实现企业级AI部署，最大限度地降低在业务应用程序中使用AI模型的风险

2018 First International Conference on Artificial Intelligence for Industries (AI4I) Pub Date : 2018-09-01 DOI:10.1109/AI4I.2018.8665685

Vinod Muthusamy, Aleksander Slominski, Vatche Isahagian

{"title":"实现企业级AI部署，最大限度地降低在业务应用程序中使用AI模型的风险","authors":"Vinod Muthusamy, Aleksander Slominski, Vatche Isahagian","doi":"10.1109/AI4I.2018.8665685","DOIUrl":null,"url":null,"abstract":"The stochastic nature of artificial intelligence (AI) models introduces risk to business applications that use AI models without careful consideration. This paper offers an approach to use AI techniques to gain insights on the usage of the AI models and control how they are deployed to a production application.","PeriodicalId":133657,"journal":{"name":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","volume":"20 74 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"16","resultStr":"{\"title\":\"Towards Enterprise-Ready AI Deployments Minimizing the Risk of Consuming AI Models in Business Applications\",\"authors\":\"Vinod Muthusamy, Aleksander Slominski, Vatche Isahagian\",\"doi\":\"10.1109/AI4I.2018.8665685\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The stochastic nature of artificial intelligence (AI) models introduces risk to business applications that use AI models without careful consideration. This paper offers an approach to use AI techniques to gain insights on the usage of the AI models and control how they are deployed to a production application.\",\"PeriodicalId\":133657,\"journal\":{\"name\":\"2018 First International Conference on Artificial Intelligence for Industries (AI4I)\",\"volume\":\"20 74 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"16\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 First International Conference on Artificial Intelligence for Industries (AI4I)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AI4I.2018.8665685\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AI4I.2018.8665685","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 16

摘要

人工智能(AI)模型的随机性给未经仔细考虑就使用AI模型的业务应用程序带来了风险。本文提供了一种使用人工智能技术的方法，以了解人工智能模型的使用情况，并控制它们如何部署到生产应用程序中。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文

微信好友朋友圈 QQ好友复制链接

本刊更多论文

Towards Enterprise-Ready AI Deployments Minimizing the Risk of Consuming AI Models in Business Applications

The stochastic nature of artificial intelligence (AI) models introduces risk to business applications that use AI models without careful consideration. This paper offers an approach to use AI techniques to gain insights on the usage of the AI models and control how they are deployed to a production application.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

2018 First International Conference on Artificial Intelligence for Industries (AI4I)

自引率

0.00%

发文量

期刊最新文献

Assisting Seismic Image Interpretations with Hyperknowledge Applying Machine Learning to Service Assurance in Network Function Virtualization Environment Combinatorial Algorithms in Machine Learning AI Application to Data Analysis, Automatic File Processing Multi-Layer Nested Scatter Plot a Data Wrangling Method for Correlated Multi-Channel Time Series Signals