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

Posted on by Eric Brooks
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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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