no code implementations • ICLR 2021 • Chi Wang, Qingyun Wu, Silu Huang, Amin Saied
We study the problem of using low cost to search for hyperparameter configurations in a large search space with heterogeneous evaluation cost and model quality.
1 code implementation • 4 May 2020 • Qingyun Wu, Chi Wang, Silu Huang
To address this problem, we develop a new cost-frugal HPO solution.
no code implementations • 8 Nov 2018 • Silu Huang, Chi Wang, Bolin Ding, Surajit Chaudhuri
A machine learning configuration refers to a combination of preprocessor, learner, and hyperparameters.