《重启 AI》封面

重启 AI

Rebooting AI

Gary Marcus、Ernest Davis · 初版 2019 年

3人推荐
11位读者提及
18次提及

为什么值得读

  • 清晰论证为何单纯依赖深度学习无法通往通用AI
  • 提出必须引入逻辑推理以构建鲁棒可靠的AI
  • 客观平衡了媒体舆论对主流AI成果的过度炒作

“两位人工智能领域的领军人物对当前的技术现状进行了引人入胜的剖析,并指出了实现真正强大健壮的人工智能所必须采取的步骤。”——摘自书封。

Hacker News 上怎么说

  • 加里·马库斯在他和厄尼·戴维斯合著的新书里表达得比我好得多:https://www.amazon.com/Rebooting-AI-Building-Artificial-Inte... 我真的很反感这种只认深度学习、把其他一切技术都拒之门外的专一偏执。

    Gary Marcus has articulated it much better than I could in his new book with Ernie Davis: https://www.amazon.com/Rebooting-AI-Building-Artificial-Inte... I really dislike the single minded focus on deep learning to the exclusion of everything else.

  • 我昨晚开始读《Rebooting AI》。我觉得马库斯和戴维斯(就书目前的内容而言)想要设计鲁棒的 AI(robust AI)是一个非常合理的思路。鲁棒的 AI 需要通用的现实世界智能,而这并不是 deep…

    I started reading Rebooting AI last night. I think that Marcus and Davis (so far in the book) take a reasonable approach by wanting to design robust AI. Robust AI requires general real world intelligence that is not provided by deep…

  • 我读了 GATO 的论文,也看到了媒体的狂欢。很显然,媒体根本不知道 GATO 实际上到底能做些什么。我强烈推荐马库斯和戴维斯写的《Rebooting AI》(http://rebooting.ai/)。他们条理分明地论证了为什么当前这种一窝蜂搞深度学习的路线在通往通用 AI 的路上走不了多远。在我的研究项目中,任务……

    I read the GATO paper. I also saw the press hype. It is clear that the press has no idea about what GATO seems to be able to actually do. I can highly recommend the book "Rebooting AI" by Marcus and Davis (http://rebooting.ai/). They lay out a clear case why the current emphasis on things like deep learning won't get very far toward more general AI. In my research project the task…

  • 要是真有什么办法能从极不可能的事件组合中算出逻辑蕴涵(entailments)就好了 :-) 但说正经的,加里·马库斯和厄尼·戴维斯在他们的新书《Rebooting AI》中给出了很有力的论据:逻辑必须在任何真正的 AI 中占有一席之地。

    If only there was some way to compute entailments from unlikely combination of events :-) But seriously, Gary Marcus and Ernie Davis make a good case in their new book Rebooting AI that logic has to play a role in any real AI.

  • 这看起来跟他最近和欧内斯特·戴维斯合著的书《Rebooting AI》挺像的。很值得一读(论文和书都写得很好)。有点跑题了,不过我从 1980 年代初就一直是一名 AI 从业者。我职业生涯的起点就是“符号”AI(symbolic AI),……

    This seems similar to the recent book Rebooting AI that he wrote with Ernest Davis. Good read (both paper and their book). A little off topic, but I have been an AI practitioner since the early 1980s. The beginning of my career was "symbolic" AI, the…

  • 我很喜欢你的评论,尽管我自己算是个深度学习(DL)脑残粉。我希望你能读读加里·马库斯和欧内斯特·戴维斯的书《Rebooting AI》——我觉得它会让你产生共鸣,而且它让我对所谓的“混合式 AI”(hybrid-AI)系统产生了极大的兴趣。

    I like your comments, even though I fall into the DL fanboy camp. I hope that you read Gary Marcus’s and Ernest Davis’ book “Rebooting AI” - I think it would resonate with you, and it made me get a lot more interested in so-call “hybrid-AI” systems.

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