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基于Kubernetes的工业AI项目开发平台

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随着人工智能(AI)成为改变世界的前沿技术,企业也迫切需要系统地开发和实现人工智能来升级新一代工业系统的基础。考虑到将人工智能应用开发集成到工业开发中存在开发流程环节多、AI项目开发人员能力背景不一等问题,以企业实际需求为背景设计实现了一个AI项目开发平台。探讨了人工智能项目开发平台的概念和实现,并且基于企业实际需求对其进行定制化。在传统开发流程基础上完善更多开发工作流环节。在企业内部成功进行部署和测试。结果表明:项目开发平台的功能合理、运行正常、管理便捷对AI项目开发效率、体验、规范化有积极影响,提高了计算加速部件利用率。
AN INDUSTRIAL AI PROJECT DEVELOPMENT PLATFORM BASED ON KUBERNETES
As artificial intelligence(AI)becomes a frontier world-changing technology,there is an urgent need for enterprises to systematically develop and implement artificial intelligence to upgrade the foundation of next-generation industrial systems.Considering that there are many development process links and different backgrounds of AI project developers in integrating AI application development into industrial development,an AI project development platform is designed with enterprise needs as the background.This paper discussed the concept and implementation of artificial intelligence project development platform,and customized it according to the actual needs of enterprises.This paper covered more development workflow links on the basis of the traditional development process.It was successfully deployed and tested within the enterprise.The results show that the reasonable function,normal operation and convenient management of the project development platform have a positive impact on the efficiency,experience and standardization of AI project development,and improve the utilization rate of computing acceleration parts.

KubernetesMachine learning platformWorkflow

沈文枫、邓荣、刘政森、杜雨航、陆唯佳

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上海大学计算机工程与科学学院 上海 200444

上海大学上海智能计算系统工程技术研究中心 上海 200444

联合汽车电子有限公司AI实验室 上海 201206

Kubernetes 机器学习平台 工作流

2024

计算机应用与软件
上海市计算技术研究所 上海计算机软件技术开发中心

计算机应用与软件

CSTPCD北大核心
影响因子:0.615
ISSN:1000-386X
年,卷(期):2024.41(5)
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