diff --git a/README.rst b/README.rst
index 5f23fa71aabd470b67c598ff949b6e8c63faa67a..4bbe3251d8ecfff71a405ff4ffd20eb2569691c9 100644
--- a/README.rst
+++ b/README.rst
@@ -6,12 +6,12 @@ Pure Python framework to train neural networks for high energy physics analysis.
 Examples
 --------
 
- - [Histogram](Histogram.ipynb)
- - [HistogramFactory](HistogramFactory.ipynb)
- - [ConfusionMatrix](ConfusionMatrix.ipynb)
- - [ROC](ROC.ipynb)
+ * `Histogram <Histogram.ipynb>`_
+ * `HistogramFactory <HistogramFactory.ipynb>`_
+ * `ConfusionMatrix <ConfusionMatrix.ipynb>`_
+ * `ROC <ROC.ipynb>`_
 
 
 Links
 -----
- - `Documentation <https://nnfwtbn.web.cern.ch/>`_
+ * `Documentation <https://nnfwtbn.web.cern.ch/>`_