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https://issues.apache.org/jira/browse/FLINK-1993?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14570972#comment-14570972
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ASF GitHub Bot commented on FLINK-1993:
---------------------------------------

Github user tillrohrmann commented on a diff in the pull request:

    https://github.com/apache/flink/pull/760#discussion_r31632765
  
    --- Diff: 
flink-staging/flink-ml/src/main/scala/org/apache/flink/ml/pipeline/Predictor.scala
 ---
    @@ -35,7 +35,7 @@ import org.apache.flink.ml.common.{FlinkMLTools, 
ParameterMap, WithParameters}
       *
       * @tparam Self Type of the implementing class
       */
    -trait Predictor[Self] extends Estimator[Self] with WithParameters with 
Serializable {
    +trait Predictor[Self] extends Estimator[Self] with WithParameters {
    --- End diff --
    
    The `Estimator` types should never be shipped to the TaskManager. Usually 
they contain some state in the form of other `DataSets` which aren't 
serializable anyways. However, the operations have to be `Serializable`, 
because they can contain values which are referenced by the Flink operations.


> Replace MultipleLinearRegression's custom SGD with optimization framework's 
> SGD
> -------------------------------------------------------------------------------
>
>                 Key: FLINK-1993
>                 URL: https://issues.apache.org/jira/browse/FLINK-1993
>             Project: Flink
>          Issue Type: Task
>          Components: Machine Learning Library
>            Reporter: Till Rohrmann
>            Assignee: Till Rohrmann
>            Priority: Minor
>              Labels: ML
>             Fix For: 0.9
>
>
> The current implementation of MultipleLinearRegression uses a custom SGD 
> implementation. Flink's optimization framework also contains a SGD optimizer 
> which should replace the custom implementation once the framework is merged.



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