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eli_sennesh comments on Artificial Addition - Less Wrong
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On the other hand, architecture matters. The most successful neural network for a given task has connections designed for the structure of that task, so that it will learn much more quickly than a fully-connected or arbitrarily connected network.
The human brain appears to have a great deal of information and structure in its architecture right off the bat.
The human brain appears to engage in hierarchical learning, which is what allows it to leverage huge amounts of "general case" abstract knowledge in attacking novel specific problems put before it.