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https://issues.apache.org/jira/browse/SPARK-10785?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15001719#comment-15001719
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Rachel Warren commented on SPARK-10785:
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Taking this over given that its very similar to a project I worked on earlier 
this year 

> Scale QuantileDiscretizer using distributed binning
> ---------------------------------------------------
>
>                 Key: SPARK-10785
>                 URL: https://issues.apache.org/jira/browse/SPARK-10785
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Joseph K. Bradley
>
> [SPARK-10064] improves binning in decision trees by distributing the 
> computation.  QuantileDiscretizer should do the same.



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