As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as accountability, reliability, transparency, explainability, contestability, privacy, and fairness. While many sets of AI ethics principles have been recently proposed that acknowledge these concerns, such principles are high-level and do not provide tangible advice on how to develop ethical and responsible AI systems. To gain insight on the possible implementation of the principles, we conducted an empirical investigation involving semi-structured interviews with a cohort of AI practitioners. The salient findings cover four aspects of AI system design and development, adapting processes used in software engineering: (i) high-level view, (ii) requirements engineering, (iii) design and implementation, (iv) deployment and operation.
翻译:由于人工智能(AI)的部署正在改变许多领域和行业,人们担心大赦国际系统在作出决定和建议时没有充分考虑到各种道德方面,例如问责制、可靠性、透明度、可解释性、可争议性、隐私和公平性等,尽管最近提出了许多承认这些关切的大赦国际道德原则,但这些原则是高层次的,没有就如何发展道德和负责任的AI系统提供具体的建议。为了深入了解这些原则的可能执行情况,我们进行了实证调查,与大赦国际的一批从业人员进行了半结构性访谈。主要调查结果涉及AI系统设计和开发、软件工程所用程序调整的四个方面:(一) 高层次观点,(二) 要求工程,(三) 设计和实施,(四) 部署和操作。