diff --git a/torch_training/Getting_Started_Training.md b/torch_training/Getting_Started_Training.md
index c8a17f1d3a623e53c6a34be1a9719d9feafbfd1c..4d8fc8300a5cd545883fec39776a0b839b5ca441 100644
--- a/torch_training/Getting_Started_Training.md
+++ b/torch_training/Getting_Started_Training.md
@@ -19,4 +19,6 @@ The tree observation exploits the fact that a railway network is a graph and thu
 
 Here is a small example of a railway network with an agent in the top left corner. The tree observation is build by following the allowed transitions for that agent.
 
-![Small_Network](https://i.imgur.com/utqMx08.png)
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+![Small_Network](https://i.imgur.com/utqMx08.png)
+
+As we move along the 
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