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

LLMs

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 👾 南宮千影 👾 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

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

About the course

14lessons
50hours
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Lessons

  1. Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search
  2. Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search
  3. Test Your Prompts with Every ChatBot (for Free)
  4. Test Your Prompts with Every ChatBot (for Free)
  5. Generative AI Full Course – Gemini Pro, OpenAI, Llama, Langchain, Pinecone, Vector Databases & More
  6. Generative AI Full Course – Gemini Pro, OpenAI, Llama, Langchain, Pinecone, Vector Databases & More
  7. Harvard CS50’s Artificial Intelligence with Python – Full University Course
  8. Harvard CS50’s Artificial Intelligence with Python – Full University Course
  9. Create a Large Language Model from Scratch with Python – Tutorial
  10. Create a Large Language Model from Scratch with Python – Tutorial
  11. host ALL your AI locally
  12. host ALL your AI locally
  13. Prompt Engineering Tutorial – Master ChatGPT and LLM Responses
  14. Prompt Engineering Tutorial – Master ChatGPT and LLM Responses