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Posted to issues@spark.apache.org by "Ruben Janssen (JIRA)" <ji...@apache.org> on 2016/08/09 18:53:20 UTC
[jira] [Commented] (SPARK-10627) Regularization for artificial
neural networks
[ https://issues.apache.org/jira/browse/SPARK-10627?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15414040#comment-15414040 ]
Ruben Janssen commented on SPARK-10627:
---------------------------------------
[~avulanov] That's why I asked if it would be possible to split each type of regularization in its own subtask :)
Anyway, I already made the fix for L1 and L2 regularization, but I have having some legal issues with my company as I work with ANN.
Do you have any recommendations to start off with? I already submitted a PR for a 'starters' JIRA and am waiting for clarification on [SPARK-7445]. All other tasks related to ML seem to be bigger, which I would like to address after your comment.
Thanks!
> Regularization for artificial neural networks
> ---------------------------------------------
>
> Key: SPARK-10627
> URL: https://issues.apache.org/jira/browse/SPARK-10627
> Project: Spark
> Issue Type: Umbrella
> Components: ML
> Affects Versions: 1.5.0
> Reporter: Alexander Ulanov
> Priority: Minor
>
> Add regularization for artificial neural networks. Includes, but not limited to:
> 1)L1 and L2 regularization
> 2)Dropout http://jmlr.org/papers/volume15/srivastava14a/srivastava14a.pdf
> 3)Dropconnect http://machinelearning.wustl.edu/mlpapers/paper_files/icml2013_wan13.pdf
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