diff --git a/doc/conf.py b/doc/conf.py
index 0b1af45f2..2c5a729a9 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -69,6 +69,7 @@
 
 
 autosectionlabel_prefix_document = True
+autosectionlabel_maxdepth = 2
 
 # The suffix of source filenames.
 source_suffix = ".rst"
diff --git a/doc/images/quickstart_1.png b/doc/images/quickstart_1.png
index 9c6a54bc2..10d371648 100644
Binary files a/doc/images/quickstart_1.png and b/doc/images/quickstart_1.png differ