[HN Gopher] Technical Debt in Machine Learning Systems (2015) [pdf]
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       Technical Debt in Machine Learning Systems (2015) [pdf]
        
       Author : earino
       Score  : 35 points
       Date   : 2020-01-06 11:47 UTC (11 hours ago)
        
 (HTM) web link (papers.nips.cc)
 (TXT) w3m dump (papers.nips.cc)
        
       | joe_the_user wrote:
       | This seems like a very useful framework to consider ML systems
       | in.
       | 
       | The thing about an ML system as such is that such a system is
       | intended to turn big mounds of data into a
       | predictions/classification without a human having to directly
       | considered the multitude of questions otherwise addressed in
       | large scale software design. IE, a multitude of boundaries and
       | criteria are replaced by one criteria - "it works". The thing is
       | that this set of boundaries and criteria still exists even if
       | they individual setting the system considers the situation
       | solved. This manifests both as the world changing over time and
       | as other people not being perhaps as satisfied with the results
       | of the system as those who created it, this being just two
       | potential gotchas.
        
       | [deleted]
        
       | mistrial9 wrote:
       | YNews https://news.ycombinator.com/item?id=17341128
        
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       (page generated 2020-01-06 23:00 UTC)