activity
20122022
most citedA Berkeley View of Systems Challenges for AI

176 citations · 253 across the 5 of their papers we have counts for

collaborators

5 papers

cs.DC2022★ 6 cited

Kernel-as-a-Service: A Serverless Interface to GPUs

Nathan Pemberton, Anton Zabreyko, Zhoujie Ding +2

Serverless computing has made it easier than ever to deploy applications over scalable cloud resources, all the while driving higher utilization for cloud providers. While this tec…

cs.CY2020

From Data to Knowledge to Action: Enabling the Smart Grid

Randal E. Bryant, Randy H. Katz, Chase Hensel +1

Our nation's infrastructure for generating, transmitting, and distributing electricity - "The Grid" - is a relic based in many respects on century-old technology. It consists of ex…

cs.AI2017★ 176 cited

A Berkeley View of Systems Challenges for AI

Ion Stoica, Dawn Song, Raluca Ada Popa +11

With the increasing commoditization of computer vision, speech recognition and machine translation systems and the widespread deployment of learning-based back-end technologies suc…

cs.DC2017

Significance of Disk Failure Prediction in Datacenters

Jayanta Basak, Randy H. Katz

Modern datacenters assemble a very large number of disk drives under a single roof. Even if economic and technical factors where to make individual drives more reliable (which is n…

cs.DB2012★ 71 cited

Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads

Yanpei Chen, Sara Alspaugh, Randy Katz

Within the past few years, organizations in diverse industries have adopted MapReduce-based systems for large-scale data processing. Along with these new users, important new workl…