diff --git a/docs/api/python/ndarray/ndarray.md b/docs/api/python/ndarray/ndarray.md
index 9d3059f8b484..01a154405cf3 100644
--- a/docs/api/python/ndarray/ndarray.md
+++ b/docs/api/python/ndarray/ndarray.md
@@ -704,14 +704,12 @@ The `ndarray` package provides several classes:
 
 .. automodule:: mxnet.ndarray
     :members:
-    :noindex:
     :imported-members:
     :special-members:
     :exclude-members: CachedOp, NDArray
 
 .. automodule:: mxnet.random
     :members:
-    :noindex:
 
 ```
 
diff --git a/python/mxnet/ndarray/utils.py b/python/mxnet/ndarray/utils.py
index b366dfde672e..ff93d0be6d73 100644
--- a/python/mxnet/ndarray/utils.py
+++ b/python/mxnet/ndarray/utils.py
@@ -244,9 +244,9 @@ def save(fname, data):
     >>> mx.nd.save('my_list', [x,y])
     >>> mx.nd.save('my_dict', {'x':x, 'y':y})
     >>> mx.nd.load('my_list')
-    ``[<NDArray 2x3 @cpu(0)>, <NDArray 1x4 @cpu(0)>]``
+    [<NDArray 2x3 @cpu(0)>, <NDArray 1x4 @cpu(0)>]
     >>> mx.nd.load('my_dict')
-    ``{'y': <NDArray 1x4 @cpu(0)>, 'x': <NDArray 2x3 @cpu(0)>}``
+    {'y': <NDArray 1x4 @cpu(0)>, 'x': <NDArray 2x3 @cpu(0)>}
     """
     if isinstance(data, NDArray):
         data = [data]