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LLM Zoomcamp 2024

This repository hosts my customized version of LLM Zoomcamp 2024 from DataTalks Club. In progress ...

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.

Syllabus

1. Introduction to LLM and RAG

  • Intro to LLMs and RAG
  • Preparing the environment
  • Retrieval and the basics of search
  • OpenAI & Google API's
  • Simple RAG with Gemini model
  • Elastic Search

Bonus: streamlit UI for RAG

streamlit run src/app.py

2. Open-source LLMs

  • Getting an environment with a GPU
  • Open-source models from HuggingFace Hub
  • Running LLMs on a CPU with Ollama

3. Vector Search

  • Introduction to Vector Search
  • Creating and indexing embeddings
  • Vector search with Elastic Search
  • Offline evaluation of retrieval

References