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Machine Learning Systems That Emulate Humans Through Imitation Learning Through Supervised Learning
There has been a lot of advances in machine learning systems, both in robotics and in other areas like vision and language. But I think that ultimately we really need machine learning systems that do a good job of going beyond the best that people can do. And that's really the promise of reinforcement learning.