On Chomsky and the Two Cultures of Statistical Learning

On Chomsky and the Two Cultures of Statistical Learning
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论乔姆斯基和统计学习的两种文化

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发表时间:
2017
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通讯作者:
Peter Norvig
Peter Norvig
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作者:
Peter Norvig

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在麻省理工学院150岁生日派对期间举行的大脑、思维和机器研讨会上,《技术评论》报道说,诺姆·乔姆斯基教授嘲笑机器学习领域的研究人员,他们使用纯粹的统计方法来产生模仿世界中某物的行为,但他们并没有试图理解这种行为的含义。本文讨论乔姆斯基所说的话,推测他可能的意思,并试图确定他所说的话的真实性和重要性。
At the Brains, Minds, and Machines symposium held during MIT’s 150th birthday party, Technology Review reports that Prof. Noam Chomsky derided researchers in machine learning who use purely statistical methods to produce behavior that mimics something in the world, but who don’t try to understand the meaning of that behavior. This essay discusses what Chomsky said, speculates on what he might have meant, and tries to determine the truth and importance of his claims.