diff --git a/RLLib_training/README.md b/RLLib_training/README.md
index 21665a54eea1595b1679ebd587392cb1d5725eea..7b48f579c8da6323804841608057419c71a27ba6 100644
--- a/RLLib_training/README.md
+++ b/RLLib_training/README.md
@@ -2,6 +2,7 @@ This repository allows to run Rail Environment multi agent training with the RLL
 
 ## Installation:
 ```sh
+pip install gym
 pip install ray
 pip install gin-config
 ```
@@ -57,7 +58,7 @@ More documentation on how to use gin-config can be found on the github repositor
 ## Run an example:
 To start a training on a 20X20 map, with different numbers of agents initialized at each episode, on can run the train_experiment.py script:
 ```
-python baselines/RLLib_training/train_experiment.py
+python RLLib_training/train_experiment.py
 ```
 This will load the gin config file in the folder `experiment_configs/config_examples`.