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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 -
Tweedie regression on insurance claims — scikit...
"score" ): continue score = estimator . score ( X , y...subset_label , "metric" : score_label , "score" : score }) res = ( pd ....scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
1.13. Feature selection — scikit-learn 1.7.1 do...
input a scoring function that returns univariate scores and p-values...to provide a score_func where y=None . The score_func should use...scikit-learn.org/stable/modules/feature_selection.html -
det_curve — scikit-learn 1.7.1 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 -
Custom refit strategy of a grid search with cro...
define the scores to select the best candidate. scores = [ "precision"...(), tuned_parameters , scoring = scores , refit = refit_strategy...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Plot the decision surfaces of ensembles of tree...
95 score RandomForestClassifi () # 0.94 score AdaBoost...0.94 score DecisionTree ( max_depth = None ) # 0.94 score Increasing...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html -
LogisticRegressionCV — scikit-learn 1.7.1 docum...
scoring str or callable, default=None The scoring method...confidence scores for samples. The confidence score for a sample...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html -
Comparing Random Forests and Histogram Gradient...
"Train time vs score" , "Predict time vs score" ], ) model_names...cv_results , x = "mean_score_time" , y = "mean_test_score" , error_x =...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
LassoLarsIC — scikit-learn 1.7.1 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 -
Target Encoder’s Internal Cross fitting — sciki...
"Raw Model score on training set: " , raw_model . score ( X_train..."Raw Model score on test set: " , raw_model . score ( X_test ,...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html