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AI Credit Intelligence Engine

Demo

Python Streamlit License Status Contributions Welcome PRs Welcome NSoC'26

Live Demo: https://credit-intelligence-ai.streamlit.app/


Overview

AI-powered credit risk assessment system that evaluates loan applications using financial indicators and machine learning models. The platform provides real-time predictions, risk scoring, and financial analysis through an interactive interface, enabling data-driven lending decisions.


Features

  • Loan eligibility prediction
  • Risk classification (Low / Medium / High)
  • EMI and financial analysis
  • AI-based decision engine with confidence score
  • Risk assessment insights
  • Interactive user interface

Tech Stack

  • Python
  • Streamlit
  • Scikit-learn
  • Pandas
  • NumPy

Installation

git clone https://github.com/your-username/ai-credit-intelligence-engine
cd ai-credit-intelligence-engine
pip install -r requirements.txt
streamlit run application.py

How It Works

  1. User inputs financial and personal details

  2. Data is processed and scaled

  3. Machine learning model predicts loan eligibility

  4. System generates:

    • Decision outcome
    • Confidence score
    • Risk level
    • Financial insights

Contributing

Contributions are welcome.

  1. Fork the repository
  2. Create a new branch
  3. Make changes
  4. Commit and push
  5. Open a Pull Request

Refer to docs/contribution.md for detailed guidelines.


License

MIT License


Author

Arnav Singh
Project Maintainer & NSoC'26 Project Admin

Machine Learning Enthusiast | Aspiring Data Scientist

About

A smart AI-driven platform for credit risk analysis, enabling accurate loan eligibility prediction and data-driven financial decision-making.

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