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README.md

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+# Loan Approval Prediction System
+
+This project is a **Loan Approval Prediction System** developed as part of my **University Assignment for MLOps**. It consists of a backend API built with Flask and a frontend interface built with Streamlit.
+
+## Features
+- **Frontend**: A user-friendly interface to input loan application details and view predictions.
+- **Backend**: A Flask-based API that uses a pre-trained machine learning model to predict loan approval status.
+
+
+
+## How to Run
+1. Install dependencies:
+   ```bash
+   pip install -r requirements.txt
+2. Run the application:
+    ```bash
+    python app.py
+3. Access the frontend at `httpp://localhost:7860`
+
+## Docker Support
+Build and run the application using Docker:
+```bash
+docker build -t loan-approval .
+docker run -p 7860:7860 loan-approval
+```
+
+## Note
+This project is for educational purposes only and is part of my MLOps University Assignment.