参考情報
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Last updated
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コースとラボ
AI Security Fundamentals
Learn the basic concepts of AI security, including security controls and testing procedures.
Microsoft
Course
Beginner
Free
Red Teaming LLM Applications
Explore fundamental vulnerabilities in LLM applications with hands-on lab practice.
Giskard
Course + Lab
Beginner
Free
Exploring Adversarial Machine Learning
Designed for data scientists and security professionals to learn how to attack realistic ML systems.
NVIDIA
Course + Lab
Intermediate
Paid
OWASP LLM Vulnerabilities
Essentials of securing Large Language Models (LLMs), covering basic to advanced security practices.
Checkmarx
Interactive Lab
Beginner
Free with OWASP Membership
OWASP TOP 10 for LLM
Scenario-based LLM security vulnerabilities and their mitigation strategies.
Security Compass
Interactive Lab
Beginner
Free
Web LLM Attacks
Hands-on lab to practice exploiting LLM vulnerabilities.
Portswigger
Lab
Beginner
Free
Path: AI Red Teamer
Covers OWASP ML/LLM Top 10 and attacking ML-based systems.
HackTheBox Academy
Course + Lab
Beginner
Paid
Path: Artificial Intelligence and Machine Learning
Hands-on lab to practice AI/ML vulnerabilities exploitation.
HackTheBox Enterprise
Dedicated Lab
Beginner, Intermediate
Enterprise Plan
CTF 演習
AI Capture The Flag
A series of AI-themed challenges ranging from easy to hard, hosted by DEFCON AI Village.
Crucible / AIV
CTF
Beginner, Intermediate
Free
IEEE SaTML CTF 2024
A Capture-the-Flag competition focused on Large Language Models.
IEEE
CTF
Beginner, Intermediate
Free
Gandalf Prompt CTF
A gamified challenge focusing on prompt injection techniques.
Lakera
CTF
Beginner
Free
HackAPrompt
A prompt injection playground for participants of the HackAPrompt competition.
AiCrowd
CTF
Beginner
Free
Prompt Airlines
Manipulate AI chatbot via prompt injection to score a free airline ticket.
WiZ
CTF
Beginner
Free
AI CTF
AI/ML themed challenges to be solved over a 36-hour period.
PHDay
CTF
Beginner, Intermediate
Free
Prompt Injection Lab
An immersive lab focused on gamified AI prompt injection challenges.
ImmersiveLabs
CTF
Beginner
Free
Doublespeak
A text-based AI escape game designed to practice LLM vulnerabilities.
Forces Unseen
CTF
Beginner
Free
MyLLMBank
Prompt injection challenges against LLM chat agents that use ReAct to call tools.
WithSecure
CTF
Beginner
Free
MyLLMDoctor
Advanced challenge focusing on multi-chain prompt injection.
WithSecure
CTF
Intermediate
Free
Damn vulnerable LLM agent
Focuses on Thought/Action/Observation injection
WithSecure
CTF
Intermediate
Free
トーク
AI is just software, what could possible go wrong w/ Rob van der Veer
The talk explores the dual nature of AI as both a powerful tool and a potential security risk, emphasizing the importance of secure AI development and oversight.
OWASP Lisbon Global AppSec 2024
Conference
N/A
Free
Lessons Learned from Building & Defending LLM Applications
Andra Lezza and Javan Rasokat discuss lessons learned in AI security, focusing on vulnerabilities in LLM applications.
DEF CON 32
Conference
N/A
Free
Practical LLM Security: Takeaways From a Year in the Trenches
NVIDIA’s AI Red Team shares insights on securing LLM integrations, focusing on identifying risks, common attacks, and effective mitigation strategies.
Black Hat USA 2024
Conference
N/A
Free
Hacking generative AI with PyRIT
Rajasekar from Microsoft AI Red Team presents PyRIT, a tool for identifying vulnerabilities in generative AI systems, emphasizing the importance of safety and security.
Black Hat USA 2024
Walkthrough
N/A
Free