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https://issues.apache.org/jira/browse/SPARK-8651?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14608849#comment-14608849
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Joseph K. Bradley commented on SPARK-8651:
------------------------------------------

Also, you might want to try the Pipelines API LinearRegression with L1 
regularization (set using the elasticNetParam).  It uses a better optimization 
algorithm underneath.

> Lasso with SGD not Converging properly
> --------------------------------------
>
>                 Key: SPARK-8651
>                 URL: https://issues.apache.org/jira/browse/SPARK-8651
>             Project: Spark
>          Issue Type: Bug
>          Components: MLlib
>    Affects Versions: 1.4.0
>            Reporter: Albert Azout
>
> We are having issues getting Lasso with SGD to converge properly. The weights 
> outputted are extremely large values. We have tried multiple miniBatchRatios 
> and still see same issue. 



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