LinearRegressionSummary will store stats from training, such as objective value on each iteration, avg residual, etc. It will store a LinearRegressionResults instance for the results on the training dataset.
The assignee should make sure to coordinate with others working on
Note: This can add a limited number of metrics. We can always add more in the future.