sojiadeshina commented on a change in pull request #16392: [WIP] Improving 
Python Docs API
URL: https://github.com/apache/incubator-mxnet/pull/16392#discussion_r332821568
 
 

 ##########
 File path: docs/python_docs/python/api/gluon/model_zoo/index.rst
 ##########
 @@ -15,21 +15,20 @@
    specific language governing permissions and limitations
    under the License.
 
-model_zoo.vision
-=================
+gluon.model_zoo.vision
+======================
 
 .. automodule:: mxnet.gluon.model_zoo.vision
+   :noindex:
 
 Review comment:
   The difference is this.
   
   For model_zoo.vision, I wanted to keep the documentation organized by the 
different model architectures: resnet, vgg etcs. it would have been super 
cluttered if it was just done all automatically. There are a ton of pretrained 
models in the model zoo so it's worth it to have them organized by sections.
   
   The second approach in mxnet.gluon.loss automatically generates the 
documentation for all classes in the package and :autosummary: allows you to 
create a summary table at top automatically. Since there are not that many loss 
functions the autogenerated table summary is sufficient for this class.

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