One interesting thing about the ARC competition is that it serves to highlight how people who use deep learning often have little idea of what deep learning actually does, and when they should be using it or not
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And the worst part is that people nowadays try the hammer first.
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I would be hammering if I had the time
End of conversation
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True, but VHS won.
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Are you implying that adding more layers and compute doesn't solve every problem?
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I agree...I will see papers where they achieved “State Of the Art” using DL on a dataset, but the results are only a tiny bit better. So it basically has roughly the same logic as random forest, but improved slightly through extensive parameter tuning.
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I think we'll quickly learn that an intentional creative framework/process will become mandatory anyway... Not only for elegance, but for explainability [an ounce of prevention [creative foresight] is worth a pound of litigious crisis mitigation].
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