https://github.com/rohitpawar001/loan_approval_prediction
This project aims to predict loan approval using machine learning techniques deployed on aws.
https://github.com/rohitpawar001/loan_approval_prediction
aws docker finance machine-learning python
Last synced: 2 months ago
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This project aims to predict loan approval using machine learning techniques deployed on aws.
- Host: GitHub
- URL: https://github.com/rohitpawar001/loan_approval_prediction
- Owner: RohitPawar001
- License: apache-2.0
- Created: 2025-01-29T14:37:54.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-02-13T15:22:38.000Z (over 1 year ago)
- Last Synced: 2025-04-07T18:56:51.511Z (over 1 year ago)
- Topics: aws, docker, finance, machine-learning, python
- Language: Jupyter Notebook
- Homepage:
- Size: 5.65 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Loan Approval Prediction
## Overview
This project aims to predict loan approval using machine learning techniques. It provides a comprehensive solution for financial institutions to automate and streamline their loan approval process.
## Demo Video
# Loan Approval Prediction
This repository contains the code and resources for predicting loan approval status using machine learning models.
## Demo Video
[](https://github.com/RohitPawar001/datasets/raw/refs/heads/main/lone_approval_prediction.mp4)
## Features
- Data ingestion and preprocessing
- Machine learning model training and evaluation
- Web application for real-time predictions
- Containerized deployment using Docker
## Tech Stack
- Python
- Jupyter Notebook
- Flask
- Docker
## Project Structure
```
Lone_approval_prediction/
├── .github/workflows/
├── artifacts/data_ingestion/
├── config/
├── research/
├── src/lone_approval_prediction/
├── templates/
├── .gitignore
├── Dockerfile
├── LICENSE
├── README.md
├── app.py
├── main.py
├── params.yaml
├── requirements.txt
├── schema.yaml
├── setup.py
└── template.py
```
## Installation
1. Clone the repository:
```
git clone https://github.com/RohitPawar001/Lone_approval_prediction.git
```
2. Install dependencies:
```
pip install -r requirements.txt
```
## Usage
1. Run the main application:
```
python main.py
```
2. Access the web interface at `http://localhost:5000`
## Docker Deployment
1. Build the Docker image:
```
docker build -t loan-approval-prediction .
```
2. Run the container:
```
docker run -p 5000:5000 loan-approval-prediction
```
## Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
## License
This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
## Contact
Rohit Pawar - [GitHub Profile](https://github.com/RohitPawar001)
Project Link: [https://github.com/RohitPawar001/Lone_approval_prediction](https://github.com/RohitPawar001/Lone_approval_prediction)