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Permutation Importance vs Random Forest Feature...
score ( X_train , y_train ) : .3f..."RF test accuracy: { rf . score ( X_test , y_test ) : .3f }...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
rand_score — scikit-learn 1.7.2 documenta...
The raw RI score [3] is: RI = (number of agreeing...Returns : RI float Similarity score between 0.0 and 1.0, inclusive,...scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html -
coverage_error — scikit-learn 1.7.2 docum...
need to go through the ranked scores to cover all true labels. The...Note: Our implementation’s score is 1 greater than the one given...scikit-learn.org/stable/modules/generated/sklearn.metrics.coverage_error.html -
SVC — scikit-learn 1.7.2 documentation
score ( X , y , sample_weight = None...default=None Sample weights. Returns : score float Mean accuracy of self.predict(X)...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html -
SelectFpr — scikit-learn 1.7.2 documentation
returning a pair of arrays (scores, pvalues). Default is f_classif...array-like of shape (n_features,) Scores of features. pvalues_ array-like...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.html -
RandomForestRegressor — scikit-learn 1.7....
Notes The \(R^2\) score used when calling score on a regressor uses...with Friedman’s improvement score for potential splits, “absolute_error”...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html -
Comparing randomized search and grid search for...
with rank: 1 Mean validation score: 0.987 (std: 0.011) Parameters:...with rank: 2 Mean validation score: 0.987 (std: 0.011) Parameters:...scikit-learn.org/stable/auto_examples/model_selection/plot_randomized_search.html -
LinearSVC — scikit-learn 1.7.2 documentation
confidence scores for samples. The confidence score for a sample...get the confidence scores. Returns : scores ndarray of shape (n_samples,)...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVC.html -
plot_classifier_comparison.zip
y_train) score = clf.score(X_test, y_test) Decis...clf.fit(X_train, y_train)\n score = clf.score(X_test, y_test)\n Dec...scikit-learn.org/stable/_downloads/ce35bcc69acbd491cf7ac77fa17889d5/plot_classifier_comparison.zip -
calinski_harabasz_score — scikit-learn 1....
Returns : score float The resulting Calinski-Harabasz score. References...Compute the Calinski and Harabasz score. It is also known as the Variance...scikit-learn.org/stable/modules/generated/sklearn.metrics.calinski_harabasz_score.html