diff --git a/setup_instructons/docker.md b/setup_instructons/docker.md
index 8661da2b..f77ecb1a 100644
--- a/setup_instructons/docker.md
+++ b/setup_instructons/docker.md
@@ -47,11 +47,6 @@ Search for and install the following extensions in VS Code
 
 [Install Git using the instructions here](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
 
-1. clone this repo
-    ```bash
-        git clone https://github.com/RoboJackets/software-training.git
-    ```
-
 ## 4. Create directory to mount container
 
 The docker container is essentially a self-contained instance of Ubuntu 22.04, with access to any files in the directory you mount it in. We do this so the container can see the repositories you clone locally, that way both local development and containerized testing can be done seamlessly. 
@@ -93,7 +88,7 @@ Our installation script will:
 1. Run the script
 
    ```bash
-   bash setup.sh
+   bash ./setup.sh
    ```
 
 
@@ -133,11 +128,20 @@ sudo apt update
 sudo apt upgrade
 ```
 
+If you have a Nvidia GPU you an install the following if you want any accelerations:
+```bash
+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
+```
+
 ## Software Training Support Library Download
 
-> **_NOTE_** bash script should have installed stsl and software training old, if you can not find the directory then install them manually/ move stsl into `/training_ws/src`
+> **_NOTE_** bash script should have installed stsl and software training old, if you can not find the directory then install them manually/ move stsl into `./training_ws/src`
 ```bash
-cd /training_ws/src
+cd ./training_ws/src
 ```
 ```bash
 git clone https://github.com/RoboJackets/stsl.git
@@ -146,7 +150,7 @@ git clone https://github.com/RoboJackets/stsl.git
 
 ## Install ROS Dependencies
 ```bash
-cd /training_ws
+cd ./training_ws
 rosdep update && rosdep install --from-paths src --ignore-src -r -y
 ```
 
@@ -154,7 +158,7 @@ rosdep update && rosdep install --from-paths src --ignore-src -r -y
 ## Colcon Build
 1. Navigate to training_ws
     ```bash
-    cd /training_ws
+    cd ./training_ws
     ```
 
 1. Run Colcon
@@ -162,14 +166,15 @@ rosdep update && rosdep install --from-paths src --ignore-src -r -y
     colcon build
     ```
 > **_NOTE_** if this is failing:
-> 1. check that `stsl` exists in the directory `/training_ws/src` 
+> 1. check that `stsl` exists in the directory `./training_ws/src`
+> 1. make sure you only have one version of stsl within your `rj_trianing_container`
 > 1. run `source `/opt/ros/humble/setup.bash`
 > 1. make sure the rosdep command ran sucessfully
 > 1. make sure you have enough RAM available
 
 1. source the result for future projects
     ```bash
-    source install/setup.bash
+    source ./install/setup.bash
     ```
 
 # You've set up your enviornemnt. Congratulations!