diff --git a/README.md b/README.md
index d8e9851..ed9fde8 100644
--- a/README.md
+++ b/README.md
@@ -1,165 +1,20 @@
-# Otello Q-Learning
+# Reversi Deep Learning Implementation
 
-A Deep Learning implementation of the game Otello aka. reversi.
-This is a Jupyter implementation only because it was requested in such a format for a class in my master’s degree. Enjoy the read or ignore it.
+This repository hosts a project for the course "Deep Learning" as part of my studies in Applied AI at [FH-SWF](https://fh-swf.de). It showcases a Deep Learning model trained to play the classic game Reversi (Othello) implemented in a Jupyter Notebook.
 
-Please note that the notebook contains interactive decorators that can only be used when executed as a jupyter notebook. 
+## Installation
 
-## Dependencies
+1. Clone the repository: `git clone https://git.horstenkamp.eu/Philipp/reversi.git`
+2. Install dependencies: `pip install -r requirements.txt`
 
-The project was developed with the following dependencies:
+## Usage
 
-```
-aiofiles==22.1.0
-aiosqlite==0.18.0           
-anyio==3.6.2                
-argon2-cffi==21.3.0         
-argon2-cffi-bindings==21.2.0
-arrow==1.2.3
-asttokens==2.2.1
-attrs==22.2.0
-Babel==2.11.0
-backcall==0.2.0
-beautifulsoup4==4.11.2
-black==21.12b0
-blackcellmagic==0.0.3
-bleach==6.0.0
-certifi==2022.12.7
-cffi==1.15.1
-cfgv==3.3.1
-charset-normalizer==3.0.1
-click==8.1.3
-cloudpickle==2.2.1
-colorama==0.4.6
-comm==0.1.2
-contourpy==1.0.7
-cycler==0.11.0
-debugpy==1.6.6
-decorator==5.1.1
-defusedxml==0.7.1
-distlib==0.3.6
-exceptiongroup==1.1.0
-executing==1.2.0
-fastjsonschema==2.16.2
-filelock==3.9.0
-fonttools==4.38.0
-fqdn==1.5.1
-gitdb==4.0.10
-GitPython==3.1.31
-gym==0.26.2
-gym-notices==0.0.8
-identify==2.5.18
-idna==3.4
-iniconfig==2.0.0
-ipykernel==6.21.2
-ipython==8.10.0
-ipython-genutils==0.2.0
-ipywidgets==8.0.4
-isoduration==20.11.0
-isort==5.12.0
-jedi==0.18.2
-Jinja2==3.1.2
-joblib==1.2.0
-json5==0.9.11
-jsonpointer==2.3
-jsonschema==4.17.3
-jupyter==1.0.0
-jupyter-console==6.5.1
-jupyter-events==0.5.0
-jupyter-server-mathjax==0.2.6
-jupyter-ydoc==0.2.2
-jupyter_client==8.0.2
-jupyter_core==5.2.0
-jupyter_server==2.3.0
-jupyter_server_fileid==0.6.0
-jupyter_server_terminals==0.4.4
-jupyter_server_ydoc==0.6.1
-jupyterlab==3.6.1
-jupyterlab-git==0.41.0
-jupyterlab-pygments==0.2.2
-jupyterlab-widgets==3.0.5
-jupyterlab_server==2.19.0
-KDEpy==1.1.0
-kiwisolver==1.4.4
-line-profiler==4.0.2
-MarkupSafe==2.1.2
-matplotlib==3.7.0
-matplotlib-inline==0.1.6
-memory-profiler==0.61.0
-mistune==2.0.5
-mypy-extensions==1.0.0
-nbclassic==0.5.1
-nbclient==0.7.2
-nbconvert==7.2.9
-nbdime==3.1.1
-nbformat==5.7.3
-nest-asyncio==1.5.6
-nodeenv==1.7.0
-notebook==6.5.2
-notebook_shim==0.2.2
-numpy==1.24.2
-packaging==23.0
-pandas==1.5.3
-pandocfilters==1.5.0
-parso==0.8.3
-pathspec==0.11.0
-pexpect==4.8.0
-pickleshare==0.7.5
-Pillow==9.4.0
-platformdirs==3.0.0
-plotly==5.13.0
-pluggy==1.0.0
-pre-commit==3.0.4
-prometheus-client==0.16.0
-prompt-toolkit==3.0.36
-psutil==5.9.4
-ptyprocess==0.7.0
-pure-eval==0.2.2
-pycparser==2.21
-Pygments==2.14.0
-pyparsing==3.0.9
-pyrsistent==0.19.3
-pytest==7.2.1
-python-dateutil==2.8.2
-python-json-logger==2.0.6
-pytz==2022.7.1
-pywin32==305
-pywinpty==2.0.10
-PyYAML==6.0
-pyzmq==25.0.0
-qtconsole==5.4.0
-QtPy==2.3.0
-requests==2.28.2
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-scipy==1.10.0
-seaborn==0.12.2
-Send2Trash==1.8.0
-setuptools-scm==7.1.0
-six==1.16.0
-smmap==5.0.0
-sniffio==1.3.0
-soupsieve==2.4
-stack-data==0.6.2
-tenacity==8.2.1
-terminado==0.17.1
-tinycss2==1.2.1
-tomli==1.2.3
-torch==1.13.1
-torchaudio==0.13.1
-torchvision==0.14.1
-tornado==6.2
-tqdm==4.64.1
-traitlets==5.9.0
-typing_extensions==4.5.0
-uri-template==1.2.0
-urllib3==1.26.14
-virtualenv==20.19.0
-wcwidth==0.2.6
-webcolors==1.12
-webencodings==0.5.1
-websocket-client==1.5.1
-widgetsnbextension==4.0.5
-y-py==0.5.5
-ypy-websocket==0.8.2
-```
+Open the Jupyter Notebook to interact with the game and explore the model's strategy.
+
+## Contributing
+
+Feel free to explore the code and provide feedback.
+
+## Contact
+
+For any queries, reach out to [Philipp](https://github.com/Philipp).