Fix document for tree methods. (#6633)
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@ -195,7 +195,7 @@ Parameters for Tree Booster
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* ``grow_policy`` [default= ``depthwise``]
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- Controls a way new nodes are added to the tree.
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- Currently supported only if ``tree_method`` is set to ``hist``.
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- Currently supported only if ``tree_method`` is set to ``hist`` or ``gpu_hist``.
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- Choices: ``depthwise``, ``lossguide``
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- ``depthwise``: split at nodes closest to the root.
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@ -207,7 +207,7 @@ Parameters for Tree Booster
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* ``max_bin``, [default=256]
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- Only used if ``tree_method`` is set to ``hist``.
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- Only used if ``tree_method`` is set to ``hist`` or ``gpu_hist``.
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- Maximum number of discrete bins to bucket continuous features.
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- Increasing this number improves the optimality of splits at the cost of higher computation time.
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@ -1,8 +1,7 @@
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####################
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XGBoost Tree methods
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XGBoost Tree Methods
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####################
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For training boosted tree models, there are 2 parameters used for choosing algorithms,
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namely ``updater`` and ``tree_method``. XGBoost has 4 builtin tree methods, namely
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``exact``, ``approx``, ``hist`` and ``gpu_hist``. Along with these tree methods, there
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