diff --git a/conf.py b/conf.py
index cfc8b9530db..6f22c1a1749 100644
--- a/conf.py
+++ b/conf.py
@@ -78,6 +78,7 @@
                       'advanced_source', 'recipes_source', 'prototype_source'],
     'gallery_dirs': ['beginner', 'intermediate', 'advanced', 'recipes', 'prototype'],
     'filename_pattern': 'tutorial.py',
+    'ignore_pattern': r'(hyperparameter_tuning_tutorial|flask_rest_api_tutorial).py$',
     'backreferences_dir': None
 }
 
diff --git a/requirements.txt b/requirements.txt
index 400d08acba7..dd632f368a4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,7 @@
 # Refer to ./jenkins/build.sh for tutorial build instructions
 
 sphinx==5.0.0
-sphinx-gallery==0.3.1
+sphinx-gallery==0.11.1
 sphinx-panels
 docutils==0.16
 sphinx-copybutton