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Version 0.14 — scikit-learn 1.7.2 documentation
improvement oob_improvement_ rather than the OOB score for model...example that shows how to use OOB estimates to select the number...scikit-learn.org/stable/whats_new/v0.14.html -
RandomForestRegressor — scikit-learn 1.7.2 docu...
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.RandomForestRegressor.html -
Permutation Importance vs Random Forest Feature...
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/inspection/plot_permutation_importance.html -
GradientBoostingRegressor — scikit-learn 1.7.2 ...
oob_improvement_ ndarray of shape...relative to the previous iteration. oob_improvement_[0] is the improvement...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingRegressor.html -
make_classification — scikit-learn 1.7.2 docume...
Classifier comparison OOB Errors for Random Forests OOB Errors for Random...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html -
ensemble.rst.txt
in the attribute `oob_improvement_`. ``oob_improvement_[i]``...mble_plot_gradient_boosting_oob.py` .. _gradient_boosting_warm_start:...scikit-learn.org/stable/_sources/modules/ensemble.rst.txt -
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 -
Release Highlights for scikit-learn 1.4 — sciki...
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/release_highlights/plot_release_highlights_1_4_0.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 -
Plot individual and voting regression predictio...
0 bootstrap True oob_score False n_jobs None random_state...scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html