diff --git a/README.md b/README.md
index a172c1dea665b5fa4144040acc3cc1fcaa136b5e..3a112fc94db0cbc036157b93ed75f442ecf54dfa 100644
--- a/README.md
+++ b/README.md
@@ -17,6 +17,8 @@ pip install scikit-surprise
 pip install collections
 pip install random
 pip install tabulate
+pip install streamlit 
+pip install requests
 ```
 
 
@@ -102,6 +104,26 @@ The project is organized into the following key components:
     - A reduced version of the small dataset for debugging purposes.
 
 
+### Web Page - Overview
+
+Our web page serves as the user interface for the Recommender System. It allows users to interact with the recommendation models & view recommended items. It was built in backend powered by Flask (Python) to handle requests and serve recommendations. 
+
+1. ***Features***
+- Home
+- Discovery
+- Search
+
+2. ***Access the Web Page***:
+    Open your web browser and go to `http://127.0.0.1:5000`.
+
+## References
+
+- [Surprise Documentation](https://surprise.readthedocs.io/en/stable/)
+- [Pandas Documentation](https://pandas.pydata.org/docs/getting_started/intro_tutorials/index.html)
+- [Numpy Documentation](https://numpy.org/doc/stable/user/quickstart.html)
+- [Course Materials](https://forge.uclouvain.be/cvandekerckh/mlsmm2156)
+- [Extra Reference 1](https://bit.ly/3qnwKXa)
+- [Extra Reference 2](https://bit.ly/4cBLxDM)
 
 
 ## Contact