michelderu/build-your-own-rag-chatbot
Workshop to build and deploy your own Chat Agent using Retrieval Augmented Generation with Astra DB
Leverages DataStax RAGStack to integrate Astra DB vector search with LangChain and OpenAI's LLMs, enabling semantic similarity retrieval that grounds chatbot responses in custom knowledge bases. Guides users through building a production-ready application with Streamlit, covering vector embedding, semantic search, and chat interface components. Provides hands-on progression from Colab notebooks demonstrating RAG concepts to full deployment using GitHub Codespaces and Streamlit Community Cloud.
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Feb 27, 2024
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