This is the fourth video in a series on Building Gradient Boosting Models. We continue our modeling, and discuss the cycle of how to iterate upon and improve the model. We talk about how to do failure analysis and evaluate the degree of improvement of your new models. Github: https://github.com/numeristical/resources/blob/master/Building_GB_Models/BuildGBModel.ipynb