Overview Talks
- Some Damaging Delusions of Deep Learning Practice (and How to Avoid Them)
Arun Kumar, Supun Nakandala, and Yuhao Zhang
KDD 2021 Deep Learning Day
- Cerebro: A Layered Data Platform for Scalable Deep Learning
Arun Kumar, Supun Nakandala, Yuhao Zhang, Side Li, Advitya Gemawat, and Kabir Nagrecha
CIDR 2021
Data Scalability
- Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches
Yuhao Zhang, Frank McQuillan, Nandish Jayaram, Nikhil Kak, Ekta Khanna, Orhan Kislal, Domino Valdano, and Arun Kumar
VLDB 2021
- Cerebro: A Data System for Optimized Deep Learning Model Selection
Supun Nakandala, Yuhao Zhang, and Arun Kumar
VLDB 2020 | Talk videos: Youtube Bilibili | SAIS Talk video
New Abstractions and Interfaces
- Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration
Liangde Li, Supun Nakandala, and Arun Kumar
VLDB 2021 Demo
- Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning
Side Li and Arun Kumar
VLDB 2021
