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The LLM-based medical chatbot, powered by the Llama-2-7b-chat-hf model from Meta and implemented within the Langchain framework, offers personalized healthcare support.

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HealPal Chatmate


Description:

This repository hosts a medical chatbot project developed using the Llama-2-7b-chat-hf model by Meta and implemented using the Langchain framework. The chatbot utilizes state-of-the-art LLM model and natural language processing (NLP) techniques to provide personalized healthcare support, including symptom analysis, treatment recommendations, and general health guidance.


Features:

  • Advanced NLP Capabilities: The chatbot leverages cutting-edge technologies like Foundation models(LLMs) and NLP techniques for accurate understanding and response generation.
  • Tailored Medical Assistance: Users can receive personalized assistance, including symptom analysis and treatment recommendations.
  • Extensive Knowledge Base: The chatbot is equipped with a comprehensive knowledge base to provide reliable healthcare information.
  • Improved Healthcare Access: The project aims to enhance accessibility to healthcare information, promoting proactive health management.

Requirements:

  • Python 3.8 or above
  • HuggingFace
  • Langchain
  • Gradio
  • Dependencies specified in requirements.txt

Installation:

  1. Clone the repository:
git clone https://github.com/shishir-dwi/HealPal-Chatmate
  1. Install dependencies:
pip install -r requirements.txt
  1. Llama2 models require gated access to the model from hugging face.
Go to the hugging face > sign up > find model > fill form by Meta and then HF for the access > create a access token fro the model and store it in a file named "credentials.env"
  1. Run the application using Gradio

Usage:

  1. Start the chatbot application by running HealPal Prototype-I.ipynbfile.
  2. Interact with the chatbot by entering queries related to healthcare through Gradio interface.
  3. Receive personalized assistance, symptom analysis, treatment recommendations, and general health guidance.

Contribution:

Contributions to the project are welcome. Please feel free to submit pull requests or open issues for any suggestions, bug reports, or feature requests.


License:

This project is licensed under the MIT License.


Acknowledgements:

  • Meta for providing the Llama-2 model.

Contact:

For any inquiries or support, please contact shishir.spiral@gmail.com.


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The LLM-based medical chatbot, powered by the Llama-2-7b-chat-hf model from Meta and implemented within the Langchain framework, offers personalized healthcare support.

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