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Beware the evolving 'intelligent' web service! An integration architecture tactic to guard AI-first components
[article]
2020
arXiv
pre-print
Intelligent services provide the power of AI to developers via simple RESTful API endpoints, abstracting away many complexities of machine learning. However, most of these intelligent services-such as computer vision-continually learn with time. When the internals within the abstracted 'black box' become hidden and evolve, pitfalls emerge in the robustness of applications that depend on these evolving services. Without adapting the way developers plan and construct projects reliant on
arXiv:2005.13186v1
fatcat:ukoctizxs5d5dn3acrj5jmxyka