CrewAI RAG Deep Dive [Basic & Advanced Examples]
codewithbrandon codewithbrandon
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 Published On Jul 20, 2024

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In this tutorial, I guide you through mastering Retrieval Augmented Generation (RAG) with CrewAI. We’ll start with the basics and move to advanced applications, including setting up a crew for home inspection reports and diving deep into YouTube scraping with Firecrawl. This video is packed with real code examples, and all the source code is available for free!

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Checkout my other AI Tutorials:
Langchain Masterclass -    • LangChain Master Class For Beginners ...  
CrewAI Tutorial: Complete Crash Course for Beginners -    • CrewAI Tutorial: Complete Crash Cours...  
CrewAI Tutorial for Beginners: Learn How To Use Latest CrewAI Features -    • CrewAI Tutorial for Beginners: Learn ...  
How To Connect Llama3 to CrewAI [Groq + Ollama] -    • How To Connect Llama3 to CrewAI [Groq...  

Links called out in video:
Embedchain: https://embedchain.ai/
Ollama: https://ollama.com/
CrewAI Tools: https://github.com/crewAIInc/crewAI-t...

Timestamps:
00:00:00 Introduction
00:01:22 What is RAG? How does it work? Why is it important?
00:04:48 Real world examples
00:07:22 Code Overview
00:08:46 RAG Basic Example - Overview
00:11:39 RAG Basic Example - Code Walkthrough
00:15:55 RAG Basic Example - Run Crew
00:20:34 RAG Basic Example - Customize RAG Models & Embeddings
00:25:23 RAG Advanced Example - Overview
00:30:24 RAG Advanced Example - Code Walkthrough
00:32:08 Fetch Latest YouTube Videos for Channel - Build Custom Tool
00:38:40 Enable YouTube API in Google Cloud Platform
00:40:45 Scrape YouTube Videos - RAG
00:44:21 Initial RAG Retrieval From YouTube Videos
00:49:47 Follow-up RAG Retrieval
00:52:24 Fallback RAG Retrieval - Firecrawl
00:57:04 RAG Advanced Example - Run Crew
01:04:37 CrewAI - Replay (New Feature)
01:09:29 Outro

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