diff --git a/python_bindings/README.md b/python_bindings/README.md
index f8372f2..2016d10 100644
--- a/python_bindings/README.md
+++ b/python_bindings/README.md
@@ -45,6 +45,10 @@ ids, distances = index.knnQuery(data[0], k=10)
 neighbours = index.knnQueryBatch(data, k=10, num_threads=4)
 ```
 
+#### Additional documentation
+
+[Even more detailed documentation is also available](https://searchivarius.github.io/nmslib/) (thanks to Ben Frederickson).
+
 #### Installing with Extras
 
 To enable extra methods like those provided by FALCONN and LSHKIT you need to follow an extra couple steps.
@@ -72,6 +76,3 @@ cd python_bindings
 pip install -r requirements.txt
 python setup.py install
 ```
-#### Additional documentation
-
-[More detailed documentation is also available](https://searchivarius.github.io/nmslib/) (thanks to Ben Frederickson).