Step-by-step tutorial: https://zackproser.com/products/rag-pipeline-tutorial
Free walkthrough: https://zackproser.com/blog/langchain-pinecone-chat-with-my-blog
In this easy-to-follow tutorial for beginners, I show you how to build a Chatbot using Pinecone, LangChain, and OpenAI.
I ingest my entire blog full of MDX posts, chunk and convert them to embeddings using LangChain and OpenAI. Then I upsert them into my Pinecone vector database to build a knowledge base that our chatbot can use to answer questions.
I build everything using a Jupyter Notebook to make it extremely easy to follow along.