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Varying regularization in Multi-layer Perceptro...
training and test part X_train , X_test , y_train , y_test = train_test_split...and testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_alpha.html -
learning_curve — scikit-learn 1.7.2 documentation
( f "The average test accuracy is { cv_test_scores . mean ()...cross-validated training and test scores for different training...scikit-learn.org/stable/modules/generated/sklearn.model_selection.learning_curve.html -
Overview of multiclass training meta-estimators...
"DecisionTreeClassifi" : cv_results_tree [ "test_score" ], "OneVsOneClassifier"..."OneVsOneClassifier" : cv_results_ovo [ "test_score" ], "OneVsRestClassifier"...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
TunedThresholdClassifierCV — scikit-learn 1.7.2...
X_test , y_train , y_test = train_test_split ( ......classification_report ( y_test , classifier . predict ( X_test ))) precision...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
GridSearchCV — scikit-learn 1.7.2 documentation
'rank_test_score', 'split0_test_score',... 'split2_test_score',...'mean_test_score' : [ 0.81 , 0.60 , 0.75 , 0.85 ], 'std_test_score'...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html -
EstimatorCheckFailedWarning — scikit-learn 1.7....
estimator check from the common tests fails. Parameters : estimator...Estimator instance for which the test failed. check_name str Name...scikit-learn.org/stable/modules/generated/sklearn.exceptions.EstimatorCheckFailedWarning.html -
plot_classifier_comparison.ipynb
y_test = train_test_split(\n X, y, test_size=0.4, random_state=42\n...the testing points\n ax.scatter(\n X_test[:, 0], X_test[:, 1],...scikit-learn.org/stable/_downloads/3438aba177365cb595921cf18806dfa7/plot_classifier_comparison.ipynb -
Pipeline ANOVA SVM — scikit-learn 1.7.2 documen...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) print ( classification_report ( y_test , y_pred...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html -
RBF SVM parameters — scikit-learn 1.7.2 documen...
and just applying it on the test set. from sklearn.preprocessing...StratifiedShuffleSpl ( n_splits = 5 , test_size = 0.2 , random_state =...scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html -
5.2. Permutation feature importance — scikit-le...
model_selection import train_test_split >>> from sklearn.linear_model...X_val , y_train , y_val = train_test_split ( ... diabetes . data...scikit-learn.org/stable/modules/permutation_importance.html