Learning path

Retrieval Augmented Generation (RAG) Security

Skill Level
Fundamentals
Duration 1 hour 20 minutes
Updated Mar 3, 2025

About this learning path

RAG, or Retrieval-Augmented Generation, is an AI solution that has gained popularity due to its ability to combine generative AI with external data sources to provide more accurate and up-to-date responses. However, these new abilities don't come without risk. In this learning path, you will gain a fundamental understanding of RAG security. Through a series of videos, you will explore topics such as RAG security risks, vector database security risks, and the best practices that can be used to help remediate some of these risks. Finally, you will take a look at all of it put together in the hands-on Training Data Poisoning lab.

Your instructors

Prerequisites

  1. Basic understanding of AI terms and concepts
  2. Basic understanding of RAG

What you'll learn

  1. Security risks that come with the RAG Architecture
  2. Basics of Vector Databases
  3. Risks of Vector Databases
  4. How to secure RAG Architectures
  1. 1. Security Vulnerabilities
    1. Enroll in this learning path to view locked contentRAG Security Risks
      Video
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    2. Enroll in this learning path to view locked contentVector Database Security Risks
      Video
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  2. 2. Securing RAG
    1. Enroll in this learning path to view locked contentRAG Security Best Practices
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  3. 3. Hands-on Experience
    1. Enroll in this learning path to view locked contentTraining Data Poisoning Lab
      Lab
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  4. 4. Conclusion
    1. Enroll in this learning path to view locked contentQuiz
      Quiz
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    2. Enroll in this learning path to view locked contentLearning Path Complete
      Achievement Badge
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