diff --git a/setup.sh b/setup.sh
index 70938d6..a84e188 100644
--- a/setup.sh
+++ b/setup.sh
@@ -12,4 +12,15 @@ echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.
 sudo apt update
 sudo apt install -y docker-ce docker-ce-cli containerd.io docker-compose-plugin
 docker
-sudo docker run hello-world
\ No newline at end of file
+sudo docker run hello-world
+
+# NVidia Container Toolkit
+
+curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg \
+  && curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | \
+    sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | \
+    sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
+sudo apt-get update
+sudo apt-get install -y nvidia-container-toolkit
+sudo nvidia-ctk runtime configure --runtime=docker
+sudo systemctl restart docker
\ No newline at end of file