---
title: AI Prediction Dashboard
emoji: 🎯
colorFrom: blue
colorTo: indigo
sdk: streamlit
sdk_version: 1.32.0
app_file: src/frontend/app.py
pinned: false
---

# AI Prediction Dashboard

A comprehensive AI-powered prediction dashboard that provides insights into:
- Loan Approval Predictions
- Employee Attrition Analysis
- Healthcare Risk Assessment (Diabetes and Liver Disease)

## Features
- Interactive prediction interfaces
- Detailed explanations and visualizations
- Real-time risk assessment
- Personalized recommendations

## How to Use
1. Select a prediction model from the dashboard
2. Input the required information
3. Get instant predictions with detailed analysis
4. View personalized recommendations

## Technical Details
- Built with Streamlit
- Powered by machine learning models
- Real-time API integration
- Interactive visualizations using Plotly

## Technologies

- Python
- Streamlit
- FastAPI
- Scikit-learn
- Pandas
- NumPy
- Plotly

## Setup

1. Install dependencies:
```bash
pip install -r requirements.txt
```
2. Run the api:
```bash
cd src/api
python -m uvicorn main:app --reload
```

3. Run the application:
```bash
cd src/frontend
streamlit run app.py
```

## Models

The system includes pre-trained models for:
- Loan approval prediction
- Employee attrition prediction
- Healthcare predictions (diabetes and liver disease)

## Contributors

- Team Syntax Squad