LLM Zoomcamp - a free online course about real-life applications of LLMs. In 10 weeks you will learn how to build an AI bot that can answer questions about your knowledge base.
Introduction
- build a simple Q&A system
- Video: https://www.youtube.com/watch?v=q-p36Ak6YI8
- Code: https://github.com/alexeygrigorev/llm-rag-workshop
Implement a search engine
- Video: https://www.youtube.com/watch?v=nMrGK5QgPVE
- Code: https://github.com/alexeygrigorev/build-your-own-search-engine
- LLMs and RAG
- Preparing the environment
- Retrieval and the basics of search
- OpenAI API
- Simple RAG with Open AI
- Simple RAG with Open-Source LLMs
- Embeddings
- Vector search
- Adding vectors to RAG
- Ingesting data with Mage
- Monitoring with ground-truth
- Metrics (RAGAs)
- Dashboarding with Grafana for visualization
- Monitoring chat
- Guardrails
- Best practices