The vizier gaussian process bandit algorithm
arXiv preprint arXiv:2408.11527, 2024•arxiv.org
Google Vizier has performed millions of optimizations and accelerated numerous research
and production systems at Google, demonstrating the success of Bayesian optimization as a
large-scale service. Over multiple years, its algorithm has been improved considerably,
through the collective experiences of numerous research efforts and user feedback. In this
technical report, we discuss the implementation details and design choices of the current
default algorithm provided by Open Source Vizier. Our experiments on standardized …
and production systems at Google, demonstrating the success of Bayesian optimization as a
large-scale service. Over multiple years, its algorithm has been improved considerably,
through the collective experiences of numerous research efforts and user feedback. In this
technical report, we discuss the implementation details and design choices of the current
default algorithm provided by Open Source Vizier. Our experiments on standardized …
Google Vizier has performed millions of optimizations and accelerated numerous research and production systems at Google, demonstrating the success of Bayesian optimization as a large-scale service. Over multiple years, its algorithm has been improved considerably, through the collective experiences of numerous research efforts and user feedback. In this technical report, we discuss the implementation details and design choices of the current default algorithm provided by Open Source Vizier. Our experiments on standardized benchmarks reveal its robustness and versatility against well-established industry baselines on multiple practical modes.
arxiv.org
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