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Reinforcement Learning
In reinforcement learning, what you're doing is actively trying to get information. It isn't just that you're passively soaking up information. You can actively do things to and figure out what's going on in the world. That kind of intrinsically motivated learning is going to be a big part of what will solve the problems. And that's something where we can really learn a lot from children.