Training different regression models

The following screenshot shows the dataframe that we will use to record the metrics and the performance metrics that we will use for these models. Since this is a regression task, we will use the mean squared error. Here, in the columns, we have the four models that we will use. We will be using the KNN, Bagging, RandomForest, and Boosting variables: