diff --git a/README.md b/README.md
index c4c773e..d8dc8d1 100644
--- a/README.md
+++ b/README.md
@@ -4,14 +4,32 @@ Welcome to the Ollama Docker Compose Setup! This project simplifies the deployme
 
 ## Getting Started
 
-To get started with the Ollama Docker Compose Setup, follow the steps below:
-
 ### Prerequisites
 
 Make sure you have the following prerequisites installed on your machine:
 
-- [Docker](https://www.docker.com/)
-- [Docker Compose](https://docs.docker.com/compose/)
+- Docker
+- Docker Compose
+
+#### GPU Support (Optional)
+
+If you have a GPU and want to leverage its power within a Docker container, follow these steps to install the NVIDIA Container Toolkit:
+
+```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
+sudo apt-get install -y nvidia-container-toolkit
+
+# Configure NVIDIA Container Toolkit
+sudo nvidia-ctk runtime configure --runtime=docker
+sudo systemctl restart docker
+
+# Test GPU integration
+docker run --gpus all nvidia/cuda:11.5.2-base-ubuntu20.04 nvidia-smi
+```
 
 ### Configuration
 
@@ -27,7 +45,7 @@ Make sure you have the following prerequisites installed on your machine:
     cd ollama-docker
     ```
 
-### Usage
+## Usage
 
 Start Ollama and its dependencies using Docker Compose:
 
@@ -35,21 +53,21 @@ Start Ollama and its dependencies using Docker Compose:
 docker-compose up -d
 ```
 
-Visit [http://localhost:3000](http://localhost:3000) in your browser to access Ollama-webui
+Visit [http://localhost:3000](http://localhost:3000) in your browser to access Ollama-webui.
 
-There go to settings -> model and intall a model e.g **llama2**
+### Model Installation
 
-this can take a couple minutes, but after you can now user it just like chatgpt.
+Navigate to settings -> model and install a model (e.g., llama2). This may take a couple of minutes, but afterward, you can use it just like ChatGPT.
 
-you can also use langchain and ollama
-there is a third container called **app** that was created. inside is some examples. 
+### Explore Langchain and Ollama
 
-the container is a devcontainer as well so you can boot into it if you want to play with it.
+You can explore Langchain and Ollama within the project. A third container named **app** has been created for this purpose. Inside, you'll find some examples.
 
-in the run.sh is also the code to make a virtual env if you dont want to use docker for your dev env.
+### Devcontainer and Virtual Environment
 
+The **app** container serves as a devcontainer, allowing you to boot into it for experimentation. Additionally, the run.sh file contains code to set up a virtual environment if you prefer not to use Docker for your development environment.
 
-### Stop and Cleanup
+## Stop and Cleanup
 
 To stop the containers and remove the network:
 
@@ -63,10 +81,10 @@ We welcome contributions! If you'd like to contribute to the Ollama Docker Compo
 
 ## License
 
-This project is licensed under the [MIT License](LICENSE). Feel free to use, modify, and distribute it according to the terms of the license.
+This project is licensed under the [MIT License](LICENSE). Feel free to use, modify, and distribute it according to the terms of the license. Just give me a mention and some credit
 
 ## Contact
 
-If you have any questions or concerns, please contact us at [contact@ollama.com](mailto:contact@ollama.com).
+If you have any questions or concerns, please contact us at [vantlynxz@gmail.com](mailto:vantlynxz@gmail.com).
 
 Enjoy using Ollama with Docker Compose! 🐳🚀
\ No newline at end of file
diff --git a/docker-compose-ollama-gpu.yaml b/docker-compose-ollama-gpu.yaml
index f618f28..59b2715 100644
--- a/docker-compose-ollama-gpu.yaml
+++ b/docker-compose-ollama-gpu.yaml
@@ -11,7 +11,6 @@ services:
     image: ollama/ollama:latest
     ports:
       - 11434:11434
-    command: --gpus all
     deploy:
       resources:
         reservations: