DiscoverSean Carroll's Mindscape: Science, Society, Philosophy, Culture, Arts, and Ideas68 | Melanie Mitchell on Artificial Intelligence and the Challenge of Common Sense
68 | Melanie Mitchell on Artificial Intelligence and the Challenge of Common Sense

68 | Melanie Mitchell on Artificial Intelligence and the Challenge of Common Sense

Update: 2019-10-1410
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Artificial intelligence is better than humans at playing chess or go, but still has trouble holding a conversation or driving a car. A simple way to think about the discrepancy is through the lens of “common sense” — there are features of the world, from the fact that tables are solid to the prediction that a tree won’t walk across the street, that humans take for granted but that machines have difficulty learning. Melanie Mitchell is a computer scientist and complexity researcher who has written a new book about the prospects of modern AI. We talk about deep learning and other AI strategies, why they currently fall short at equipping computers with a functional “folk physics” understanding of the world, and how we might move forward.


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Melanie Mitchell received her Ph.D. in computer science from the University of Michigan. She is currently a professor of computer science at Portland State University and an external professor at the Santa Fe Institute. Her research focuses on genetic algorithms, cellular automata, and analogical reasoning. She is the author of An Introduction to Genetic Algorithms, Complexity: A Guided Tour, and most recently Artificial Intelligence: A Guide for Thinking Humans. She originated the Santa Fe Institute’s Complexity Explorer project, on online learning resource for complex systems.


Comments (2)

Kristopher Stephens

I was reminded about an episode (or movie?) about Gilligan's island with the Harlem Globetrotters. The team had to beat robots at basketball and when they played as best the could, the boys were too good and dominated. in the 2nd half, they played like the globetrotters normally do (atypically) and beat the boys because they couldn't adapt to nontraditional playing.

Oct 28th
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68 | Melanie Mitchell on Artificial Intelligence and the Challenge of Common Sense

68 | Melanie Mitchell on Artificial Intelligence and the Challenge of Common Sense