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François Chollet: Keras and Measures of Intelligence
The Gradient: Perspectives on AI
Program Synthesis Can Learn Exact Reasoning Patterns From Very Few Data Points
Program synthesis has extreme generalization properties. You learn it from just a handful of examples. The process for learning it is not costly at all. Once you've found it, running this program is actually extraordinarily cheap. Meanwhile, trying to do the same problem by fitting a curve, it's very expensive.
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