📚 Full course list: the complete, always-current set of free courses on this topic lives in All free courses: Retrieval and RAG. The entries below are organized by journey and level.
Retrieval-augmented generation: grounding a model in your data, vector search, chunking, reranking, and agentic retrieval. This is one of the repo's strongest subjects, spanning build-a-RAG-app work and RAG research.
Tags: Format 📖 Read / 🎥 Video / 🛠️ Notebook / 📝 Practice · Source ⭐ LevelUp Labs original / 🌐 External · year.
- RAG Roadmap (3-day) ⭐ 📖 (2024) 🟡 aging: a short path into retrieval-augmented generation.
LevelUp Labs originals:
- Agentic RAG 101 ⭐ 📖 (2024) 🟡 aging: retrieval combined with agentic control.
- Applied LLMs Mastery 2024, week 4: RAG ⭐ 📖 (2024) 🔴 archived.
Free external courses (full context on Build 201):
- LangChain and Vector Databases in Production 🌐 🎥 by Activeloop
- Building Applications with Vector Databases 🌐 🎥 by DeepLearning.AI
- LangChain: Chat with Your Data 🌐 🎥 by DeepLearning.AI
- Advanced RAG Orchestration series 🌐 🎥 by LlamaIndex
- Augment your LLM Using Retrieval Augmented Generation 🌐 📖 by Nvidia
- Knowledge Graphs for RAG 🌐 🎥 by DeepLearning.AI
- Vector Databases: from Embeddings to Applications 🌐 🎥 by DeepLearning.AI
- Understanding and Applying Text Embeddings 🌐 🎥 by DeepLearning.AI
- JavaScript RAG Web Apps with LlamaIndex 🌐 🎥 by DeepLearning.AI
- Preprocessing Unstructured Data for LLM Applications 🌐 🎥 by DeepLearning.AI
- Retrieval Augmented Generation for Production with LangChain and LlamaIndex 🌐 📖 by Activeloop
- Advanced Retrieval for AI with Chroma 🌐 🎥 by DeepLearning.AI
Hands-on notebooks:
- AWS Bedrock Workshop Tutorials 🌐 🛠️ by Amazon Web Services
- Langchain Tutorials 🌐 🛠️ by gkamradt
- LLM Applications for production 🌐 🛠️ by ray-project
- LLM Hub 🌐 🛠️ by mallahyari
- RAG Research Table ⭐ 📖 (2026): landmark and recent RAG papers with descriptions and tags.
- Agentic Search and Retrieval Table ⭐ 📖 (2026): agentic search and retrieval research (shared with Agents).
Related topics: Agents · Foundations · Evaluation. Journeys: Build · Understand. Back to the repository index.