diff --git a/RLLib_training/README.md b/RLLib_training/README.md
index 63afbd4c35e0cd03683920d784048914f5b30c04..de772dbf0540f08ae0530b11ad0a727cd7f7833b 100644
--- a/RLLib_training/README.md
+++ b/RLLib_training/README.md
@@ -1,6 +1,6 @@
 This repository allows to run Rail Environment multi agent training with the RLLib Library.
 
-It should be clone inside the main flatland repository.
+It should be cloned inside the main flatland repository.
 
 ## Installation:
 ```sh
@@ -8,20 +8,20 @@ pip install ray
 pip install gin-config
 ```
 
-To start a grid search on some parameters, you can create a folder containing a config.gin file (see example in `grid_search_configs/n_agents_grid_search/config.gin`.
+To start a training with different parameters, you can create a folder containing a config.gin file (see example in `experiment_configs/config_example/config.gin`.
 
-Then, you can modify the config.gin file path at the end of the `grid_search_train.py` file.
+Then, you can modify the config.gin file path at the end of the `train_experiment.py` file.
 
 The results will be stored inside the folder, and the learning curves can be visualized in 
 tensorboard:
 
 ```
-tensorboard --logdir=/path/to/foler_containing_config_gin_file
+tensorboard --logdir=/path/to/folder_containing_config_gin_file
 ```
 
 ## Gin config files
 
-In each config.gin files, all the parameters, except `local_dir` of the `run_experiment` functions have to be specified.
+In each config.gin files, all the parameters of the `run_experiment` functions have to be specified.
 For example, to indicate the number of agents that have to be initialized at the beginning of each simulation, the following line should be added:
 
 ```
@@ -54,4 +54,4 @@ Note that `@TreeObsForRailEnv` references the class, while `@TreeObsForRailEnv()
 
 
 
-More documentation on how to use gin-config can be found on the library github repository: https://github.com/google/gin-config
+More documentation on how to use gin-config can be found on the github repository: https://github.com/google/gin-config