vtreat is a powerful
R package for preparing messy real-world data for machine learning. We have further extended the package with a number of features including rquery/rqdatatable integration (allowing vtreat application at scale on Apache Spark or data.table!).
vtreat and can now effectively prepare data for multi-class classification or multinomial modeling.