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Outlier detection with Local Outlier Factor (LO...
outlier scores radius = ( X_scores . max () - X_scores ) / ( X_scores...X_scores . max () - X_scores . min ()) scatter = plt . scatter...scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html -
LassoLarsIC — scikit-learn 1.7.0 documentation
Notes The \(R^2\) score used when calling score on a regressor uses...default value of r2_score . This influences the score method of all...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoLarsIC.html -
GradientBoostingClassifier — scikit-learn 1.7.0...
train_score_ ndarray of shape (n_estimators,) The i-th score train_score_[i]...squared error with improvement score by Friedman, ‘squared_error’...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html -
Displaying Pipelines — scikit-learn 1.7.0 docum...
'2*n_jobs' error_score nan return_train_score False estimator:...'classifier__n_estimators': [200, 500]} scoring None n_jobs 1 refit True cv...scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html -
det_curve — scikit-learn 1.7.0 documentation
y_score ndarray of shape of (n_samples,) Target scores, can...sklearn.metrics. det_curve ( y_true , y_score , pos_label = None , sample_weight...scikit-learn.org/stable/modules/generated/sklearn.metrics.det_curve.html -
BisectingKMeans — scikit-learn 1.7.0 documentation
score ( X , y = None , sample_weight...assigned equal weight. Returns : score float Opposite of the value...scikit-learn.org/stable/modules/generated/sklearn.cluster.BisectingKMeans.html -
ComplementNB — scikit-learn 1.7.0 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.naive_bayes.ComplementNB.html -
learning_curve — scikit-learn 1.7.0 documentation
scoring str or callable, default=None Scoring method to...train_scores array of shape (n_ticks, n_cv_folds) Scores on training...scikit-learn.org/stable/modules/generated/sklearn.model_selection.learning_curve.html -
Compare Stochastic learning strategies for MLPC...
print ( "Training set score: %f " % mlp . score ( X , y )) print (...learning-rate Training set score: 0.980000 Training set loss:...scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html -
plot_kmeans_digits.zip
homo homogeneity score compl completeness score v-meas V measure...metrics.homogeneity_score, metrics.completeness_score, metrics.v_measure_score,...scikit-learn.org/stable/_downloads/1393861b58df827d4c681b80a5be2472/plot_kmeans_digits.zip