University of Cambridge > Talks.cam > Computer Laboratory NetOS Group Talklets > Tuning Computer Systems with Structured Bayesian Optimization

Tuning Computer Systems with Structured Bayesian Optimization

Download to your calendar using vCal

If you have a question about this talk, please contact Gemma Gordon .

Abstract: Computer systems are notoriously difficult to tune. In this talk, I will present Structured Bayesian Optimization, a framework which lets users expose the tunable parameters of their programs so they can be automatically optimized. To help the optimization converge in a reasonable time, users can expose the structure available, in the form of a probabilistic model simulating the execution of the system. I will present some of our case studies and discuss possible future applications.

This talk is part of the Computer Laboratory NetOS Group Talklets series.

This talk is included in these lists:

Note that ex-directory lists are not shown.

 

Š 2006-2025 Talks.cam, University of Cambridge. Contact Us | Help and Documentation | Privacy and Publicity