sklearn.ensemble.VotingClassifier is great way to obtain a majority vote from a set of estimators. What appears to be lacking is a similar meta estimator for the regression case. Such a committee estimator could compute the average across the continuous predictions from a set of estimators, which could complete the sklearn.ensemble module.