Healthcare Chatbot & Disease Prediction System
A professional-grade medical consultation system consisting of a Core API Gateway and a Machine Learning Inference Service.
🏗️ System Architecture
- Core API (
core-api/): Built with FastAPI. Manages users, chat history, and coordinates with the ML service. (Port 8000)
- ML Service (
ml-service/): Transformer-based NLP and ML models (XGBoost, MLP) for symptom extraction and disease prediction. (Port 8081)
🚀 Quick Start (Windows)
The simplest way to start the entire system is using the master batch file:
- Run Everything: Double-click
start_all.bat at the root.
- This will automatically create virtual environments, install dependencies, and launch both services in separate windows.
🛠️ Individual Setup
Each component can also be managed independently:
Core API Gateway
- Folder:
core-api/
- Port: 8000
- Startup:
run_backend.bat
- Swagger: http://localhost:8000/swagger
ML Inference Service
- Folder:
ml-service/
- Port: 8081
- Startup:
run_api.bat
- Swagger: http://localhost:8081/swagger
🧪 Testing
- Core API Tests: Run
core-api/run_tests.bat
- ML Service Tests: Run
ml-service/run_testing.bat
⚠️ Disclaimer
This system is for informational and educational purposes only. It is NOT medical advice. Always consult a qualified healthcare professional.
