
Rebooting AI: Building Artificial Intelligence We Can Trust

the mind is not one thing, but many.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
And both are missing the main thing we have been building toward throughout this chapter: common sense.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
Deep learning is brittle. As we saw in the opening chapter, deep learning can be perfect in one situation and utterly wrong in another.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
that’s not a point of view that comes at all naturally to a deep learning system. Deep learning is focused around categories, not around individuals.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
Truly intelligent and flexible systems are likely to be full of complexity,
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
linguists typically represent language with branching diagrams called trees
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
It’s missing what linguists call compositionality: a way of constructing the meaning of a complex sentence from the meaning of its parts.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
For real intelligence you also need reasoning, language, and analogy, none of which is nearly so well handled by current technology.
Ernest Davis • Rebooting AI: Building Artificial Intelligence We Can Trust
It is rare to see any research in developmental psychology from the last two decades cited in the machine-learning literature and even rarer to see anything about genetics or developmental neuroscience cited.