人工智能与决策公平
AI and Fairness in Decisions
探讨人工智能是否应该替人们作出重要决定,例如工作录用、贷款审批和司法判决;如果人工智能作出不公平的决定,该由谁负责;并初步认识算法公平。
Whether AI should make important decisions about people: jobs, loans, justice; who is responsible when AI makes unfair decisions; introduction to algorithmic fairness
学习证据 / Evidence
- 举出一个重要决定的例子,说明人工智能可能参与其中,比如招聘、医疗诊断或贷款审批。
- 解释如果系统存在偏见,让人工智能替人们作决定可能会有什么风险。
- 提出如果人工智能系统作出不公平的决定,应该由谁来负责。
- Give an example of an important decision that AI might help make (hiring, medical diagnosis, loan approval)
- Explain why letting AI make decisions about people can be risky if the system is biased
- Suggest who should be responsible if an AI system makes an unfair decision
评估问题 / Assessment
如果{{name}}得知有一个计算机程序正在决定谁可以获得求职面试机会,{{name}}能解释为什么这可能不公平,以及谁应该为此负责吗?
If {{name}} learned that a computer program was deciding who gets a job interview, could they explain why that might be unfair and who should be responsible?