Complete Health Diagnostic Hub 🏥💡

Welcome to the Complete Health Diagnostic Hub 🏥, a machine-learning-based system designed to predict the likelihood of heart disease, kidney disease, liver disease, and diabetes using advanced classification algorithms. 🚀

🌟 Features

• ✅ Predicts Heart Disease, Kidney Disease, Liver Disease, and Diabetes.
• 🤖 Utilizes Logistic Regression, Decision Tree, KNN, Random Forest, and SVM models.
• 🔬 Data sourced from Kaggle for robust training.
• 📊 Feature selection and preprocessing for optimal accuracy.
• 🌐 Flask-based web application for user-friendly predictions.

🏠 Technologies Used

• Python 3.10 🐍
• Flask 🌍 (For web deployment)
• Pandas, NumPy 📊 (Data Processing)
• Matplotlib, Seaborn 📈 (Data Visualization)
• Scikit-learn 🤖 (Machine Learning)
• Joblib, Pickle 🔄 (Model Serialization)

🛠️ Setup & Installation

# Clone the repository
git clone https://github.com/JiteshShelke/Complete-Health-Diagnostic-Hub.git
cd Complete-Health-Diagnostic-Hub

# Create a virtual environment
python -m venv env
source env/bin/activate  # On Windows: env\Scripts\activate

# Install dependencies
pip install -r requirements.txt

🚀 How to Run

# Run the Flask app
python app.py

# Open in your browser
http://127.0.0.1:5000/

💂️ Project Web App Images

Here are some screenshots of the web application:

📂 Dataset Information

The project utilizes four medical datasets from Kaggle:

1. Heart Disease Dataset ❤️ - Download Here
2. Kidney Disease Dataset 🩸 - Download Here
3. Liver Disease Dataset 🏥 - Download Here
4. Diabetes Dataset 🧑‍⚕️ - Download Here

🎯 Methodology

1. Data Collection 💞 - Datasets sourced from Kaggle.
2. Data Preprocessing 🛠️ - Handling missing values, encoding, and scaling.
3. Feature Selection 🔍 - Key attributes selected based on medical relevance.
4. Model Training 🤖 - Various ML models trained and evaluated.
5. Evaluation Metrics 📊 - Accuracy, Precision, Recall, and F1-score.
6. Deployment 🌐 - Model integrated into a Flask web app.

🌍 API Endpoints

Method	Endpoint	Description
POST	/predict/heart	Predicts Heart Disease
POST	/predict/kidney	Predicts Kidney Disease
POST	/predict/liver	Predicts Liver Disease
POST	/predict/diabetes	Predicts Diabetes

🤝 Contributing

Pull requests are welcome! For significant changes, please open an issue first to discuss what you would like to change.

🐝 License

This project is licensed under the MIT License.

💎 Contact

For queries, reach out to Jitesh Shelke 👨‍💻 on GitHub: @JiteshShelke

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🌟 Empowering healthcare with AI! 🌟