People

Fred Lin

Data Scientist

I work on end-to-end hardware analytics and machine learning applications for hardware health. I received my PhD at UC Santa Barbara for research on machine learning applications for post-silicon semiconductor validation.

Interests

Machine learning, data engineering, hardware sustaining at scale

Latest Publications

Predicting Remediations for Hardware Failures in Large-Scale Datacenters

Fred Lin, Antonio Davoli, Imran Akbar, Sukumar Kalmanje, Leandro Silva, John Stamford, Yanai Golany, Jim Piazza, Sriram Sankar

IEEE/IFIP DSN - June 29, 2020

Fast Dimensional Analysis for Root Cause Investigation in a Large-Scale Service Environment

Fred Lin, Keyur Muzumdar, Nikolay Laptev, Mihai-Valentin Curelea, Seunghak Lee, Sriram Sankar

ACM SIGMETRICS - June 8, 2020

Optimizing Interrupt Handling Performance for Memory Failures in Large Scale Data Centers

Harish Dattatraya Dixit, Fred Lin, Bill Holland, Matt Beadon, Zhengyu Yang, Sriram Sankar

ICPE - April 20, 2020

Hardware Remediation At Scale

Fred Lin, Matt Beadon, Harish Dattatraya Dixit, Gautham Vunnam, Amol Desai, Sriram Sankar

DSN 2018 - June 28, 2018