research
∙
09/03/2023
Saturn: An Optimized Data System for Large Model Deep Learning Workloads
Large language models such as GPT-3 ChatGPT have transformed deep le...
share
research
∙
08/13/2023
InTune: Reinforcement Learning-based Data Pipeline Optimization for Deep Recommendation Models
Deep learning-based recommender models (DLRMs) have become an essential ...
research
∙
01/06/2023
Systems for Parallel and Distributed Large-Model Deep Learning Training
Deep learning (DL) has transformed applications in a variety of domains,...
research
∙
10/16/2021
Hydra: A System for Large Multi-Model Deep Learning
In many deep learning (DL) applications, the desire for ever higher accu...
research
∙
07/14/2021