diff --git a/README.md b/README.md
index 4e23205ac37cc6f8dc8fc1c912b5571c70c9086d..2e5a480c4e7bee3afc041530b5cf878c763aab0b 100644
--- a/README.md
+++ b/README.md
@@ -4,13 +4,15 @@ Thomas DESGREYS
 ### Training
 see [reinforce_cartpole.py](reinforce_cartpole.py)
 
-The model is trained and as save as "reinforce_cartpole_best.pth" and the evolutions of loss and score (aka reward)
+The model is trained and saved as [reinforce_cartpole_best.pth](reinforce_cartpole_best.pth) and the evolutions of loss and score (aka reward)
 through the episodes are shown below.
+
 ![cartpole loss](cartpole_loss.png)
 ![cartpole score](cartpole_score.png)
+
 These graphics point out the instability of this training algorithm.
 Although, with a bit of luck we end up with a model that reaches the max steps permitted by this gym environment
-(500 steps)
+(500 steps).
 
 
 ### Evaluation