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Fundamentals of Retrieval Augmented Generation (RAG)

In this lab, you'll practice prompt engineering for a RAGs setup and when you are finished you will have a LLM that alters its generation based on data it receives.

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Labs

Path Info

Rating
(65 reviews)
Level
Clock icon Beginner
Duration
Clock icon 45m
Published
Clock icon Sep 27, 2024

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Table of Contents

  1. Challenge

    Getting Started in the Lab Environment

    Here are the initial instructions and explanation of the lab environment. Read this while your environment is busy creating itself from nothing. Yes, this violates physics; we know. How fun!

  2. Challenge

    System prompt engineering for RAGs

    You will be guided through creating a system prompt for a retrieval augmented generation LLM.

  3. Challenge

    Working with RAGs

    You will work through testing and understanding how a RAGs work with the end user

  4. Challenge

    The Last Challenge

    Welcome to the final challenge! This is your last chance to experiment in the environment. Clicking Finish Lab will end this little world that flittered into existence just for you.

What's a lab?

Hands-on Labs are real environments created by industry experts to help you learn. These environments help you gain knowledge and experience, practice without compromising your system, test without risk, destroy without fear, and let you learn from your mistakes. Hands-on Labs: practice your skills before delivering in the real world.

Provided environment for hands-on practice

We will provide the credentials and environment necessary for you to practice right within your browser.

Guided walkthrough

Follow along with the author’s guided walkthrough and build something new in your provided environment!

Did you know?

On average, you retain 75% more of your learning if you get time for practice.