--- a
+++ b/README.md
@@ -0,0 +1,46 @@
+# UNET Segmentation on CT Scan Images
+
+Dataset - [Kaggle Dataset Link](https://www.kaggle.com/datasets/nikhilroxtomar/ct-heart-segmentation)
+
+### How to Train the Model
+
+```
+1. python3 -m pip install --user virtualenv (In Mac or Linux)
+   python -m pip install --user virtualenv (In Windows) 
+   
+   [Make sure Python3 is installed in your system]
+
+2. python3 -m venv env (In Mac or Linux)
+   python -m venv env (In Windows) 
+   
+3. source env/bin/activate  (In Mac or Linux)
+   .\env\Scripts\activate (In Windows) 
+
+4. pip3 install --upgrade pip (In Mac or Linux)
+   pip install --upgrade pip (In Windows)
+   
+4. pip3 install -r requirements.txt (In Mac or Linux)
+   pip install -r requirements.txt (In Windows)
+```
+
+> Formatter Used - black
+
+### Project Structure
+```
+.
+├── README.md
+├── dataloader
+│   └── data.py
+├── eval.py
+├── logs
+├── metrics.py
+├── models
+│   └── unet.py
+├── predict.py
+├── requirements.txt
+├── results
+├── saved_models
+└── train.py
+```
+
+Thank You!