COVID-19 FAQ RAG Chatbot

Overview

COVID-19 FAQ RAG Chatbot is an AI-powered chatbot designed to provide accurate and up-to-date answers to frequently asked questions about COVID-19. It leverages Retrieval-Augmented Generation (RAG) to fetch information from a knowledge base and generate human-like responses.

Features

• Conversational AI – Human-like responses to COVID-19-related queries
• Retrieval-Augmented Generation (RAG) – Similarity search for the most relevant answers
• Context Awareness – Remembers chat history and summarizes past discussions
• Vector Database Integration – Efficient knowledge retrieval using embeddings
• Text Summarization – Concise summaries of long-form content
• Backend Health Monitoring – Real-time status checks for API and database
• File Upload Support – Upload and process documents

Architecture

• Frontend: Streamlit multi-page application with chat interface, embedding management, summarization, database initialization, and health monitoring pages
• Backend: FastAPI REST API with versioned endpoints (/api/v1/) for chat, summarization, vector embeddings, database initialization, and health checks
• AI Model: GPT-4 for conversational tone, summarization, and embeddings
• Database: Qdrant vector database for similarity search and knowledge retrieval

Screenshots

Home

Chat

Embedding

Summarize

Database

Health

Backend Routes