[#Script #Coding] Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search

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Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search

By freeCodeCamp.org
Published: Dec 11, 2023


freeCodeCamp.org Learn how to use vector search and embeddings to easily combine your data with large language models like GPT-4. You will first learn the concepts and then create three projects.

?? Course developed by Beau Carnes.

???? Code: https://github.com/beaucarnes/vector-search-tutorial

???? Access MongoDB Atlas: https://cloud.mongodb.com/

????? MongoDB provided a grant to make this course possible.

?? Contents ??
?? (00:00) Introduction
?? (01:18) What are vector embeddings?
?? (02:39) What is vector search?
?? (03:40) MongoDB Atlas vector search
?? (04:30) Project 1: Semantic search for movie database
?? (32:55) Project 2: RAG with Atlas Vector Search, LangChain, OpenAI
?? (54:36) Project 3: Chatbot connected to your documentation

???? Thanks to our Champion and Sponsor supporters:
???? davthecoder
???? jedi-or-sith
???? ????
???? Agustín Kussrow
???? Nattira Maneerat
???? Heather Wcislo
???? Serhiy Kalinets
???? Justin Hual
???? Otis Morgan
???? Oscar Rahnama

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news


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