The Last Mile: Where Artificial Intelligence Meets Reality

The Last Mile: Where Artificial Intelligence Meets Reality
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DOI:
10.2196/16323
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发表时间:
2019-11-08
影响因子:
7.4
通讯作者:
Coiera, Enrico
Coiera, Enrico
中科院分区:
医学2区
文献类型:
--
作者:
Coiera, Enrico

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尽管很多努力都集中在提高人工智能的技术性能上,但有令人信服的理由更多地关注这类技术的实现,以解决现实世界的应用。在实现的“最后一英里”中存在许多复杂的挑战,这些挑战可能会使技术上高性能的系统表现不佳。与其将人工智能开发视为从算法开发到最终部署的线性过程,不如采取更灵活的方法,在最终将被使用的环境中迭代地开发和测试人工智能。
Although much effort is focused on improving the technical performance of artificial intelligence, there are compelling reasons to focus more on the implementation of this technology class to solve real-world applications. In this "last mile" of implementation lie many complex challenges that may make technically high-performing systems perform poorly. Instead of viewing artificial intelligence development as a linear one of algorithm development through to eventual deployment, there are strong reasons to take a more agile approach, iteratively developing and testing artificial intelligence within the context in which it finally will be used.