Adversarial Attacks Courses and Certifications

Black Hat

Protecting the Protector - Hardening Machine Learning Defenses Against Adversarial Attacks

Strategies for enhancing machine learning model resilience against tampering, comparing cloud and client-based models, and exploring defense techniques for endpoint protection systems.

• YouTube
• 50 minutes
• On-Demand
• Conference Talk

USENIX

On Adaptive Attacks to Adversarial Example Defenses

Explore adaptive attacks on adversarial example defenses, examining challenges, whitebox attacks, and key observations to understand vulnerabilities in machine learning security.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Hack In The Box Security Conference

Adversarial Attacks on Autonomous Cars - The Missed Gap

Explore adversarial attacks on autonomous vehicles, examining the gap between academia and industry, and discussing potential vulnerabilities in AI-driven transportation systems.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

Defending Against Adversarial Model Attacks Using Kubeflow

Explore building robust AI pipelines against adversarial attacks using Kubeflow and LFAI Adversarial Robustness Toolbox. Learn to test ML model robustness in production with Kubeflow Serving and KNative eventing.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Multi-granular Adversarial Attacks Against Black-box Neural Ranking Models - Lecture 1

Explore multi-granular adversarial attacks on black-box neural ranking models in information retrieval, examining vulnerabilities and potential defense strategies.

• YouTube
• 12 minutes
• On-Demand
• Free Video

VinAI

Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms

Explore adversarial attacks on multivariate forecasting models and learn effective defense strategies, including randomized smoothing and adversarial training, to enhance robustness in time-series predictions.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

USENIX

Securing AI at Scale - Practical Defenses against Prompt Injection, Adversarial Attacks, and Model Poisoning

Discover practical AI security defenses including prompt injection prevention, adversarial attack mitigation, and model poisoning protection for scalable systems.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Microcredential

AI for Cybersecurity

114 ratings at Coursera

Master AI-driven cybersecurity techniques to detect and mitigate threats, analyze malware, prevent fraud, and secure AI systems against adversarial attacks. Gain practical skills for emerging digital security challenges.

• Coursera
• 12 weeks, 5 hours a week
• On-Demand
• Paid Course
• 3 courses

Securing AI and Advanced Topics

21 ratings at Coursera

Explore AI-based cybersecurity, from fraud detection to adversarial attacks. Gain hands-on experience with GANs, reinforcement learning, and model optimization to address real-world security challenges.

• Coursera
• 15 hours 31 minutes
• On-Demand
• Paid Course

Agentic AI - Risk and Cybersecurity Masterclass 2026

699 ratings at Udemy

Learn the Cyber security risks around AI Agents and Agentic AI and how to mitigate them

• Udemy
• 3 hours 55 minutes
• On-Demand
• Paid Course

Microcredential

Cyber Security: Essentials for AI

28 ratings at Coursera

Master AI-driven cyber defense, secure AI systems from threats, and implement robust data protection frameworks in this comprehensive specialization from Macquarie University.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses

Microcredential

Cyber Security: DevOps

20 ratings at Coursera

Master cryptographic principles, DevSecOps practices, and AI security to design and protect next-generation systems through hands-on learning from Australia's top cyber security school.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses

Defending Against Gen AI-Based Hacking (GenAI Cybersecurity)

55 ratings at Udemy

How to defend against malware, phishing, deepfakes, and other hacking/intrusion attempts that use generative content.

• Udemy
• 8 hours 10 minutes
• On-Demand
• Paid Course

Edureka Microcredential

AI Security

Master the design, deployment, and security of generative AI systems through hands-on practice with LLM vulnerabilities, adversarial attacks, and defensive strategies for responsible AI.

• Coursera
• 8 weeks, 5 hours a week
• On-Demand
• Paid Course
• 3 courses

Edureka

Generative AI and LLM Security

Master advanced security strategies for Generative AI and LLMs, covering threat detection, lifecycle protection, ethics compliance, and emerging vulnerabilities in multimodal systems.

• Coursera
• 13 hours 25 minutes
• On-Demand
• Paid Course