论文标题

自信的AI

Confident AI

论文作者

Davis, Jim

论文摘要

在本文中,我们提出“自信AI”,以设计具有算法和用户对模型预测和报告结果的用户信心的人工智能(AI)和机器学习(ML)系统的手段。自信AI的4个基本原则是可重复性,可信度,充分性和适应性。每个原则都用于探索当前AI/ML系统中的基本问题,并共同为自信AI提供了整体方法。

In this paper, we propose "Confident AI" as a means to designing Artificial Intelligence (AI) and Machine Learning (ML) systems with both algorithm and user confidence in model predictions and reported results. The 4 basic tenets of Confident AI are Repeatability, Believability, Sufficiency, and Adaptability. Each of the tenets is used to explore fundamental issues in current AI/ML systems and together provide an overall approach to Confident AI.

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