Maybe use this for RMSE
https://community.hortonworks.com/questions/61886/how-to-reduce-rmseroot-mean-squred-error-value-for.html
last updated march 2019
https://community.hortonworks.com/questions/61886/how-to-reduce-rmseroot-mean-squred-error-value-for.html