Update index.rst (pytorch#1221)

* Update index.rst

* Update index.rst

* Add files via upload

Author: brianjo

_static/img/thumbnails/cropped/torchaudio-speech.png

@@ -116,6 +116,13 @@ Welcome to PyTorch Tutorials
    :image: _static/img/thumbnails/cropped/torchaudio-Tutorial.png
    :link: beginner/audio_preprocessing_tutorial.html
    :tags: Audio
+   
+.. customcarditem::
+   :header: Speech Command Recognition
+   :card_description: Learn how to correctly format an audio dataset and then train/test an audio classifier network on the dataset.
+   :image: _static/img/thumbnails/cropped/torchaudio-speech.png
+   :link: intermediate/speech_command_recognition_with_torchaudio.html
+   :tags: Audio
 
 .. Text
 
@@ -460,6 +467,7 @@ Additional Resources
    :caption: Audio
 
    beginner/audio_preprocessing_tutorial
+   intermediate/speech_command_recognition_with_torchaudio
 
 .. toctree::
    :maxdepth: 2