CrewAI RAG Deep Dive [Basic & Advanced Examples]

🤖 Download the Source Code Here: https://github.com/bhancockio/crewai-rag-deep-dive Don't forget to Like and Subscribe if you're a fan of free source code 😉 📆 Need help with CrewAI? Join our FREE Skool Community: https://skool.com/ai-developer-accelerator/about 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! 📰 Stay updated with my latest projects and insights: LinkedIn: https://www.linkedin.com/in/brandon-hancock-ai/ Twitter: https://twitter.com/bhancock_ai Checkout my other AI Tutorials: Langchain Masterclass - https://youtu.be/yF9kGESAi3M CrewAI Tutorial: Complete Crash Course for Beginners - https://youtu.be/sPzc6hMg7So CrewAI Tutorial for Beginners: Learn How To Use Latest CrewAI Features - https://youtu.be/Jl6BuoXcZPE How To Connect Llama3 to CrewAI [Groq + Ollama] - https://youtu.be/02cdCd43Ccc Links called out in video: - Embedchain: https://embedchain.ai/ - Ollama: https://ollama.com/ - CrewAI Tools: https://github.com/crewAIInc/crewAI-tools 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