CompTIA SecAI+: CY0-001 Courses

* Explain artificial intelligence, machine learning, deep learning, NLP, generative AI, LLM and transformer concepts relevant to cybersecurity

* Evaluate AI data lifecycles, data provenance, embeddings, vector storage, fine-tuning and retrieval-augmented generation

* Threat-model AI systems, applications, models, agents, APIs and supporting infrastructure

* Identify prompt injection, jailbreaking, data poisoning, model theft, model inversion and sensitive-data disclosure attacks

* Implement AI guardrails, prompt firewalls, LLM gateways, rate limits and least-privilege access controls

* Secure AI data, models, integrations and outputs using encryption, anonymization, masking and continuous monitoring

* Audit AI systems for hallucinations, bias, fairness, drift, accuracy, access violations and abnormal behaviour

* Apply AI to threat detection, alert triage, vulnerability prioritization, incident response and security automation

* Apply AI governance and risk-management principles using NIST, OWASP, MITRE and recognized regulatory frameworks

* Solve CY0-001 performance-based scenarios while applying effective exam and time-management strategies

* Explain artificial intelligence, machine learning, deep learning, NLP, generative AI, LLM and transformer concepts relevant to cybersecurity

* Evaluate AI data lifecycles, data provenance, embeddings, vector storage, fine-tuning and retrieval-augmented generation

* Threat-model AI systems, applications, models, agents, APIs and supporting infrastructure

* Identify prompt injection, jailbreaking, data poisoning, model theft, model inversion and sensitive-data disclosure attacks

* Implement AI guardrails, prompt firewalls, LLM gateways, rate limits and least-privilege access controls

* Secure AI data, models, integrations and outputs using encryption, anonymization, masking and continuous monitoring

* Audit AI systems for hallucinations, bias, fairness, drift, accuracy, access violations and abnormal behaviour

* Apply AI to threat detection, alert triage, vulnerability prioritization, incident response and security automation

* Apply AI governance and risk-management principles using NIST, OWASP, MITRE and recognized regulatory frameworks

* Solve CY0-001 performance-based scenarios while applying effective exam and time-management strategies