diff --git a/README.md b/README.md
index b9218b7..66a098b 100644
--- a/README.md
+++ b/README.md
@@ -3,11 +3,14 @@
**Tensorflow implementation of Stein Variational Gradient Descent (SVGD)**
+
![](/results/toy1.png) |
:-------------------------:|
![](/results/toy2.png) |
----
+
+
+--
Description: "SVGD is a general purpose variational inference algorithm that forms a natural counterpart of gradient descent for optimization. SVGD iteratively transports a set of particles to match with the target distribution, by applying a form of functional gradient descent that minimizes the KL divergence."