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#Data Poisoning

Showing: 19 courses
Cloud Security Alliance

Demystifying LLMs and Their Security Implications - A Business-Friendly Overview

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Explore GenAI and LLMs, understanding their operations, security implications, and deployment scenarios. Learn to manage risks, prevent data leakage, and implement practical strategies for safe AI integration.
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31 Lesons
1 hour 7 minutes
On-Demand
Free-Video
OWASP Foundation

Malice in Chains - Supply Chain Attacks Using Machine Learning Models

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Explore potential supply chain vulnerabilities in machine learning models and learn strategies to mitigate risks in AI-driven systems.
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1 Lesons
50 minutes
On-Demand
Free-Video
RSA Conference

Creating an AI Security and Incident Response Team

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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.
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1 Lesons
46 minutes
On-Demand
Free-Video
MLOps.community

Guarding LLM and NLP APIs: A Trailblazing Odyssey for Enhanced Security - Podcast #190

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Explore LLM and NLP API security challenges, threat modeling, and defense strategies. Gain insights on OWASP Top 10 for LLM Applications and the AI Village's 'Hack the Future' event at Defcon31.
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24 Lesons
1 hour
On-Demand
Free-Video
DevSecCon

OWASP Top 10 Security Risks for Large Language Models

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Explore OWASP Top 10 LLM security risks, learn mitigation strategies, and understand the impact of Generative AI on cybersecurity in various industries.
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19 Lesons
39 minutes
On-Demand
Free-Video
Simons Institute

Learning Under Data Poisoning

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Explore data poisoning's impact on machine learning, its detection methods, and strategies for building robust models against adversarial attacks in this informative talk.
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1 Lesons
44 minutes
On-Demand
Free-Video
USENIX Enigma Conference

Trustworthy Machine Learning: Challenges and Frameworks

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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.
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15 Lesons
18 minutes
On-Demand
Free-Video
IEEE

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

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Explore poisoning attacks on text-to-image models, focusing on the Nightshade technique's ability to manipulate AI-generated images through targeted data manipulation.
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1 Lesons
16 minutes
On-Demand
Free-Video
AI Institute at UofSC - #AIISC

Adversarial AI/ML Issues and Defense Strategies

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Explore adversarial AI/ML challenges and defense mechanisms with Dr. Dipankar Dasgupta, gaining insights into critical cybersecurity strategies for machine learning systems.
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1 Lesons
57 minutes
On-Demand
Free-Video
RSA Conference

AI Security Engineering - Modeling - Detecting - Mitigating New Vulnerabilities

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Explore AI security threats, including adversarial attacks and data poisoning. Learn detection, protection, and mitigation strategies for AI/ML systems from Microsoft experts.
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19 Lesons
54 minutes
On-Demand
Free-Video
Black Hat

Smashing the ML Stack for Fun and Lawsuits

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Explore legal risks and ethical considerations of testing commercial ML systems' security, with insights on potential lawsuits and regulatory implications for researchers.
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12 Lesons
32 minutes
On-Demand
Free-Video
Black Hat

Poisoning Web-Scale Training Datasets is Practical

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Explore strategies for creating large datasets and two attacks exploiting these mechanics, revealing vulnerabilities in deep learning models trained on internet-sourced data.
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1 Lesons
33 minutes
On-Demand
Free-Video

Breaking NBAD & UEBA Detection

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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.
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23 Lesons
34 minutes
On-Demand
Free-Video

Breaking NBAD and UEBA Detection

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Explore techniques to bypass Network Behavior Anomaly Detection and User Entity Behavioral Analysis, including data poisoning, behavioral spoofing, and network manipulation strategies.
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23 Lesons
29 minutes
On-Demand
Free-Video
OpenSSF

End-to-End Secure Machine Learning Development - Building a Secure AI Supply Chain

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Discover essential security practices for AI development, from dataset handling to production deployment, focusing on supply chain security, model provenance, and risk mitigation in machine learning applications.
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1 Lesons
23 minutes
On-Demand
Free-Video
DevSecCon

AI Safety, Security, and Play - Episode 137

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Explore AI safety and security with David Haber, covering prompt injections, data poisoning, LLM vulnerabilities, and approaches to handling sensitive data in AI models.
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1 Lesons
52 minutes
On-Demand
Free-Video
DevSecCon

OWASP Top 10 for Machine Learning Security - A Comprehensive Walkthrough

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Explore OWASP's top 10 ML security vulnerabilities, gain insights into real-world examples, and learn actionable strategies for securing machine learning models and systems.
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11 Lesons
57 minutes
On-Demand
Free-Video
Linux Foundation

The Dark Side of AI: Hidden Supply Chain Risks in Open-Source AI Models

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Explore security vulnerabilities in open-source AI models, including live demonstrations of exploits and techniques for embedding malicious code and data poisoning.
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1 Lesons
45 minutes
On-Demand
Free-Video
LASCON

Safeguarding Machine Learning Systems - A Comprehensive Security Plan

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Discover a holistic security framework for ML systems, covering data protection, model fortification, platform security, compliance measures, and human-centric safeguards for robust AI deployment.
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1 Lesons
51 minutes
On-Demand
Free-Video