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The Importance of a Good World Model
Given any finite amount of data, you can't be 100% sure of what is the right world model that explains the data. In classical AI, not only there was no uncertainty, but it was all handcraft. We need to have a neural net that generates the theory that corresponds to the world model. Instead of coming up with explanation for an image, it comes up with a general theory that explains a lot of data. And the theory could be something that can be verbalized the same way that scientists come up with theories.