Adversarial ML & AI Model Security
14 curated resources for this skill.
Coursera AI Security Fundamentals
Introductory course covering AI security basics and common vulnerabilities.
FedLearn Security & Adversarial AI Course
Advanced course on federated learning security and privacy-preserving ML.
HiddenLayer Adversarial ML Training
Specialized training on advanced adversarial ML techniques and defenses.
NVIDIA Deep Learning Institute - Adversarial ML
Free course on adversarial machine learning concepts and defense strategies.
OWASP Top 10 LLM, Updated 2025: Examples & Mitigation (Oligo Academy)
Vendor-backed guide to each OWASP Top 10 for LLM Applications with examples and mitigations.
Cloud Computing for Machine Learning
GCP playlist for secure MLOps and model protection
MLSecOps in Practice
Implementing MLSecOps for AI system security.
Splunk Adversarial ML Learning Resources
Comprehensive resources on adversarial machine learning and detection methods.
A Probably Private Mini-Course: Introduction to AI/ML Security
YouTube mini-course and GitHub repo introducing AI/ML security fundamentals: red teaming basics and adversarial ML.
Hack The Box: AI Data Attacks
Hands-on course covering adversarial attacks on AI data pipelines with practical lab exercises.
Hands-On AI Security and Red Teaming (YouTube)
Hands-on introduction to AI/ML security topics with a companion GitHub repository -- attacking local models and learning different vulnerability types.
OWASP LLM Prompt Injection Prevention Cheat Sheet
Comprehensive guide to defending against prompt injection attacks (OWASP #1 LLM risk).
Protect AI: MLSecOps Foundations Course
Free four-part MLSecOps curriculum (20 bite-sized modules) for AI users, developers, and security teams.
TryHackMe: AI/ML Security Threats Room
Free interactive room covering AI/ML security fundamentals including prompt injection, AI-driven phishing detection, and LLM vulnerabilities.