"If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis..." I'll never understand this false dichotomy. Not sure how an understanding of the world is built up if not by statistical analysis.
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It is so subtle I've never quite grasped it. 'Endowing machines with common sense and deep understanding' in the obvious way was tried for 50 years (it's the obvious thing to try first) and didn't work. What's different about your proposal now? (ps. I'll read the book...)
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Yes, please read the book. But also compare the argument you just made - “it’s already been tried, and failed” — to what might have been applied to deep learning in 2010.
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