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Posted to dev@singa.apache.org by "wangwei (JIRA)" <ji...@apache.org> on 2018/06/04 03:44:00 UTC

[jira] [Created] (SINGA-373) Extend the Rafiki component for AIaaS

wangwei created SINGA-373:
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             Summary: Extend the Rafiki component for AIaaS
                 Key: SINGA-373
                 URL: https://issues.apache.org/jira/browse/SINGA-373
             Project: Singa
          Issue Type: Improvement
            Reporter: wangwei


We have the Rafiki component in the source code /python/rafiki to provide the inference of vision tasks.

It would be better to extend this component to provide AI as a service on top of Singa. The following features could be considered,
 # training service with model selection, automatic (distributed) hyper-parameter tuning, checkpoint management
 # inference service with ensemble modeling, latency and accuracy optimization.

Developers are encouraged to create tickets for the specific features.

 



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