Boosting - What is bagging and boosting?

Ensemble approaches, such as boosting and bagging, employ several models to optimize and decrease error. In contrast to boosting, which iteratively trains the model by studying its predecessor's mistakes, bagging merges models that have been trained on distinct subsets of data.