PreSto: An In-Storage Data Preprocessing System for Training Recommendation Models

Y Lee, H Kim, M Rhu - 2024 ACM/IEEE 51st Annual …, 2024 - ieeexplore.ieee.org
Training recommendation systems (RecSys) faces several challenges as it requires the
“data preprocessing” stage to preprocess an ample amount of raw data and feed them to the …

Can Storage Devices be Power Adaptive?

D **e, T Stavrinos, K Zhu, S Peter, B Kasikci… - Proceedings of the 16th …, 2024 - dl.acm.org
Power is becoming a scarce resource for data centers, raising the need for power adaptive
system design---the ability to dynamically change power consumption---to match available …

[BOEK][B] Minimizing Data Movement in Machine Learning Systems

S Agarwal - 2024 - search.proquest.com
Abstract Rapid deployment of Machine Learning (ML) applications like recommendation
engines, chat-bots and image synthesis application have made them a dominant workload …