diff --git a/docs/api_reference/themes/scikit-learn-modern/layout.html b/docs/api_reference/themes/scikit-learn-modern/layout.html
index 71dbd0ada7c..0dfb9bfe139 100644
--- a/docs/api_reference/themes/scikit-learn-modern/layout.html
+++ b/docs/api_reference/themes/scikit-learn-modern/layout.html
@@ -129,6 +129,7 @@
   </div>
 </div>
 {%- endblock %}
+<div id="readthedocs-embed-flyout"></div>
 <script src="{{ pathto('_static/js/vendor/bootstrap.min.js', 1) }}"></script>
 {% include "javascript.html" %}
 </body>