diff --git a/README.md b/README.md
index 8ac98aaa4353be44856394a9c0f0b05ed8e72364..4347a9bb5b53e608c5d199ef7bf2651d48694e65 100644
--- a/README.md
+++ b/README.md
@@ -82,7 +82,7 @@ This folder contains all the data, jupyter notebook, scripts python used to impr
 
 
 ## Content Based and Hackathon
-1. ### ***hackathon_make_predictions.ipynb***
+1. #### ***hackathon_make_predictions.ipynb***
 
 Define a function make_hackathon_prediction that takes feature_method and regressor_method as input.
 
@@ -134,7 +134,6 @@ The system supports the following regression models for predicting user ratings:
  - 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. 
@@ -162,7 +161,7 @@ The `recommender.py` file stores the different recommendation systems used for t
 The `sitehtml` folder contains an automatically generated `.html` file for each movie, enhancing the user experience when using our web app.
 
 
-# Utils file and .streamlit folder
+# utils file and .streamlit folder
 The `.streamlit` folder and the `utils.py` file allow the configuration of the Streamlit application.