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Enterprise Al Canvas Integrating Artificial Intelligence into Business

机译:企业AL Canvas将人工智能集成到业务中

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摘要

Artificial Intelligence (AI) and Machine Learning have enormous potential to transform businesses and disrupt entire industry sectors. However, companies wishing to integrate algorithmic decisions into their organization face multiple challenges: They have to identify use-cases in which artificial intelligence can create value, as well as decisions that can be supported or executed automatically. Furthermore, the organization will need to be transformed to be able to integrate AI-based systems into their human work-force. In addition, the more technical aspects of the underlying machine learning model have to be discussed in terms of how they impact the various units of a business: Where do the relevant data come from, which constraints have to be considered, how is the quality of the data and the prediction evaluated? The Enterprise AI canvas is designed to bring data scientist and business expert together to discuss and define all relevant aspects which need to be clarified in order to integrate AI-based systems into a digital enterprise. It consists of two parts, where part one focuses on the business view and organizational aspects, whereas part two focuses on the underlying machine learning model and the data it uses.
机译:人工智能(AI)和机器学习具有巨大的潜力来改变企业并扰乱整个行业。但是,希望将算法决策集成到其组织中的公司面临多种挑战:他们必须识别人工智能可以创造价值的用例,以及可以自动支持或执行的决定。此外,需要转变本组织,以便能够将基于AI的系统集成到其人的劳动力中。此外,必须在如何影响业务单位的方式方面讨论底层机器学习模型的越来越多的技术方面:相关数据来自哪里,必须考虑哪些限制,如何质量数据和预测评估?企业AI Canvas旨在将数据科学家和商业专家带到一起讨论和定义需要澄清的所有相关方面,以便将基于AI的系统集成到数字企业中。它由两部分组成,其中第一部分侧重于商业化视图和组织方面,而第2部分侧重于底层机器学习模型和其使用的数据。

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