Re:The problem with metrics is a big problem for AI
by sanxiyn on Saturday October 19, 2019 @01:18PM
(#21299533)
The obvious answer is to learn the metrics itself too. OpenAI does interesting work in this area: "Deep reinforcement learning from human preferences", for example. https://arxiv.org/abs/1706.03741
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Re:The problem with metrics is a big problem for AI
by inimino on Saturday October 19, 2019 @05:20PM
(#21300848)
I'm not sure if this is obvious, if what it means in practice is a metric that may be the wrong metric, but which is visible, being replaced by a metric that is invisible. At least in the first case we can reason about the metric and why optimizing for it might go wrong.
Re:The problem with metrics is a big problem for AI
by AlexCoventry on Saturday October 19, 2019 @03:39PM
(#21300310)
That's basically what GANs do, too. The recent results are amazing. https://learning-to-paint.github.io