diff --git a/docs/source/conf.py b/docs/source/conf.py
index 80c15e9b4d2..e26a50785f2 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -301,7 +301,15 @@ def run(self):
                         names = [name[0] for name in getmembers(module)]
 
                 # Filter out members w/o doc strings
-                names = [name for name in names if getattr(module, name).__doc__ is not None]
+                filtered_names = []
+                for name in names:
+                    try:
+                        if not name.startswith("_") and getattr(module, name).__doc__ is not None:
+                            filtered_names.append(name)
+                    except AttributeError:
+                        continue
+
+                names = filtered_names
 
                 if auto == "autolist":
                     # Get list of all classes and functions inside module
diff --git a/docs/source/utils.rst b/docs/source/utils.rst
index da8c2814ea6..887168436ea 100644
--- a/docs/source/utils.rst
+++ b/docs/source/utils.rst
@@ -7,6 +7,7 @@ Module with helper methods
 
 .. autosummary::
     :nosignatures:
+    :autolist:
 
 .. automodule:: ignite.utils
     :members: