Doc modernization (#3474)
* Change doc build to reST exclusively * Rewrite Intro doc in reST; create toctree * Update parameter and contribute * Convert tutorials to reST * Convert Python tutorials to reST * Convert CLI and Julia docs to reST * Enable markdown for R vignettes * Done migrating to reST * Add guzzle_sphinx_theme to requirements * Add breathe to requirements * Fix search bar * Add link to user forum
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############################
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XGBoost Command Line version
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############################
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See `XGBoost Command Line walkthrough <https://github.com/dmlc/xgboost/blob/master/demo/binary_classification/README.md>`_.
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