# \#bayes-opt

**URL:** https://accelerated-discovery.org/tag/bayes-opt/8.md

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## [Is there some level of dimensionality where BO starts to fail?](https://accelerated-discovery.org/t/is-there-some-level-of-dimensionality-where-bo-starts-to-fail/570)

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**Author:** [@sgbaird](https://accelerated-discovery.org/u/sgbaird)\
**Replies:** 1\
**Last updated:** [April 3, 2026, 7:34pm UTC](https://accelerated-discovery.org/t/is-there-some-level-of-dimensionality-where-bo-starts-to-fail/570 "2026-04-03T19:34:14Z")

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question posed by @BRSutherland that I thought warranted surfacing here Is there some level of dimensionality where BO starts to fail? If data regime stays small and dimensionality continues to increase, at some point …

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## [Electrode Lifecycle Enhancement through Computational Testing and Research Automation](https://accelerated-discovery.org/t/electrode-lifecycle-enhancement-through-computational-testing-and-research-automation/510)

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**Author:** [@mgramlich](https://accelerated-discovery.org/u/mgramlich)\
**Replies:** 10\
**Last updated:** [June 2, 2025, 12:40pm UTC](https://accelerated-discovery.org/t/electrode-lifecycle-enhancement-through-computational-testing-and-research-automation/510 "2025-06-02T12:40:12Z")

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The development of catalysts for alkaline electrolysis (AEL), such as Raney-Nickel electrodes, is a time-consuming task which involves a lot of manual work and a large number of long experiments. To speed up the electroc…

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## [Materials development with processing constraints?](https://accelerated-discovery.org/t/materials-development-with-processing-constraints/482)

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**Author:** [@ravimohan19](https://accelerated-discovery.org/u/ravimohan19)\
**Replies:** 2\
**Last updated:** [April 4, 2025, 7:08pm UTC](https://accelerated-discovery.org/t/materials-development-with-processing-constraints/482 "2025-04-04T19:08:31Z")

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Hello Everyone, I am a polymer formulation specialist and I develop custom formulations for medical applications, and have be employing Bayesian optimization methods for the same. I am envisioning automating the prepara…

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## [Suggestion for code implementations of deep kernel learning](https://accelerated-discovery.org/t/suggestion-for-code-implementations-of-deep-kernel-learning/221)

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**Author:** [@Utkarsh](https://accelerated-discovery.org/u/Utkarsh)\
**Replies:** 7\
**Last updated:** [March 27, 2025, 6:00pm UTC](https://accelerated-discovery.org/t/suggestion-for-code-implementations-of-deep-kernel-learning/221 "2025-03-27T18:00:14Z")

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Hi, I am looking for any implementations available for Deep kernel learning(\[1511.02222\] Deep Kernel Learning). I am aware of gpax(GitHub - ziatdinovmax/gpax: Gaussian Processes for Experimental Sciences, more specifica…

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## [What visualizations have you found useful for Bayesian optimization, and why?](https://accelerated-discovery.org/t/what-visualizations-have-you-found-useful-for-bayesian-optimization-and-why/448)

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**Author:** [@sgbaird](https://accelerated-discovery.org/u/sgbaird)\
**Replies:** 0\
**Last updated:** [November 19, 2024, 9:38pm UTC](https://accelerated-discovery.org/t/what-visualizations-have-you-found-useful-for-bayesian-optimization-and-why/448 "2024-11-19T21:38:26Z")

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Some examples of visualizations: “Best so far” optimization traces Tradeoff / Pareto frontiers cross-validation 1D slice 2D contours

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## [Multi-task / transfer learning Bayesian optimization for heterogenous search spaces](https://accelerated-discovery.org/t/multi-task-transfer-learning-bayesian-optimization-for-heterogenous-search-spaces/203)

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**Author:** [@sgbaird](https://accelerated-discovery.org/u/sgbaird)\
**Replies:** 2\
**Last updated:** [September 20, 2024, 2:16pm UTC](https://accelerated-discovery.org/t/multi-task-transfer-learning-bayesian-optimization-for-heterogenous-search-spaces/203 "2024-09-20T14:16:48Z")

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There’s an interest from the community (e.g., BayBE) in being able to perform transfer learning within a Bayesian optimization framework to avoid the “cold-start” characteristic of many Bayesian optimization campaigns de…