Re:Ask HN: Why AI and Data Science projects have a high risk...
by Skaven on Thursday October 15, 2020 @03:14PM
(#24792602)
Most methods easily find a local optimum, but it is very hard to tell if it is a global optimum.
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Re:Ask HN: Why AI and Data Science projects have a high risk...
by shoo on Thursday October 15, 2020 @05:08PM
(#24793959)
I disagree -- in industry, it doesn't directly matter if you can globally optimise some theoretical objective function or not, the objective function is always a crude approximation of what's really going on in reality, incorporating a bunch of assumptions, many of which won't be exactly true.
What matters is if you can produce performance at doing a thing that is sufficiently better than the status-quo performance of doing that thing. Things that be completely uninteresting and sub-optimal from a theoretical optimisation perspective and yet provide a lot of real world value and result in successful projects.