diff --git a/README.md b/README.md
index 233cf416fcc7b34b5c5e6b847b7346caf9776f9a..7babb1bed013bb80c1ec0309c9ea25e850f4bc90 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,10 @@ Make sure you know the basics of Reinforcement Learning. In case of need, you ca
 
 We recommend to use Python virtual environnements to install the required modules : https://docs.python.org/3/library/venv.html
 
+First, install Pytorch : https://pytorch.org/get-started/locally.
+
+Then install the following modules :
+
 
 ```sh
 pip install gym==0.26.2
@@ -174,7 +178,7 @@ Use the documentation of [Stable-Baselines3](https://stable-baselines3.readthedo
 
 ### Full workflow with panda-gym
 
-Panda-gym is a collection of environments for robotic simulation and control. It provides a range of challenges for training robotic agents in a simulated environment. In this section, you will get familiar with one of the environments provided by panda-gym, the `PandaReachJointsDense-v2`. The objective is to learn how to reach any point in 3D space by directly controlling the robot's articulations.
+[Panda-gym](https://github.com/qgallouedec/panda-gym) is a collection of environments for robotic simulation and control. It provides a range of challenges for training robotic agents in a simulated environment. In this section, you will get familiar with one of the environments provided by panda-gym, the `PandaReachJointsDense-v2`. The objective is to learn how to reach any point in 3D space by directly controlling the robot's articulations.
 
 #### Installation