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| title: RAG MedMind | |
| emoji: 👁 | |
| colorFrom: pink | |
| colorTo: blue | |
| sdk: streamlit | |
| sdk_version: 1.33.0 | |
| app_file: medmind.py | |
| pinned: false | |
| license: mit | |
| # MedMind: AI-Powered Medical Chatbot | |
| MedMind is an advanced Retrieval Augmented Generation (RAG) chatbot designed to provide reliable and informative responses to your medical inquiries. | |
| ## Features | |
| * **Answers General Medical Questions:** Utilizes a curated medical knowledge base and advanced language models to answer a wide range of health-related questions. | |
| * **Summarizes Research Articles:** Retrieves and summarizes relevant research articles from PubMed, making complex scientific information more accessible. | |
| * **Offers Additional Insights:** Provides context and insights from its knowledge base to enhance understanding. | |
| * **Safe Web Searches:** Performs safe web searches using the Google Search API, ensuring the safety and relevance of the results. | |
| * **Hallucination Evaluation:** Employs a model to minimize the risk of generating fabricated information. | |
| ## Technology Stack | |
| * **Streamlit:** For building the user interface. | |
| * **LlamaIndex:** For indexing and querying data. | |
| * **Vectara:** As a vector database for storing and retrieving medical knowledge. | |
| * **TogetherLLM:** Large language model for generating responses and summaries. | |
| * **LangChain:** For building question-answering chains. | |
| * **Chroma:** For indexing and querying uploaded documents. | |
| * **Hugging Face Transformers:** For embeddings and hallucination evaluation. | |
| * **PubMed API:** For searching and retrieving research articles. | |
| * **Google Search API:** For performing safe web searches. | |
| ## Limitations | |
| * Not a substitute for professional medical advice. | |
| * Information is for general knowledge and educational purposes only. | |
| * Under development and may occasionally provide inaccurate or incomplete information. | |
| * Potential for hallucinations, especially for complex queries. | |
| ## Installation and Running | |
| 1. **Clone the repository:** `git clone https://github.com/your-username/MedMind.git` | |
| 2. **Install dependencies:** `pip install -r requirements.txt` | |
| 3. **Set up environment variables:** Refer to the `.env.example` file and create a `.env` file with your API keys. | |
| 4. **Run the Streamlit app:** `streamlit run medmind.py` | |
| ## Contributing | |
| Contributions are welcome! Please refer to the contributing guidelines. | |
| ## License | |
| This project is licensed under the MIT License. | |
| Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference | |