Data Poisoning Courses and Certifications

Securing the Use of Generative AI in Your Organization

194 ratings at LinkedIn Learning

Learn about securing generative AI to unleash its potential while fortifying your organization against emerging cybersecurity threats.

• LinkedIn Learning
• 1 hour 16 minutes
• On-Demand
• Free Trial Available

Google Cloud Professional Machine Learning Engineer Cert Prep: 1 Framing ML Problems

75 ratings at LinkedIn Learning

Learn about the Google Professional Machine Learning Engineer certification exam, and topics relating to the first part of the exam, framing ML problems.

• LinkedIn Learning
• 1 hour 7 minutes
• On-Demand
• Free Trial Available

Google Cloud Professional Cloud Architect Cert Prep: 3 Designing for Security and Compliance

11 ratings at LinkedIn Learning

Prepare for the Google Professional Cloud Architect certification exam topics focused on designing for security and compliance.

• LinkedIn Learning
• 33 minutes
• On-Demand
• Free Trial Available

RSA Conference

AI Security Engineering - Modeling - Detecting - Mitigating New Vulnerabilities

Explore AI security threats, including adversarial attacks and data poisoning. Learn detection, protection, and mitigation strategies for AI/ML systems from Microsoft experts.

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

USENIX Enigma Conference

Trustworthy Machine Learning: Challenges and Frameworks

Exploring the security challenges in machine learning, this talk discusses strategies for building trustworthy AI systems by analyzing data influence, addressing vulnerabilities, and enhancing interpretability.

• YouTube
• 18 minutes
• On-Demand
• Free Online Course

Devoxx

Understanding Security Threats Against Machine - Deep Learning Applications

Explore security threats against machine learning applications, including trojaning, adversarial examples, data poisoning, and model extraction. Learn neural network basics and hacking methods for all developer levels.

• YouTube
• 2 hours 13 minutes
• On-Demand
• Conference Talk

Black Hat

Smashing the ML Stack for Fun and Lawsuits

Explore legal risks and ethical considerations of testing commercial ML systems' security, with insights on potential lawsuits and regulatory implications for researchers.

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

Simons Institute

Learning Under Data Poisoning

Explore data poisoning's impact on machine learning, its detection methods, and strategies for building robust models against adversarial attacks in this informative talk.

• YouTube
• 44 minutes
• On-Demand
• Free Online Course

Breaking NBAD & UEBA Detection

Explore techniques to bypass Network Behavior Anomaly Detection (NBAD) and User Entity Behavior Analytics (UEBA), covering data poisoning, exfiltration, and various attack methods with live demonstrations.

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

Breaking NBAD and UEBA Detection

Explore techniques to bypass Network Behavior Anomaly Detection and User Entity Behavioral Analysis, including data poisoning, behavioral spoofing, and network manipulation strategies.

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

OWASP Foundation

AI Red Teaming Large Language Models: Past, Present, and Future

Explore AI Red Teaming for Large Language Models, covering origins, current challenges, and future possibilities. Learn about security risks, necessary skills, and the importance of this emerging field in AI security.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Black Hat

Poisoning Web-Scale Training Datasets is Practical

Explore strategies for creating large datasets and two attacks exploiting these mechanics, revealing vulnerabilities in deep learning models trained on internet-sourced data.

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

OWASP Foundation

Malice in Chains - Supply Chain Attacks Using Machine Learning Models

Explore potential supply chain vulnerabilities in machine learning models and learn strategies to mitigate risks in AI-driven systems.

• YouTube
• 50 minutes
• On-Demand
• Free Online Course

RSA Conference

Creating an AI Security and Incident Response Team

Learn to establish and operate an AI Security and Incident Response Team (AISIRT) to address AI/ML system issues, detect problems, and differentiate between various threats.

• YouTube
• 46 minutes
• On-Demand
• Free Online Course

IEEE

Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models - Session 335

Explore poisoning attacks on text-to-image models, focusing on the Nightshade technique's ability to manipulate AI-generated images through targeted data manipulation.

• YouTube
• 16 minutes
• On-Demand
• Free Online Course