Red Teaming LLM Applications
Instructors: Matteo Dora, Luca Martial
- Beginner
- 1 Hour 19 Minutes
- 7 Video Lessons
- 5 Code Examples
- Instructors: Matteo Dora, Luca Martial
What you'll learn
Learn to identify and evaluate vulnerabilities in large language model (LLM) applications.
Apply red teaming techniques from cybersecurity to ensure the safety and reliability of your LLM application.
Use an open source library from Giskard to help automate LLM red-teaming methods.
About this course
Learn how to test and find vulnerabilities in your LLM applications to make them safer. In this course, you’ll attack various chatbot applications using prompt injections to see how the system reacts and understand security failures. LLM failures can lead to legal liability, reputational damage, and costly service disruptions. This course helps you mitigate these risks proactively. Learn industry-proven red teaming techniques to proactively test, attack, and improve the robustness of your LLM applications.
In this course:
- Explore the nuances of LLM performance evaluation, and understand the differences between benchmarking foundation models and testing LLM applications.
- Get an overview of fundamental LLM application vulnerabilities and how they affect real-world deployments.
- Gain hands-on experience with both manual and automated LLM red-teaming methods.
- See a full demonstration of red-teaming assessment, and apply the concepts and techniques covered throughout the course.
After completing this course, you will have a fundamental understanding of how to experiment with LLM vulnerability identification and evaluation on your own applications.
Who should join?
Red Teaming LLM Applications is a beginner-friendly course. Basic Python knowledge is recommended to get the most out of this course.
Course Outline
7 Lessons・5 Code ExamplesIntroduction
Video・4 mins
Overview of LLM Vulnerabilities
Video with code examples・18 mins
Red Teaming LLMs
Video with code examples・13 mins
Red Teaming at Scale
Video with code examples・17 mins
Red Teaming LLMs with LLMs
Video with code examples・10 mins
A Full Red Teaming Assessment
Video with code examples・15 mins
Conclusion
Video・1 min
Instructors
Red Teaming LLM Applications
- Beginner
- 1 Hour 19 Minutes
- 7 Video Lessons
- 5 Code Examples
- Instructors: Matteo Dora, Luca Martial
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