arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2110.13601cs.SEcs.LG
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DAG卡是新型号卡

DAG Card is the new Model Card

Coveo Labs(Coveo 实验室);Outerbounds

Jacopo Tagliabue, Ville Tuulos, Ciro Greco, Valay Dave

摘要:

随着建模能力的逐步商品化,以数据为中心的人工智能认识到,训练前后发生的事情对于现实世界的部署至关重要。遵循模型卡背后的直觉,我们提出DAG卡作为一种文档形式,包含以数据为中心的观点的原则。我们认为,机器学习管道(而不是模型)是许多实际用例的最合适的文档级别,我们与社区共享一个开放的实现,从代码生成卡片。

英文摘要:

With the progressive commoditization of modeling capabilities, data-centric AI recognizes that what happens before and after training becomes crucial for real-world deployments. Following the intuition behind Model Cards, we propose DAG Cards as a form of documentation encompassing the tenets of a data-centric point of view. We argue that Machine Learning pipelines (rather than models) are the most appropriate level of documentation for many practical use cases, and we share with the community an open implementation to generate cards from code.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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