Covid Mortality Risk Prediction

🎯 Objectives

• Data Collection and Analysis from the Open Data Sus database

• Machine Learning Algorithm Evaluation and Development of Clinical Worsening Models

• Deployment of Mortality and Hospitalization Prediction Models

💻 Technologies Used

• Github
• Jupyter Notebook
• Python
• Pandas
• Scikit-Learn
• PyCaret
• SHAP
• Streamlit

🔨 How to run

# Clone the repository to your local machine
$ git clone https://github.com/WallaceHolanda/covid_mortality_risk_prediction.git

# Install the required packages
$ pip install -r requirements.txt

# Run the code
$ jupyter notebook

✒️ Paper

• Holanda, W. D.; Silva, L. C.; Sobrinho, A. A. C. C. Machine learning models for predicting hospitalization and mortality risks of COVID-19 patients. Expert Systems with Applications. Elsevier, 2024. Available at: http://dx.doi.org/10.1016/j.eswa.2023.122670.

📄 License

By Wallace Holanda - MIT License