Study guide
CompTIA SecAI+ study guide
Read a lesson, then practice the ideas you want to remember.
Lessons
- Adversarial Evasion Attacks and Perturbation
- Defenses Against Evasion and Adversarial Rob
- Data Poisoning and Backdoor Attacks — Free Study Guide 2026
- Prompting, Data Security, and the AI Lifecyc
- Deep Learning Architectures and Neural Netwo
- Foundation Models, Large Language Models, an
- Core AI/ML Paradigms: Supervised, Unsupervis
- AI Red Teaming and Adversarial Probing Metho
- Transparency, Model Documentation, and Expla
- Governance Roles, Risk Taxonomies, and Compl
- Enterprise AI Governance, Acceptable Use Pol
- The EU AI Act and Global Legal Requirements
- ISO/IEC 42001 and International AI Standards
- MITRE ATLAS: Adversarial Threat Landscape fo
- NIST AI Risk Management Framework — Free Study Guide 2026
- Anomaly Detection and Behavioral Analytics
- AI-Driven Phishing Detection and Email Secur
- AI for SOC Alert Triage and Incident Priorit
- AI in Secure Code Review and Vulnerability D
- AI-Assisted Threat Hunting and Query Generat
- Cyber Threat Intelligence Enrichment and Sum
- AI Security Tools, Attack Discovery, and Wor
- CY0-001 / OWASP 2023-24 LLM01: Prompt Inject
- CY0-001 / OWASP 2023-24 LLM02 & LLM07: Outpu
- CY0-001 / OWASP 2023-24 LLM03 & LLM05: Poiso
- CY0-001 / OWASP 2023-24 LLM04 & LLM06: DoS a
- Membership Inference Attacks and Differentia
- Model Inversion and Training Data Extraction
- Model Theft, Extraction, and IP Protection
- Autonomous AI Agents, Tool Execution, and Or
- Embeddings, Vector Spaces, and Vector Databa
- Retrieval-Augmented Generation Architectures
- Hallucinations, Confabulation, and False Pos
- Dual-Use Risks: Adversary Exploitation of AI
- Model Degradation: Data Drift, Concept Drift
- AI Access, Data, Input, Output, and Audit Co
- AI Attack Types, Evidence, and Compensating
- CY0-001 / OWASP 2023-24 LLM08-LLM10: Agency,
- Runtime AI Monitoring, Guardrails, and Drift
- Secure MLOps Pipeline Architecture and Harde