Andy Adinets a36c3ed4f4 Added SKLearn-like random forest Python API. (#4148)
* Added SKLearn-like random forest Python API.

- added XGBRFClassifier and XGBRFRegressor classes to SKL-like xgboost API
- also added n_gpus and gpu_id parameters to SKL classes
- added documentation describing how to use xgboost for random forests,
  as well as existing caveats
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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.