diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..40af1f62
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,28 @@
+# Python Version 3.9
+FROM python:3.9
+
+LABEL version="0.1.0"
+
+LABEL description="An automated text-mining tool written in Python to measure \
+    the technical responsibility of students in computer science courses, being \
+    used to analyze students' markdown reflection documents and five questions \
+    survey based on Natural Language Processing in the Department of Computer \
+    Science at Allegheny College."
+
+LABEL maintainer="Bennett Westfall, Andre Hance, Thomas Antle, Bailey Mastrascia"
+
+COPY . /gatorminer
+
+WORKDIR /gatorminer
+
+RUN set -e && echo "Installing Pipenv..." \
+    && pip install pipenv \
+    && echo "Installing dependencies..." \
+    && pipenv install --dev --skip-lock \
+    && echo "Installing SpaCy models..." \
+    && pipenv run python -m spacy download en_core_web_sm \
+    && pipenv run python -m spacy download en_core_web_md
+
+CMD ["pipenv", "run", "streamlit", "run", "streamlit_web.py"]
+
+EXPOSE 8501
diff --git a/README.md b/README.md
index 894965a7..19557748 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,8 @@
 [![codecov](https://codecov.io/gh/Allegheny-Ethical-CS/GatorMiner/branch/master/graph/badge.svg)](https://codecov.io/gh/Allegheny-Ethical-CS/GatorMiner)
 [![Built with spaCy](https://img.shields.io/badge/built%20with-spaCy-09a3d5.svg)](https://spacy.io)
 [![Built with Streamlit](https://img.shields.io/badge/built%20with-Streamlit-09a3d5.svg)](https://www.streamlit.io/)
+[![Docker Build](https://github.com/BennyWestsyde/GatorMiner/actions/workflows/dockerbuild.yml/badge.svg)](https://github.com/BennyWestsyde/GatorMiner/actions/workflows/dockerbuild.yml)
+![Docker Image Version (latest by date)](https://img.shields.io/docker/v/bennywestsyde/gatorminer?label=Last%20Built%20and%20Pushed)
 
 An automated text-mining tool written in Python to measure the technical
 responsibility of students in computer science courses, being used to analyze
@@ -50,6 +52,20 @@ pipenv run python -m spacy download en_core_web_sm
 pipenv run python -m spacy download en_core_web_md
 ```
 
+Alternatively, run a Docker container with all necessary dependencies and Spacy models installed.
+
+Run the Docker container for Mac:
+
+```bash
+sh scripts/docker_run.sh
+```
+
+Run the Docker container for Windows:
+
+```bash
+sh scripts/docker_run.bat
+```
+
 ## Web Interface
 
 GatorMiner is mainly developed on its web interface with [Streamlit](https://www.streamlit.io)
diff --git a/docker_build.bat b/docker_build.bat
new file mode 100644
index 00000000..af175b8e
--- /dev/null
+++ b/docker_build.bat
@@ -0,0 +1,2 @@
+@echo [+] (Win_OS) Building Docker Container.
+docker build  -t gatorminer .
diff --git a/docker_build.sh b/docker_build.sh
new file mode 100644
index 00000000..71399d50
--- /dev/null
+++ b/docker_build.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+printf "\n[+] (Mac) Building Docker Container"
+docker build -t gatorminer .
diff --git a/docker_run.bat b/docker_run.bat
new file mode 100644
index 00000000..bc565322
--- /dev/null
+++ b/docker_run.bat
@@ -0,0 +1,2 @@
+@echo  [+] (Win_OS) Running Docker Container.
+docker container run --name devi -d -p 8501:8501 bennywestsyde/gatorminer && echo "\n\tYou can now view your Streamlit app in your browser.\n\n\tNetwork URL: http://localhost:8501 \n\tExternal URL: http://141.195.4.17:8501"
\ No newline at end of file
diff --git a/docker_run.sh b/docker_run.sh
new file mode 100644
index 00000000..d3aecb91
--- /dev/null
+++ b/docker_run.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+printf "\n[+] (Mac) Running Docker Container"
+docker container run --name devi -d -p 8501:8501 bennywestsyde/gatorminer && echo "\n\tYou can now view your Streamlit app in your browser.\n\n\tNetwork URL: http://localhost:8501 \n\tExternal URL: http://141.195.4.17:8501"
+
+# Run gatorminer container from the local image
+# docker run -it -d -p 8501:8501 gatorminer