diff --git a/doc/jvm/xgboost4j_spark_tutorial.rst b/doc/jvm/xgboost4j_spark_tutorial.rst
index 60c1dd601..33145ac23 100644
--- a/doc/jvm/xgboost4j_spark_tutorial.rst
+++ b/doc/jvm/xgboost4j_spark_tutorial.rst
@@ -124,7 +124,7 @@ labels. A DataFrame like this (containing vector-represented features and numeri
 .. note::
 
   There is no need to assemble feature columns from version 1.6.1+. Instead, users can specify an array of
-  feture column names by ``setFeaturesCol(value: Array[String])`` and XGBoost4j-Spark will do it.
+  feature column names by ``setFeaturesCol(value: Array[String])`` and XGBoost4j-Spark will do it.
 
 Dealing with missing values
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~