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LLM-Zoomcamp

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

Pre-course workshops

Introduction

Implement a 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

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