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LLM Zoomcamp - a free online course about building a Q&A system

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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.

We will cover topics like LLMs and RAG.

Start date: June 17

Give us a star to support the initiative!

Pre-requisites:

  • Comfortable with programming and Python
  • Comfortable with command line
  • Docker
  • No previous exposure to AI or ML is required

Syllabus

We encourage Learning in Public

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

LLM Zoomcamp 2024 Competition

In the competition, you need to use LLMs to solve high school mathematics problems. Your task is to develop models that can accurately solve these problems and submit your predictions.

For more details, visit the competition page.

Instructors

Asking questions

The best way to get support is to use DataTalks.Club's Slack. Join the #course-llm-zoomcamp.

To make discussions in Slack more organized:

Supporters and partners

Thanks to the course sponsors for making it possible to run this course

Do you want to support our course and our community? Please reach out to [email protected]

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LLM Zoomcamp - a free online course about building a Q&A system

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  • Jupyter Notebook 93.1%
  • Python 6.9%