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“All the rage, all the shame." | MetaFilter
noob.) posted by deeker at 3:53 AM...www.metafilter.com/209495/All-the-rage-all-the-shame -
OOB Errors for Random Forests — scikit-learn 1....
Record the OOB error for each `n_estimators=i` setting. oob_error...clf . oob_score_ error_rate [ label ] . append (( i , oob_error...scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html -
ExtraTreesRegressor — scikit-learn 1.7.1 docume...
out-of-bag (OOB) error estimation, see the example OOB Errors for...attribute exists only when oob_score is True. oob_prediction_ ndarray...scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html -
Gradient Boosting Out-of-Bag estimates — scikit...
label = "OOB loss" , color = oob_color , linestyle = oob_line )...x = oob_best_iter , color = oob_color , linestyle = oob_line...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Combine predictors using stacking — scikit-lear...
0 bootstrap True oob_score False n_jobs None random_state...min_impurity_decrease 0.0 bootstrap True oob_score False n_jobs None random_state...scikit-learn.org/stable/auto_examples/ensemble/plot_stack_predictors.html -
Successive Halving Iterations — scikit-learn 1....
0 bootstrap False oob_score False n_jobs None random_state...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html -
Displaying Pipelines — scikit-learn 1.7.1 docum...
0 bootstrap True oob_score False n_jobs None random_state...scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html -
Ensemble methods — scikit-learn 1.7.1 documenta...
Decision Trees OOB Errors for Random Forests OOB Errors for Random...scikit-learn.org/stable/auto_examples/ensemble/index.html -
GradientBoostingClassifier — scikit-learn 1.7.1...
oob_improvement_ ndarray of shape...relative to the previous iteration. oob_improvement_[0] is the improvement...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html -
Version 1.4 — scikit-learn 1.7.0 documentation
ExtraTreesRegressor when requesting OOB score with multioutput model...scikit-learn.org/stable/whats_new/v1.4.html