turchin comments on AlphaGo versus Lee Sedol - Less Wrong
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They may be used to create complex but boring part of the real AI like image recognition. DeepMind is no where near to NN, it combines several architectures. So NNs are like ToolAIs inside large AI system: they do a lot of work but on low level.