diff --git a/mllib/src/main/scala/org/apache/spark/ml/package-info.java b/mllib/src/main/scala/org/apache/spark/ml/package-info.java
index 87f4223964ada..9a40f5dd69136 100644
--- a/mllib/src/main/scala/org/apache/spark/ml/package-info.java
+++ b/mllib/src/main/scala/org/apache/spark/ml/package-info.java
@@ -16,7 +16,7 @@
  */
 
 /**
- * Spark ML is a BETA component that adds a new set of machine learning APIs to let users quickly
+ * Spark ML is a component that adds a new set of machine learning APIs to let users quickly
  * assemble and configure practical machine learning pipelines.
  */
 @Experimental
diff --git a/mllib/src/main/scala/org/apache/spark/ml/package.scala b/mllib/src/main/scala/org/apache/spark/ml/package.scala
index c589d06d9f7e4..5cc328b4a9a13 100644
--- a/mllib/src/main/scala/org/apache/spark/ml/package.scala
+++ b/mllib/src/main/scala/org/apache/spark/ml/package.scala
@@ -18,7 +18,7 @@
 package org.apache.spark
 
 /**
- * Spark ML is a BETA component that adds a new set of machine learning APIs to let users quickly
+ * Spark ML is a component that adds a new set of machine learning APIs to let users quickly
  * assemble and configure practical machine learning pipelines.
  *
  * @groupname param Parameters
diff --git a/python/pyspark/ml/__init__.py b/python/pyspark/ml/__init__.py
index 25cfac02f383d..05f3be5f0d6e7 100644
--- a/python/pyspark/ml/__init__.py
+++ b/python/pyspark/ml/__init__.py
@@ -15,6 +15,10 @@
 # limitations under the License.
 #
 
+"""
+Spark ML is a component that adds a new set of machine learning APIs to let users quickly
+assemble and configure practical machine learning pipelines.
+"""
 from pyspark.ml.base import Estimator, Model, Transformer
 from pyspark.ml.pipeline import Pipeline, PipelineModel