Boosting the performance using random forest regressor

In the previous sections, we did not experience the expected MAE value although we got predictions of the severity loss in each instance. In this section, we will develop a more robust predictive analytics model for the same purpose but use an random forest regressor. However, before diving into its formal implementation, a short overview of the random forest algorithm is needed.