ZeroShield Research - Membership Inference & Model Inversion скачать в хорошем качестве

ZeroShield Research - Membership Inference & Model Inversion

ZeroShield Research | Membership Inference & Model Inversion Attacks Explained In this ZeroShield Research session, we deep-dive into Membership Inference and Model Inversion attacks — two of the most critical and under-discussed threats impacting modern AI/ML and Generative AI systems. As organizations rapidly deploy AI models across cloud, APIs, and agentic workflows, data privacy and model confidentiality have become high-value attack surfaces. This video explains how attackers exploit trained models themselves to leak sensitive information — even without direct access to training data. 🎯 What You’ll Learn in This Video ✅ What Membership Inference Attacks are and how attackers determine whether a specific user’s data was part of a model’s training set ✅ What Model Inversion Attacks are and how sensitive attributes can be reconstructed from model outputs ✅ Why these attacks are especially dangerous for: Healthcare AI Financial ML models LLMs trained on proprietary or personal data SaaS & API-based AI services ✅ Real-world risk scenarios involving: PII leakage Regulatory violations (DPDP, GDPR, HIPAA) Model exploitation via inference APIs Trust erosion in AI systems 🛡️ How ZeroShield Addresses These Risks ZeroShield provides AI-native security controls designed specifically to counter advanced model-level attacks, including: 🔹 AI Threat Modeling for ML & GenAI systems 🔹 Privacy risk analysis at training, inference, and deployment stages 🔹 Guardrails for model behavior and output leakage 🔹 Secure AI pipelines aligned with compliance frameworks 🔹 Continuous risk assessment for deployed models This research forms the foundation of ZeroShield’s AI Security & Governance framework, helping enterprises adopt AI securely and responsibly. 🚀 Who Should Watch This? ✔️ CISOs & Security Leaders ✔️ AI/ML Engineers & Architects ✔️ Data Scientists ✔️ Privacy & Compliance Teams ✔️ Startups building AI-powered products ✔️ Enterprises deploying LLMs or ML APIs 📌 About ZeroShield ZeroShield is an AI-driven cybersecurity platform by Cyberultron Consulting Private Limited, focused on securing AI systems, models, data pipelines, and agentic workflows against emerging threats. 📢 Subscribe for more deep-dive research on AI Security, GenAI Threats, Model Governance, and Next-Gen Cyber Defense 👍 Like & Share if you care about secure and trustworthy AI 💬 Comment your questions or topics you want us to cover next #ZeroShield #AISecurity #MembershipInference #ModelInversion #GenAISecurity #MLSecurity #PrivacyAttacks #Cyberultron #AIThreatModeling #ResponsibleAI #DataPrivacy #AIResearch