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

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

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.


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66 | Will Wilkinson on Partisan Polarization and the Urban/Rural Divide

66 | Will Wilkinson on Partisan Polarization and the Urban/Rural Divide

The idea of "red states" and "blue states" burst on the scene during the 2000 U.S. Presidential elections, and has a been a staple of political commentary ever since. But it's become increasingly clea...

30 Sep 20191h 52min

65 | Michael Mann on Why Our Climate Is Changing and How We Know

65 | Michael Mann on Why Our Climate Is Changing and How We Know

We had our fun last week, exploring how progress in renewable energy and electric vehicles may help us combat encroaching climate change. This week we're being a bit more hard-nosed, taking a look at ...

23 Sep 20191h 17min

64 | Ramez Naam on Renewable Energy and an Optimistic Future

64 | Ramez Naam on Renewable Energy and an Optimistic Future

The Earth is heating up, and it's our fault. But human beings are not always complete idiots (occasional contrary evidence notwithstanding), and sometimes we can even be downright clever. Dare we imag...

16 Sep 20191h 16min

63 | Solo -- Finding Gravity Within Quantum Mechanics

63 | Solo -- Finding Gravity Within Quantum Mechanics

I suspect most loyal Mindscape listeners have been exposed to the fact that I've written a new book, Something Deeply Hidden: Quantum Worlds and the Emergence of Spacetime. As I release this episode o...

9 Sep 20191h 50min

62 | Michele Gelfand on Tight and Loose Societies and People

62 | Michele Gelfand on Tight and Loose Societies and People

Physicists study systems that are sufficiently simple that it's possible to find deep unifying principles applicable to all situations. In psychology or sociology that's a lot harder. But as I say at ...

2 Sep 20191h 12min

61 | Quassim Cassam on Intellectual Vices and What to Do About Them

61 | Quassim Cassam on Intellectual Vices and What to Do About Them

All of us have been wrong about things from time to time. But sometimes it was a simple, forgivable mistake, while other times we really should have been correct. Properties that systematically preven...

26 Aug 20191h 10min

60 | Lynne Kelly on Memory Palaces, Ancient and Modern

60 | Lynne Kelly on Memory Palaces, Ancient and Modern

Memory takes different forms. Memories can be encoded in the strength of neural connections in our brains, but there's a sense in which photographs and written records are memories as well. What did p...

19 Aug 20191h 15min

59 | Adam Becker on the Curious History of Quantum Mechanics

59 | Adam Becker on the Curious History of Quantum Mechanics

There are many mysteries surrounding quantum mechanics. To me, the biggest mysteries are why physicists haven't yet agreed on a complete understanding of the theory, and even more why they mostly seem...

12 Aug 20191h 40min

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