I am a Ph.D. student at UC Berkeley in the RiseLab, where I am advised by Randy Katz.
I am broadly interested in large-scale computer systems for Machine Learning workloads.
The best way to reach me is at joao [at] berkeley [dot] edu
A Case for Serverless Machine Learning
Joao Carreira, Pedro Fonseca, Alexey Tumanov, Andrew Zhang, Randy Katz
Workshop on Systems for ML at NIPS 2018 (MLSYS'18)
Disaggregation in the Cloud with uInstances and Cirrus
SOSP SRC (2017)
Network Requirements for Resource Disaggregation
Peter X. Gao, Akshay Narayan, Sagar Karandikar, Joao Carreira, Sangjin Han, Rachit Agarwal, Sylvia Ratnasamy, Scott Shenker
Scalable Testing of File System Checkers
Joao Carreira, Rodrigo Rodrigues, George Candea, Rupak Majumdar