ML on Rails is a guided Machine Learning tool that allows for custom curated data sets, or a data set the researcher already has to be loaded in a Collab style environment, fully protected by security routines and on-premise machine learning servers. The ability to run commands on local ML servers or burst to the cloud provide a wide degree of freedom.