As part of DSAIL, we aim to build two systems:

(1) The first Self-Assembling Database System prototype, called DAS, with the goal of revolutionizing how we build modern data management systems by using learned components.

 

mlsystem

(2) A Data Science Management System, DSM, to help experts and non-experts manage the process of building and evolving predictive models of their data. This includes transforming, cleaning and preparing data for analysis, tracking model and data provenance, replaying models, providing interactive modeling interfaces, and serving models.