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Model Selection — scikit-learn 1.7.0 documentation
complexity and cross-validated score Balance model complexity and...and cross-validated score Class Likelihood Ratios to measure classification...scikit-learn.org/stable/auto_examples/model_selection/index.html -
NearestCentroid — scikit-learn 1.7.0 documentation
Returns : y_scores ndarray of shape (n_samples,)...they are in self.classes_ . score ( X , y , sample_weight = None...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
Post pruning decision trees with cost complexit...
train_scores = [ clf . score ( X_train , y_train...clf in clfs ] test_scores = [ clf . score ( X_test , y_test )...scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html -
Classification of text documents using sparse f...
3 } s" ) score = metrics . accuracy_score ( y_test , pred...it is more evident that the scores of the model trained with metadata...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
plot_kmeans_digits.ipynb
==========nhomo homogeneity score\ncompl completeness score\nv-meas V measure\nARI...metrics.homogeneity_score,\n metrics.completeness_score,\n metrics.v_measure_score,\n...scikit-learn.org/stable/_downloads/6bf322ce1724c13e6e0f8f719ebd253c/plot_kmeans_digits.ipynb -
validation_curve — scikit-learn 1.7.0 documenta...
test scores for varying parameter values. Compute scores for an...5-fold. scoring str or callable, default=None Scoring method to...scikit-learn.org/stable/modules/generated/sklearn.model_selection.validation_curve.html -
Underfitting vs. Overfitting — scikit-learn 1.7...
using crossvalidation scores = cross_val_score ( pipeline , X [:,...( degrees [ i ], - scores . mean (), scores . std () ) ) plt ....scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html -
Demo of affinity propagation clustering algorit...
homogeneity_score ( labels_true , labels )) print..." % metrics . completeness_score ( labels_true , labels )) print...scikit-learn.org/stable/auto_examples/cluster/plot_affinity_propagation.html -
CalibratedClassifierCV — scikit-learn 1.7.0 doc...
2 ] Transforming Classifier Scores into Accurate Multiclass Probability...n_classes) The predicted probas. score ( X , y , sample_weight = None...scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html -
Release Highlights for scikit-learn 1.4 — sciki...
print ( f "ROC AUC score is { roc_auc_score ( y_test , y_decision...hyperparameter_grid , cv = inner_cv , scoring = scoring_inner_cv , ) outer_cv...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html