README.md

metadata

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:

pip install -r requirements.txt

2. Run the api:

cd src/api
python -m uvicorn main:app --reload

3. Run the application:

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