diff --git a/doc/_templates/autosummary/class.rst b/doc/_templates/autosummary/class.rst
index a9c9bd2b6507f..79c2e37b0192f 100644
--- a/doc/_templates/autosummary/class.rst
+++ b/doc/_templates/autosummary/class.rst
@@ -1,33 +1,32 @@
-{% extends "!autosummary/class.rst" %}
+{{ fullname | escape | underline}}
 
-{% block methods %}
-{% if methods %}
+.. currentmodule:: {{ module }}
 
-..
-   HACK -- the point here is that we don't want this to appear in the output, but the autosummary should still generate the pages.
-   .. autosummary::
-      :toctree:
-      {% for item in all_methods %}
-      {%- if not item.startswith('_') or item in ['__call__'] %}
-      {{ name }}.{{ item }}
-      {%- endif -%}
-      {%- endfor %}
+.. autoclass:: {{ objname }}
 
-{% endif %}
-{% endblock %}
+   {% block methods %}
 
-{% block attributes %}
-{% if attributes %}
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: {{ _('Attributes') }}
 
-..
-   HACK -- the point here is that we don't want this to appear in the output, but the autosummary should still generate the pages.
    .. autosummary::
-      :toctree:
-      {% for item in all_attributes %}
-      {%- if not item.startswith('_') %}
-      {{ name }}.{{ item }}
-      {%- endif -%}
-      {%- endfor %}
+   {% for item in attributes %}
+      {% if item in members and not item.startswith('_') %}
+        ~{{ name }}.{{ item }}
+      {% endif %}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% if methods %}
+   .. rubric:: {{ _('Methods') }}
 
-{% endif %}
-{% endblock %}
+   .. autosummary::
+   {% for item in methods %}
+      {% if item in members and (not item.startswith('_') or item in ['__call__']) %}
+        ~{{ name }}.{{ item }}
+      {% endif %}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 7309dc82c970b..accbff596b12d 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -76,7 +76,6 @@
     # to ensure that include files (partial pages) aren't built, exclude them
     # https://github.com/sphinx-doc/sphinx/issues/1965#issuecomment-124732907
     "**/includes/**",
-    "**/api/pandas.Series.dt.rst",
 ]
 try:
     import nbconvert
@@ -130,6 +129,8 @@
 autodoc_typehints = "none"
 
 # numpydoc
+numpydoc_show_class_members = False
+numpydoc_show_inherited_class_members = False
 numpydoc_attributes_as_param_list = False
 
 # matplotlib plot directive
diff --git a/doc/source/reference/series.rst b/doc/source/reference/series.rst
index 41705620d4bc7..58351bab07b22 100644
--- a/doc/source/reference/series.rst
+++ b/doc/source/reference/series.rst
@@ -273,6 +273,19 @@ pandas provides dtype-specific methods under various accessors.
 These are separate namespaces within :class:`Series` that only apply
 to specific data types.
 
+.. autosummary::
+    :toctree: api/
+    :nosignatures:
+    :template: autosummary/accessor.rst
+
+    Series.str
+    Series.cat
+    Series.dt
+    Series.sparse
+    DataFrame.sparse
+    Index.str
+
+
 =========================== =================================
 Data Type                   Accessor
 =========================== =================================
@@ -458,22 +471,6 @@ strings and apply several methods to it. These can be accessed like
    Series.str.isdecimal
    Series.str.get_dummies
 
-..
-    The following is needed to ensure the generated pages are created with the
-    correct template (otherwise they would be created in the Series/Index class page)
-
-..
-    .. autosummary::
-       :toctree: api/
-       :template: autosummary/accessor.rst
-
-       Series.str
-       Series.cat
-       Series.dt
-       Series.sparse
-       DataFrame.sparse
-       Index.str
-
 .. _api.series.cat:
 
 Categorical accessor