GitHub user zapletal-martin opened a pull request:

    https://github.com/apache/spark/pull/7337

    [SPARK-8484] [ML]. Added TrainValidationSplit for hyper-parameter tuning.

    - [X] Added TrainValidationSplit for hyper-parameter tuning. It randomly 
splits the input dataset into train and validation and use evaluation metric on 
the validation set to select the best model. It should be similar to 
CrossValidator, but simpler and less expensive.
    - [X] Simplified replacement of https://github.com/apache/spark/pull/6996

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/zapletal-martin/spark 
SPARK-8484-TrainValidationSplit

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/7337.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #7337
    
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commit 21662eb6cbf4304970bad5853509bb17df717134
Author: martinzapletal <[email protected]>
Date:   2015-07-09T01:17:53Z

    SPARK-8484. Added TrainValidationSplit for hyper-parameter tuning. It 
randomly splits the input dataset into train and validation and use evaluation 
metric on the validation set to select the best model.

commit 2aa6f43d988316ad90ae568a3556ee1ab1758a06
Author: martinzapletal <[email protected]>
Date:   2015-07-09T11:37:56Z

    SPARK-8484. Added TrainValidationSplit for hyper-parameter tuning. It 
randomly splits the input dataset into train and validation and use evaluation 
metric on the validation set to select the best model.

commit 3bc1853ef6a0c32075bc56bc7adfedfbe95d783c
Author: martinzapletal <[email protected]>
Date:   2015-07-09T12:07:47Z

    SPARK-8484. Styling.

commit 93ed2eed1edda53976187d70abf008bb32bf443c
Author: martinzapletal <[email protected]>
Date:   2015-07-09T13:47:22Z

    Styling.

commit d699506cebd07ce95d0f23de52a9e301ee08143b
Author: martinzapletal <[email protected]>
Date:   2015-07-10T02:01:21Z

    SPARK-8484. Styling.

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