AI & Machine Learning Security

AI & Machine Learning Security

AI & Machine Learning Security

LLM risks and AI app defenses.

LLM architecture risks, prompt injection, data leakage, RAG/agent threats, AI red teaming and defenses — evaluated in isolated lab apps.

Syllabus

AI security core

Fundamentals through defense.

  • AI and ML Security Fundamentals (preview)
  • Understanding LLM Architecture
  • Prompt Injection
  • LLM Security Risks
  • AI Data Leakage
  • Model Security
  • AI Application Threat Modeling
  • RAG Security
  • AI Agent Security
  • Autonomous AI Systems
  • AI Red Teaming
  • AI Security Testing
  • AI Application Defense

Inside this track

Labs · Quizzes · Certificate

Practice stays inside the course. Labs for this track unlock free when you enrol; quizzes check the same topics; finish ≈90%+ to claim a CYNARKS Academy certificate.

Track labs

11 linked labs · free with this course enrol

+5 more in track

Track quiz

117 questions matched to this course topics

Knowledge checks for this track only — not a separate global quiz menu.

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CYNARKS certificate

Educational completion certificate · verify by ID

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