{"id":26707210,"url":"https://github.com/machinelearningprodigy/covid-19-detection-system","last_synced_at":"2026-04-20T10:03:13.918Z","repository":{"id":252966699,"uuid":"842054887","full_name":"machinelearningprodigy/covid-19-detection-system","owner":"machinelearningprodigy","description":"It is a Flask-based web application that predicts the likelihood of COVID-19 infection based on user symptoms. 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The app utilizes a **K-Nearest Neighbors (KNN)** model trained on relevant medical features to assess COVID-19 risk.  \n\n## 🚀 Features  \n\n- **User-Friendly Web Interface** – Enter symptoms easily through a form.  \n- **Machine Learning Model** – Uses a **KNN classifier** to predict COVID-19 risk.  \n- **Instant Predictions** – Receive real-time results upon submission.  \n- **Flask Backend** – Lightweight and efficient backend for processing user input.  \n\n## 📊 How It Works  \n\n1. Select **symptoms** from the interactive form (e.g., Fever, Cough, Breathing Problems).  \n2. Click the **\"Predict\"** button to check the likelihood of COVID-19 infection.  \n3. View results:  \n   - 🟢 **Low Risk** (No COVID-19)  \n   - 🔴 **High Risk** (Possible COVID-19)  \n\n## 🛠 Installation \u0026 Usage  \n\nTo run this Flask app locally, follow these steps:  \n\n### 1️⃣ Clone the Repository  \n\n```bash\ngit clone https://github.com/machinelearningprodigy/covid-19-detection-system.git\ncd covid-19-detection-system\n```\n\n### 2️⃣ Install Dependencies  \n\nEnsure you have Python installed, then run:  \n\n```bash\npip install -r requirements.txt\n```\n\n### 3️⃣ Run the Flask App  \n\n```bash\npython app.py\n```\n\nThe app will be available at `http://127.0.0.1:5000/`.  \n\n## 🏗 Technologies Used  \n\n- **Python 3.x**  \n- **Flask** (for the web framework)  \n- **Scikit-learn** (for KNN model)  \n- **NumPy \u0026 Pandas** (for data processing)  \n- **HTML/CSS** (for frontend templates)  \n\n## 📦 Requirements  \n\nEnsure you have the following dependencies installed:  \n\n```txt\nFlask==2.2.2\nnumpy==1.23.3\npandas==1.5.0\nscikit-learn==1.1.2\n```\n\n## 🎯 Future Enhancements  \n\n- ✅ Improve model accuracy with additional data.  \n- ✅ Enhance UI with **Bootstrap/TailwindCSS**.  \n- ✅ Deploy the app on **Heroku/Render** for public access.  \n\n## 🤝 Contributing  \n\nWant to improve this project? Fork the repo, make changes, and submit a pull request!  \n\n## 📜 License  \n\nThis project is open-source and available under the **MIT License**.  \n\n---\n\n📧 **Need help?** Feel free to reach out or raise an issue in the repository! 🚀\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmachinelearningprodigy%2Fcovid-19-detection-system","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmachinelearningprodigy%2Fcovid-19-detection-system","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmachinelearningprodigy%2Fcovid-19-detection-system/lists"}