RAG for Beginners (No Code): Make AI Answer From Your Files
Udemy certificate available 1 free on YouTube BeginnerIntermediateAdvanced
- Udemy
- Enroll on Udemy
- Lessons
- 8
- Planned length
- About 1 h 39 min
What you will be able to do
- Explain the problem RAG solves
- Draw the ingest, retrieve, generate pipeline
- Explain chunks and embeddings without maths
- Build a working RAG chatbot on a free local model
- Explain similarity search and top-k
- Ground answers in retrieved text and cite sources
Syllabus
RAG: Retrieval-Augmented Generation: RAG Concepts
- Why AI Can't See Your Files Explain the problem RAG solves
- RAG in One Picture Draw the ingest, retrieve, generate pipeline
- Chunks and Embeddings Explain chunks and embeddings without maths
- RAG Tutorial for Beginners: Free Python Chatbot Build a working RAG chatbot on a free local model
- Searching by Meaning Explain similarity search and top-k
- Writing the Answer Ground answers in retrieved text and cite sources
- RAG vs Fine-Tuning vs Long Context (and Cache-Augmented Generation) Choose the right approach for a use case
- Making RAG Good Diagnose the top five RAG failures
Lesson list from the ADITEJUS curriculum. Planned lengths are estimates per lesson; Udemy shows the final length.