Philip Hyunsu Cho 3c72654e3b
Revert "Fix #3485, #3540: Don't use dropout for predicting test sets" (#3563)
* Revert "Fix #3485, #3540: Don't use dropout for predicting test sets (#3556)"

This reverts commit 44811f233071c5805d70c287abd22b155b732727.

* Document behavior of predict() for DART booster

* Add notice to parameter.rst
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The documentation of xgboost is generated with recommonmark and sphinx.

You can build it locally by typing "make html" in this folder.

Checkout https://recommonmark.readthedocs.org for guide on how to write markdown with extensions used in this doc, such as math formulas and table of content.