diff --git a/README.md b/README.md
index 4d763a4f4..e3d50729e 100644
--- a/README.md
+++ b/README.md
@@ -58,4 +58,5 @@ estimate of pi (waiting until the computation has finished if necessary).
 
 - [Hyperparameter Optimization](examples/hyperopt/README.md)
 - [Batch L-BFGS](examples/lbfgs/README.md)
-- [Train AlexNet](examples/alexnet/README.md)
+- [Learning to Play Pong](examples/rl_pong/README.md)
+- [Training AlexNet](examples/alexnet/README.md)