论文标题
现代AI/ML系统负责设计的系统分析
System Analysis for Responsible Design of Modern AI/ML Systems
论文作者
论文摘要
在近年来，在实际环境中对ML算法的不负责任的使用受到了应有的关注。我们认为，在设计和实施ML算法和系统时，需要传统的系统分析观点。这种观点可以为评估和实现负责任的ML实践提供正式的方式。在本文中，我们回顾了系统分析方法的组成部分，并突出了它们如何联系并实现负责任的ML设计实践。
The irresponsible use of ML algorithms in practical settings has received a lot of deserved attention in the recent years. We posit that the traditional system analysis perspective is needed when designing and implementing ML algorithms and systems. Such perspective can provide a formal way for evaluating and enabling responsible ML practices. In this paper, we review components of the System Analysis methodology and highlight how they connect and enable responsible practices of ML design.
