diff --git a/README.md b/README.md
index 60cbd59..beb21fd 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 
 Non-Metric Space Library (NMSLIB) 
 =================
-The latest **pre**-release is [1.6](https://github.com/searchivarius/nmslib/releases/tag/v1.6). Note that the manual is not updated to reflect 1.6 changes. In particular, we changed the build procedure for Windows. Also note that the manual targets primiarily developers who will extend the library. For most other folks, [Python binding docs should be sufficient](https://searchivarius.github.io/nmslib/).
+The latest **pre**-release is [1.6](https://github.com/searchivarius/nmslib/releases/tag/v1.6). Note that the manual is not updated to reflect 1.6 changes. In particular, we changed the build procedure for Windows. Also note that the manual targets primiarily developers who will extend the library. For most other folks, [Python binding docs should be sufficient](python_bindings).
 -----------------
 Non-Metric Space Library (NMSLIB) is an **efficient** cross-platform similarity search library and a toolkit for evaluation of similarity search methods. The core-library does **not** have any third-party dependencies.
 
diff --git a/python_bindings/README.md b/python_bindings/README.md
index 91651d4..b2cd762 100644
--- a/python_bindings/README.md
+++ b/python_bindings/README.md
@@ -23,6 +23,8 @@ information](https://github.com/pybind/python_example#installation).
 
 #### Example Usage
 
+Here is a simple example, but we also have [Python notebooks with more elaborate end-to-end examples, which include even computation of gold-standard data](notebooks) (for both sparse and dense space):
+
 ```python
 import nmslib
 import numpy
@@ -70,6 +72,7 @@ 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).