Trinity: In-Database Near-Data Machine Learning Acceleration Platform for Advanced Data Analytics
The ability to perform machine learning (ML) tasks in a database management system (DBMS) is a new paradigm for conventional database systems as it enables advanced data analytics on top of well-established capabilities of DBMSs.However, the integration of ML in DBMSs introduces new challenges in traditional CPU-based systems because of its higher