diff --git a/doc/tutorials/index.rst b/doc/tutorials/index.rst
index 7693173e9a9f..5d090ce6566f 100644
--- a/doc/tutorials/index.rst
+++ b/doc/tutorials/index.rst
@@ -30,3 +30,4 @@ See `Awesome XGBoost <https://github.com/dmlc/xgboost/tree/master/demo>`_ for mo
   input_format
   param_tuning
   custom_metric_obj
+  privacy_preserving
\ No newline at end of file