Advanced AI-Powered Heart Disease Risk Assessment
Powered by OnePersonAI Technologies
CardioAI Predictor is an AI-powered web application that helps assess the probability of heart disease risk based on patient medical data.
It uses machine learning models and interactive visualizations to provide insightful predictions, while ensuring data privacy and local processing.
⚠ Disclaimer:
This tool is for educational and informational purposes only.
It is NOT a substitute for professional medical advice, diagnosis, or treatment. Always consult a qualified healthcare provider for any medical concerns.
- 🧠 AI-Powered Predictions – Uses Random Forest ML model trained on clinical datasets.
- 📊 Risk Visualization Dashboard – Interactive charts for probability, risk distribution, and confidence level.
- 🔍 SHAP Explainability – Understand how each feature impacts predictions.
- 🛡 Privacy First – No data storage; all processing happens locally.
- 📈 Continuous Learning – Model adapts and improves over time.
- Frontend: Streamlit
- Backend: Python, scikit-learn
- Visualization: Matplotlib, Plotly
- Explainability: SHAP
- Model: Random Forest Classifier
- Clone the repository
git clone https://github.com/yourusername/cardioai-predictor.git cd cardioai-predictor
2. **Create and activate a virtual environment**
```bash
python -m venv venv
source venv/bin/activate # For Linux/Mac
venv\Scripts\activate # For Windows
```
3. **Install dependencies**
```bash
pip install -r requirements.txt
```
4. **Run the app**
```bash
streamlit run app.py
```
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## 📊 How It Works
1. **Input Patient Data** – Age, gender, chest pain type, vital signs, etc.
2. **AI Model Prediction** – Model calculates the probability of heart disease.
3. **Risk Dashboard** – Displays probability charts, distribution, and confidence.
4. **Explainability** – SHAP values help interpret feature contributions.
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## 📜 License
This project is licensed under the **MIT License**.
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## 📧 Contact
For technical support: **[support@onepersonai.com](mailto:support@onepersonai.com)**
For emergencies: **Call 911**
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### ✨ Developed by OnePersonAI Technologies
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**Advancing healthcare through artificial inte<img width="1920" height="1080" alt="Screenshot 2025-08-13 012224" src="https://github.com/user-attachments/assets/eb4ba3aa-5aba-4b62-8ae6-a7bb1352055b" />
lligence**
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