diff --git a/README.md b/README.md
index 3283fca85a85410fd0134969028749ec58b5f8dd..63972a8bcb2fba2edbb88a401b200e33374d4c23 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@ Examples of scripts to train agents in the Flatland environment.
 
 It should be cloned inside the main flatland repository.
 
-The `torch_training` shows an example of how to train agents with a DQN implemented in pytorch.
+The `torch_training` folder shows an example of how to train agents with a DQN implemented in pytorch.
 
-The `RLLib_training` folder shows an example of how to train agents with the RLLib library available at: <https://github.com/ray-project/ray/tree/master/python/ray/rllib>
+The `RLLib_training` folder shows an example of how to train agents with  algorithm from implemented in the RLLib library available at: <https://github.com/ray-project/ray/tree/master/python/ray/rllib>