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Towards Crafting Beer with Artificial Intelligence

机译:用人工智能制作啤酒

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The art of brewing beer has a long tradition that dates back to the very dawn of civilization. While the brewing process has been automated to a great extent, the creation of new beer recipes remains the result of creativity and human expertise with only minor support from software to validate chemical constraints. We collected a dataset of 157,000 publicly available recipes from all over the world and created a transformer-based model to support the creative process in brewing by suggesting new beer recipe templates. As a proof of concept, we crafted the IPA "Deeper" along a recipe generated by our model. Over 100 international newspapers and radio stations have reported on the first AI-crafted beer from Switzerland over the past few months. For the first time, this paper reveals the underlying pipeline architecture of eight transformer networks trained end-to-end that made this remarkable success possible.
机译:酿造啤酒的艺术具有悠久的传统,可以追溯到文明的黎明。 虽然酿造过程在很大程度上已经自动化,但创建新的啤酒食谱仍然是创造力和人类专业知识的结果,只有来自软件的轻微支持来验证化学限制。 我们收集了来自世界各地的157,000名公共食谱的数据集,并创建了一种基于变压器的模型,以支持通过建议新的啤酒配方模板酿造创造性过程。 作为概念证明,我们沿着我们模型产生的配方制作了IPA“更深的”。 在过去的几个月里,超过100多家国际报纸和广播电台已报道瑞士的第一个Ai制作的啤酒。 这篇论文首次揭示了八个变压器网络的底层流水线架构,训练了端到端,这使得这种显着的成功成为可能。

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