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Posted to dev@flink.apache.org by "Weihua Jiang (JIRA)" <ji...@apache.org> on 2018/12/07 08:09:00 UTC

[jira] [Created] (FLINK-11095) Table based ML Pipeline

Weihua Jiang created FLINK-11095:
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             Summary: Table based ML Pipeline
                 Key: FLINK-11095
                 URL: https://issues.apache.org/jira/browse/FLINK-11095
             Project: Flink
          Issue Type: New Feature
          Components: Machine Learning Library, Table API &amp; SQL
            Reporter: Weihua Jiang


As Table API will be the unified high level API for both batch and streaming, it is desired to have a table API based ML Pipeline definition. 

This new table based ML Pipeline shall:
 # support unified batch/stream ML/AI functionalities (train/inference).  
 # seamless integrated with flink Table based ecosystem. 
 # provide a base for further flink based AI platform/tooling support.
 # provide a base for further flink ML SQL integration. 

The initial design is here [https://docs.google.com/document/d/1PLddLEMP_wn4xHwi6069f3vZL7LzkaP0MN9nAB63X90/edit?usp=sharing.]

And based on this design, I made some initial implementation/prototyping. I will share the code later.

This is the umbrella JIRA. I will create corresponding sub-jira for each sub-task. 



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