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Generative AI Risks & Cybersecurity: LLM Security
Training Overview
Description of Training
- Introduction & Lab Setup
Welcome & Course Overview (10:01)
How GenAI Works — Security Perspective (7:04)
Setting Up Your Lab Environment (2:06)
Lab-00 Your First API Call (1:35)
- The GenAI Threat Landscape
Core Cybersecurity Risks in GenAI (7:53)
How Threat Actors Evolve with AI (7:44)
GenAI Provider Breaches — Case Studies (7:25)
Lab-01 Hallucination Probing (2:25)
- Prompt Injection & Jailbreaking
What Is Prompt Injection (7:24)
Lab-02 Prompt Injection Attack (2:19)
Indirect Prompt Injection (6:59)
Lab-03 Indirect Injection & Data Exfiltration (2:39)
Jailbreaking Techniques — Deep Dive (7:35)
Lab-04 Jailbreaking Playground (2:27)
- AI-Specific Attack Vectors
Data Poisoning (7:25)
Model Bias — Hidden Security Risk (7:34)
Lab-05 Bias Detector (3:53)
SSRF in AI Systems (7:46)
DDoS & Resource Exhaustion (7:21)
AI Hallucinations as a Security Threat (7:52)
- Defending GenAI Systems
Defense-in-Depth Model for AI (7:49)
Input Validation and Sanitization (7:45)
Lab 6 Guardrails Builder (5:45)
Output Filtering and Validation (7:43)
Lab 7 Output Validation (2:30)
Sandboxing and Isolation (7:49)
Monitoring and Incident Detection (8:26)
Lab-08 Incident Response Simulator Lab (4:23)
- Secure GenAI Development
Secure Coding Practices for GenAI (7:22)
Security in the AI Dev Lifecycle (7:24)
Lab 9 Content Classification (2:53)
AI Red Teaming in Practice (7:25)
Lab-10 Red Team Report Generator (3:05)
- Governance, Compliance & Ethics
AI Regulatory Landscape 2026 (7:55)
Ensuring Compliance in GenAI (8:26)
Lab 11 AI Compliance Checker (3:36)
Role of Audits in GenAI Cybersecurity (8:31)
Lab-12 AI Policy Generator (4:53)
Copyright, IP, and Ethics (7:57)
- Emerging Threats & Future
AI vs AI — The Arms Race (8:10)
Agentic AI — New Attack Surfaces (7:41)
Quantum Computing and AI Security (8:34)
What's Next — Innovations (8:02)
- Capstone & Conclusion
Course Wrap-Up & Next Steps (8:17)
Lab-13 Full Red Team Exercise (5:16)
Audio Version of the Course
Audio Download
Model Bias — Hidden Security Risk
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