Adversarial Attacks Courses and Certifications

Introduction to Adversarial Attacks in Machine Learning - Lecture 1

Introduction to adversarial attacks on AI systems, covering real-world examples, attack methods, and defense strategies for various applications like face recognition and object detection.

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

CAE in Cybersecurity Community

Vulnerability of Machine Learning Algorithms to Adversarial Attacks for Cyber-Physical Power Systems

Explore vulnerabilities in machine learning algorithms for cyber-physical power systems and learn about potential adversarial attacks and their implications.

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

ACM SIGPLAN

One Pixel Adversarial Attacks via Sketched Programs

Explore a novel approach for one-pixel adversarial attacks using program synthesis, achieving state-of-the-art success rates with fewer queries and transferable programs for neural network classifiers.

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

VinAI

Towards Robustness Against Natural Language Adversarial Attacks

Explore natural language adversarial attacks and defense strategies, focusing on the ASCC method for generating perturbations and enhancing model robustness in NLP systems.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Adversarial and Poisoning Attacks Against Speech Systems - Where to Find Them

Explore vulnerabilities in machine learning systems, focusing on poisoning and adversarial attacks. Learn strategies, defense mechanisms, and implications for AI security.

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

RSA Conference

Defend Your AI - Mastering Detection and Prevention of Adversarial Attacks

Master detection and prevention of adversarial attacks on LLMs through two frameworks covering jailbreaking, prompt injection, bias manipulation, and PII leakage protection.

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

USENIX

Learning Adversarial Attacks on Adaptive Traffic Signal Control Systems Under Cooperative Perception

Explore adversarial attacks on adaptive traffic control systems using reinforcement learning to expose vulnerabilities in connected vehicle environments.

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

Data Science Conference

Adversarial Attacks in Deep Neural Networks - Understanding Vulnerabilities and Countermeasures

Explore the world of adversarial attacks in Machine Learning, understanding how malicious inputs can deceive Deep Neural Networks and the ongoing challenges in developing effective defenses.

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

Coursera

Secure Mobile AI Models Against Attacks

Discover how to protect AI models on mobile devices from adversarial attacks, theft, and privacy breaches through hands-on security implementation and monitoring techniques.

• Coursera
• 4 hours
• On-Demand
• Paid Course

Unlock proactive AI security by mastering adversarial training, input sanitization, and differential privacy to build resilient models from the ground up.

• Coursera
• 4 hours 52 minutes
• On-Demand
• Paid Course

Deep Learning - Adversarial Attacks and GANs - Lecture 4

Explore adversarial attacks and Generative Adversarial Networks (GANs) in deep learning. Learn from Stanford experts about these advanced techniques and their applications in AI.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

IEEE

HopSkipJumpAttack - A Query-Efficient Decision-Based Attack

Explore a query-efficient decision-based adversarial attack algorithm for generating adversarial examples, analyzing its theoretical foundations and performance against defense mechanisms.

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

Andreas Geiger

Attacking Optical Flow

Explores adversarial patch attacks on optical flow networks, revealing vulnerabilities in deep learning-based motion estimation crucial for autonomous driving safety.

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

Simons Institute

Lessons Learned from Evaluating the Robustness of Defenses to Adversarial Examples

Explore robustness of AI defenses against adversarial examples, evaluating threat models and defense strategies to improve security in deep learning systems.

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

Simons Institute

Provable Robustness Beyond Bound Propagation

Explore adversarial robustness in deep learning, focusing on randomized smoothing as a defense strategy and its theoretical guarantees for certified robustness.

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