research
∙
02/21/2023
MP-Rec: Hardware-Software Co-Design to Enable Multi-Path Recommendation
Deep learning recommendation systems serve personalized content under di...
share
research
∙
07/20/2022
DataPerf: Benchmarks for Data-Centric AI Development
Machine learning (ML) research has generally focused on models, while th...
research
∙
01/25/2022
RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation
We propose RecShard, a fine-grained embedding table (EMB) partitioning a...
research
∙
01/25/2022
A Holistic Approach for Designing Carbon Aware Datacenters
Technology companies have been leading the way to a renewable energy tra...
research
∙
10/30/2021
Sustainable AI: Environmental Implications, Challenges and Opportunities
This paper explores the environmental impact of the super-linear growth ...
research
∙
01/25/2021
TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models
The memory capacity of embedding tables in deep learning recommendation ...
research
∙
11/11/2020