ADA Lab @ UCSD

Active Projects

We have one active research project across different parts of the ML application lifecycle:

Project Cerebro A layered data platform for deep learning at scale on all axes–data, model, tasks–and on all kinds of execution backends.

Other Collaborative Work

• Understanding and Benchmarking the Impact of GDPR on Database Systems
  Supreeth Shastri, Vinay Banakar, Melissa Wasserman, Arun Kumar, and Vijay Chidambaram
  VLDB 2020 | Paper PDF | TechReport | Webpage | Talk videos: Youtube Bilibili

• Hierarchical and Distributed Machine Learning Inference Beyond the Edge
  Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar and Tajana Rosing
  IEEE ICNSC 2019 | Paper PDF

• Predicting Eating Events in Free Living Individuals
  Jiayi Wang, Jiue-An Yang, Supun Nakandala, Arun Kumar and Marta M. Jankowska
  eScience 2019 Conference (Poster)

• In-RDBMS Hardware Acceleration of Advanced Analytics
  Divya Mahajan, Joon Kyung Kim, Jacob Sacks, Adel Ardalan, Arun Kumar, and Hadi Esmaeilzadeh
  VLDB 2018 | Paper PDF | Addendum