diff --git a/Dockerfile b/Dockerfile
index 2be1708..1a97228 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -47,4 +47,15 @@ COPY install_packages.R /workspace/
 RUN Rscript install_packages.R
 
 
-CMD /usr/lib/rstudio-server/bin/rserver --server-daemonize=0
\ No newline at end of file
+# CMD /usr/lib/rstudio-server/bin/rserver --server-daemonize=0
+
+# Install supervisord
+RUN apt-get install -y supervisor
+
+# Copy supervisord configuration file
+COPY supervisord.conf /etc/supervisor/conf.d/supervisord.conf
+
+# Expose Jupyter Notebook port
+EXPOSE 8888
+
+CMD ["/usr/bin/supervisord"]
\ No newline at end of file
diff --git a/README.md b/README.md
index d1f21de..fca0e39 100644
--- a/README.md
+++ b/README.md
@@ -29,6 +29,7 @@ docker run --platform linux/amd64 -it --rm \
     -v $(pwd)/data:/workspace/data \
     -v $(pwd)/code:/workspace/code \
     -p 8787:8787 \
+    -p 8888:8888 \
     python-r-env
 ```
 ### Usage
@@ -41,15 +42,27 @@ docker run --platform linux/amd64 -it --rm \
 3. From the opened context menu select your container.
 4. You're in your `workspace` directory, the parent directory of `code/` and `data/`.
 
-#### RStudi Server for R
+#### RStudio Server for R
 
 - You can access RStudio Server at `http://localhost:8787`.
 - Login credentials are `rstudio` for both username and password (without quotes).
 - You're in your `workspace` directory, the parent directory of `code/` and `data/`.
 
+#### Jupyter Notebook
+- You can access Jupyter Notebook at `http://localhost:8888`. 
+- The access credentials are disabled in the `supervisord.conf` file. You can enable it by removing the `--NotebookApp.token=''` and `--NotebookApp.password=''` flag from the `supervisord.conf` file.
+
 ### Customization
 
 - **Adding Python Packages**: Update the `requirements.txt` file with the required packages.
 - **Adding R Packages**: Update the `install_packages.R` file with the required packages.
 
 
+# On Windows (UNTESTED)
+Delete the `--platform linux/amd64` flag from the `docker run` command.
+Delete the below from the `devcontainer.json` file:
+```sh
+"options": [
+            "--platform=linux/amd64"
+        ]
+```
\ No newline at end of file
diff --git a/install_packages.R b/install_packages.R
index 26bd8f8..10c2ecc 100644
--- a/install_packages.R
+++ b/install_packages.R
@@ -1,2 +1,2 @@
-install.packages("dplyr")
-install.packages("ggplot2")
+# commented out for speed in testing
+# install.packages("ggplot2")
diff --git a/requirements.txt b/requirements.txt
index f30f7b3..e990a8d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
 numpy
 pandas
 matplotlib
-
+jupyter
diff --git a/supervisord.conf b/supervisord.conf
new file mode 100644
index 0000000..49fd701
--- /dev/null
+++ b/supervisord.conf
@@ -0,0 +1,17 @@
+[supervisord]
+nodaemon=true
+
+[program:rstudio-server]
+command=/usr/lib/rstudio-server/bin/rserver --server-daemonize=0
+autostart=true
+autorestart=true
+stderr_logfile=/var/log/rstudio-server.err.log
+stdout_logfile=/var/log/rstudio-server.out.log
+
+[program:jupyter-notebook]
+command=jupyter notebook --allow-root --ip="*" --port=8888 --no-browser --NotebookApp.token='' --NotebookApp.password='' --notebook-dir=/workspace
+directory=/workspace
+autostart=true
+autorestart=true
+stderr_logfile=/var/log/jupyter.err.log
+stdout_logfile=/var/log/jupyter.out.log
\ No newline at end of file