diff --git a/docs/python_docs/python/api/gluon/index.rst b/docs/python_docs/python/api/gluon/index.rst
index abb9072bfbd9..c74500efe61e 100644
--- a/docs/python_docs/python/api/gluon/index.rst
+++ b/docs/python_docs/python/api/gluon/index.rst
@@ -96,6 +96,12 @@ Training
 
       Loss functions for training neural networks.
 
+   .. card::
+      :title: mxnet.metric
+      :link: metric/index.html
+
+      Metrics to evaluate the performance of a learned model.
+
    .. card::
       :title: gluon.Parameter
       :link: parameter.html
@@ -155,4 +161,4 @@ Utilities
    parameter
    parameter_dict
    trainer
-   */index
\ No newline at end of file
+   */index
diff --git a/docs/python_docs/python/api/index.rst b/docs/python_docs/python/api/index.rst
index 47363cf07c5c..7340eab84a78 100644
--- a/docs/python_docs/python/api/index.rst
+++ b/docs/python_docs/python/api/index.rst
@@ -73,12 +73,6 @@ Gluon related modules
 
       Scheduling the learning rate.
 
-   .. card::
-      :title: mxnet.metric
-      :link: metric/index.html
-
-      Metrics to evaluate the performance of a learned model.
-
    .. card::
       :title: mxnet.kvstore
       :link: kvstore/index.html
diff --git a/docs/python_docs/python/api/metric/index.rst b/docs/python_docs/python/api/metric/index.rst
deleted file mode 100644
index 4b24d1e703db..000000000000
--- a/docs/python_docs/python/api/metric/index.rst
+++ /dev/null
@@ -1,23 +0,0 @@
-.. Licensed to the Apache Software Foundation (ASF) under one
-   or more contributor license agreements.  See the NOTICE file
-   distributed with this work for additional information
-   regarding copyright ownership.  The ASF licenses this file
-   to you under the Apache License, Version 2.0 (the
-   "License"); you may not use this file except in compliance
-   with the License.  You may obtain a copy of the License at
-
-     http://www.apache.org/licenses/LICENSE-2.0
-
-   Unless required by applicable law or agreed to in writing,
-   software distributed under the License is distributed on an
-   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-   KIND, either express or implied.  See the License for the
-   specific language governing permissions and limitations
-   under the License.
-
-mxnet.metric
-============
-
-.. automodule:: mxnet.metric
-    :members:
-    :autosummary: