弗朗索瓦·肖莱 - 智能与泛化
分析
这篇文章总结了对弗朗索瓦·肖莱的播客采访，重点介绍了他对智能的看法，特别是他对泛化、抽象和信息对话比率的强调。文章突出了他对神经网络解决涉及推理和规划的“类型2”问题的能力的怀疑，以及他认为未来的AI将需要由神经网络引导的程序合成。这篇文章简要概述了肖莱的关键思想。
引用 / 来源
查看原文"Chollet believes that NNs can only model continuous problems, which have a smooth learnable manifold and that many "type 2" problems which involve reasoning and/or planning are not suitable for NNs. He thinks that the future of AI must include program synthesis to allow us to generalise broadly from a few examples, but the search could be guided by neural networks because the search space is interpolative to some extent."