论文标题
企业AI画布 - 将人工智能整合到业务中
Enterprise AI Canvas -- Integrating Artificial Intelligence into Business
论文作者
论文摘要
人工智能（AI）和机器学习具有改变业务和破坏整个行业的巨大潜力。但是，希望将算法决策集成到其面部的多个挑战：他们必须确定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策。此外，将需要对组织进行转换，以便能够将基于AI的系统集成到其人类的工作中。此外，必须就它们如何影响企业的各个单位来讨论基础机器学习模型的更技术方面：相关数据来自何处，必须考虑哪些约束，如何评估数据的质量和预测？ 企业AI画布旨在将数据科学家和业务专家聚集在一起，以讨论和定义所有相关方面，这些方面需要澄清，以便将基于AI的系统集成到数字企业中。它由两个部分组成，其中一部分专注于业务视图和组织方面，而第二部分则关注基础机器学习模型及其使用的数据。
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 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. Furthermore, 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.
