GPT 2 Based Medical Dialogue System

Overview

The GPT-2 Based Medical Dialogue System is an innovative tool designed for enhancing the interaction between patients and medical professionals. By leveraging the capabilities of the GPT-2 language model, this system has been fine-tuned with a vast collection of over 30,000 doctor-patient conversations, making it adept at providing relevant and coherent responses in a medical context. With support for multi-turn dialogues, the system is tailored to foster ongoing discussions and assist users in navigating complex medical inquiries.

Whether accessed via a user-friendly command-line interface or a web-based service, this dialogue system stands out for its ability to understand nuances in medical dialogue. It's a significant step towards making medical information more accessible and interactive for users seeking professional opinions or guidance.

Features

• Specialized Training: Fine-tuned on over 30,000 authentic doctor-patient dialogues to ensure accurate and contextually relevant responses.
• Multi-turn Dialogue Support: Capable of handling extended conversations while retaining context, making interactions feel natural and fluid.
• Flexible Deployment Options: Available as an interactive command-line tool or a Flask-based web service for diverse use cases.
• Customizable Training Parameters: Allows adjustments to batch size, learning rate, and epochs for tailored training experiences.
• Robust Model Architecture: Utilizes the GPT2LMHeadModel with a sophisticated tokenizer for optimal dialogue management.
• Performance Metrics: Achieved high accuracy rates (92.3% on training set) and maintains low perplexity, indicating fluency and relevance in generated responses.
• User-friendly Interaction: Simple command-line interaction or browser-based use creates an accessible experience for various users.