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N8N Tutorial - Creating a RAG Agent in N8N for Beginners

AI Foundations via YouTube

Overview

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Learn to build a complete RAG (Retrieval-Augmented Generation) agent using n8n automation platform in this comprehensive 36-minute tutorial designed for beginners. Discover the benefits of RAG technology and see it in action before diving into hands-on implementation. Start by organizing your documents and creating a Pinecone vector database index, then move on to preprocessing documents within n8n. Set up Google Drive credentials to pull and download files directly into your n8n workflow. Configure the Pinecone index integration and add an embedding model to convert your documents into searchable vectors. Implement a data loader and text splitter to properly segment your content before loading everything into the vector database. Build the complete RAG agent workflow by adding Pinecone tools and connecting all components together. Test your finished RAG agent to ensure it can successfully retrieve relevant information and generate accurate responses based on your document collection. Access additional learning resources and community support to continue developing your AI agent skills beyond this foundational tutorial.

Syllabus

0:00 - Benefits of RAG
0:45 - RAG in Action
3:24 - Best Way to Learn AI Agents
4:19 - Organizing Your Documents
5:47 - Creating Pinecone Index
7:49 - Pre Processing Documents in n8n
9:43 - Google Drive Credentials N8N Setup
15:28 - Pulling Files from Drive
16:40 - Downloading Files to N8N
18:20 - Adding Pinecone Index
20:00 - Adding the Embedding Model
21:30 - Adding the Data Loader
22:38 - Adding Text Splitter
24:00 - Loading Documents to Vector Database
25:32 - Creating the RAG Agent Workflow
27:40 - Adding Pinecone Tools to Agent
30:55 - Testing the RAG Agent
34:28 - Our community to help you

Taught by

AI Foundations

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    Muhammad Adeel
    I have learnt a lot. Very Helpful Videos for beginner.
    N8N Tutorial - Creating a RAG Agent in N8N for Beginners

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