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Why are people who work in artificial intelligence coming up against many barriers ?

Techniques that have been used aren't powerful enough to do the type of learning that humans do. The people who do most of that learning are babies and young children.

How do children learn?

From small amounts of data, they can make very impressive generalizations. Studies show that they are often better than adults at coming up with unlikely ideas.

What are key characteristics of what babies and children are doing in solving problems?

MES:
M - Model building
E - Exploration
S - Social learning

What is curiosity-based reinforcement?

It is a developmental psychology concept that rewards one for making predictions that do not fit with what one already knows.

What is a key reason as to why children are such good models for artificial intelligence development ?

Children are the ones who are actually doing the most learning. A child's brain is going to be better at learning than an adult's brain.

What is the next step in how artificial intelligence advances?

Part of it may involve determining if it is best to develop systems that humans can't do well vs. what they can do well (i.e. processing enormous amounts of data vs. creativity/curiosity).

Is it fair to think that the principle of going back to young minds and how they work is where the leading edge of artificial intelligence is currently headed ?

Yes. The general idea of the way to go is to continue to develop these structured models surrounding the brain development of babies and young children.

Editor Academy

  • Phrase the questions in abstract, without focusing on the specific guest. Make it relevant for anyone not familiar with this podcast.

    For example, instead of asking "How did Jake learn to ride a bike," change that question to "How can I learn to ride a bike?" and give an answer from this episode, as if it was a statement, "To learn to ride a bike, you have to ... A-B-C...etc.".
  • Consider gender neutrality when possible. Instead of writing "He is extending his feelings onto his partner," write "they are extending their feelings..."
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