Beginner
Introduction to RAG
Learn how to build effective and modern Retrieval Augmented Generation (RAG) systems.
2h 22m
38 lessons
Last updated: March 2026

38 lessons
2h 22m of content
Certificate of completion
Community access
This course includes
38 lessons
2h 22m of content
Certificate of completion
Community access
Course Curriculum
10 modules • 38 lessons • 2h 22m total
1
Course Introduction
2 lessons • 4m
Course Introduction
4:14Course Tips
2
Introduction to RAG
5 lessons • 9m
What is RAG?
1:39RAG Components
1:39Why do we need RAG?
3:40RAG Common Use Cases
2:26Quiz: Introduction to RAG
3
Introduction to Flowise AI
3 lessons • 9m
Introduction to Flowise AI
4:10Create a Basic Chatflow
5:47Quiz: Introduction to Flowise AI
4
RAG Architecture
7 lessons • 19m
Introduction to RAG Architecture
2:40Chunking
3:04Embedding Model
1:36What is Semantic Search?
4:00Retriever
2:32Generator & RAG Enhancements
5:14Quiz: RAG Architecture
5
Build Your First RAG System
3 lessons • 13m
Important Flowise Cloud Update
Build a RAG System from Scratch
13:49Quiz: Build Your First RAG System
6
Build a RAG Chat Assistant
5 lessons • 29m
RAG Chat Assistant
1:40Build a Document Store
10:28Build a RAG Chat Assistant
8:46Query Expansion
8:46Quiz: Build a RAG Chat Assistant
7
Advanced RAG
4 lessons • 19m
Advanced RAG System
6:23Chain-of-Thought Prompting
5:16RAG + Tool Calling
7:59Quiz: Advanced RAG
8
Agentic RAG
4 lessons • 18m
What is Agentic RAG?
2:32What is Function Calling?
2:14Build an Agentic RAG System
14:11Quiz: Agentic RAG
9
Deploy a RAG App
4 lessons • 10m
Required Reading
Creating an Online Document Store
3:25Online RAG Application
6:56Quiz: Deploy a RAG App
10
Conclusions
1 lessons • 7m
Conclusions
7:49
38 lessons
2h 22m of content
Certificate of completion
Community access