearn.model_selection.GridSearchCV — scikit-l...
'rank_test_score', 'split0_test_score',... 'split2_test_score',...the attributes best_index_ , best_score_ and best_params_ will...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html