In the past, humans have had difficulty accurately assessing complex models, leading to unreliable and sometimes dangerous results. To reduce the cognitive load on humans, large models must be simplified and summarized into smaller ones. Data mining has proven to be an effective tool for finding useful, concise models. Therefore, the PROMISE community has the necessary skills and experience to redefine and simplify and improve the relationship between humans and AI.
翻译:过去,人类在准确评估复杂模型方面一直面临困难,导致不可靠甚至有时危险的结果。为减轻人类的认知负担,大型模型必须被简化和总结为更小的模型。数据挖掘已被证明是寻找有用且简洁模型的有效工具。因此,PROMISE社区具备必要的技能和经验,以重新定义、简化并改善人类与人工智能之间的关系。