md-abdullah-al-maruf/Doctor-Specialist-Prediction-Bangla

Predicts the most relevant medical specialist based on Bangla health-related text. Built with machine learning, it provides accurate real-time predictions and will be improved with larger datasets in the future. # 🩺 Specialist Prediction Model This project is a **Bangla Specialist Prediction Model** powered by deep learning (TensorFlow/Keras). It predicts the most relevant **medical specialist category** based on a given Bangla health-related sentence. --- ## 🚀 Features - Accepts **Bangla health-related queries** as input - Predicts the most suitable **medical specialist** - Built with **TensorFlow / Keras** and fine-tuned ResNet model - Deployed via **Flask + Gunicorn** for production-ready API - Supports **real-time predictions** --- ## 🌟 Model Performance - **Accuracy:** 0.95070 (~95%) - Highly reliable predictions for common medical symptoms - Model will be improved further with **larger datasets** in the future --- ## 🌐 Live Demo 🔗 Link: Specialist Prediction Web App Example Input: shebapabo.com হাতের তালু ও পায়ের তালুর ত্বক মোটা হয়ে গেছে এবং গভীর ফাটল দেখা দিয়েছে। Example Output: { "input": "আমার হাতের তালু ও পায়ের তালুর ত্বক মোটা হয়ে গেছে এবং গভীর ফাটল দেখা দিয়েছে।", "predicted_specialist": "Skin" } --- ## 📖 How It Works 1. Input a **Bangla health sentence** 2. Text is **preprocessed** and tokenized 3. Model predicts the **most probable specialist** 4. Result is displayed instantly --- ## ⚙️ Tech Stack - **Python 3.10+** - **TensorFlow / Keras** - **scikit-learn** - **Flask** - **Gunicorn** - **HTML/CSS/JS** for frontend --- ## 🔮 Future Improvements - Expand training dataset for **more rare diseases** - Increase model **accuracy and reliability** - Improve **response speed** for real-time predictions - Add **multi-language support** --- ## 📜 License This project is licensed under the **MIT License**. --- ## 👨‍💻 Author Developed by **Md Abdullah Al Maruf** Email • GitHub • LinkedIn