xuanhien304 / vietnamese-medical-chatbot-based

A simple Vietnamese Medical Chatbot Based

Vietnamese Medical Chatbot Based

Overview

The Vietnamese Medical Chatbot is a simple yet powerful chatbot designed to assist users with medical-related queries in the Vietnamese language. It leverages natural language processing (NLP) techniques, including Intent Classification, Information Retrieval, and ChatGPT, to respond intelligently to user inquiries. It is just a baic idea that you can develop and deploy the chatbot with other advanced techniques.

Features

• Intent Classification: The chatbot can understand the intent behind user messages, allowing it to provide relevant information or responses.

• Information Retrieval: It can retrieve medical information from a knowledge base to answer common medical questions.

• ChatGPT Integration: For more complex or open-ended questions, the chatbot can engage in a natural language conversation with users using ChatGPT.

Getting Started

Prerequisites

• Python 3.9+
• Java 8+
• VnCoreNLP

Installation

Create virtual environment with conda

conda create -n medbot python=3.9
conda activate medbot

Install dependencies:

pip install -r requirements.txt

Dataset

For Dataset, you can collect and label as json file similar to /data, for retrieving the answer, the database was created using Pyserini and sentence-transformers

API

Run app Flask

python app.py

The chatbot will be accessible at http://localhost:5000.

You can choose the mode as your desire.

Docker

Build and Run

docker build -t medbot:v1 .
docker run -it -p 5000:5000 medbot:v1