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[Tune] Added XGBoost tutorial and template (#9060)
* Added XGBoost tutorial and template * XGBoost tutorial: Cut some clutter * Apply suggestions from code review Co-authored-by: Richard Liaw <rliaw@berkeley.edu> * Added XGboost logo * Fixed further references Co-authored-by: Kai Fricke <kai@anyscale.com> Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
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Richard Liaw
Kai Fricke
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@@ -25,6 +25,11 @@ Take a look at any of the below tutorials to get started with Tune.
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:figure: /images/tune.png
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:description: :doc:`A walkthrough to setup your first Tune experiment <tune-tutorial>`
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.. customgalleryitem::
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:tooltip: Tuning XGBoost parameters.
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:figure: /images/xgboost_logo.png
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:description: :doc:`A guide to tuning XGBoost parameters with Tune <tune-xgboost>`
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.. raw:: html
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</div>
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@@ -34,6 +39,7 @@ Take a look at any of the below tutorials to get started with Tune.
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tune-60-seconds.rst
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tune-tutorial.rst
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tune-xgboost.rst
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User Guides
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@@ -161,6 +167,7 @@ PyTorch Examples
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XGBoost Example
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~~~~~~~~~~~~~~~
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- :ref:`XGBoost tutorial <tune-xgboost>`: A guide to tuning XGBoost parameters with Tune.
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- `xgboost_example <https://github.com/ray-project/ray/blob/master/python/ray/tune/examples/xgboost_example.py>`__: Trains a basic XGBoost model with Tune with the function-based API and an XGBoost callback.
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