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SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals

SEC595Cyber Defense, Artificial Intelligence
SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals
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Artificial Intelligence and Data Ethics (AIDE)

Jump to:

Responsible design, development, and governance of AI and data-driven systems. Ethical principles are embedded into algorithms, models, and automated decision-making to ensure fairness, transparency, and accountability.

Similar Roles

Incident Management (USUP)

Skills Framework for the Information Age

Co-ordination of detection, response, and recovery activities across teams and systems. Emphasis is placed on minimising impact, restoring services, and maintaining clear communication during disruptions.

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Strategic Planning (ITSP)

Skills Framework for the Information Age

Development of long-term technology roadmaps that support enterprise goals and capability development. Focus includes alignment of IT investments with business outcomes.

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Digital Forensics (DGFS)

Skills Framework for the Information Age

Retrieval and interpretation of data from devices and networks to support incident response, compliance investigations, and legal cases. Work focuses on evidence integrity, validated methods, and attacker attribution.

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Risk Management (BURM)

Skills Framework for the Information Age

Analysis of threats, vulnerabilities, and potential impacts to support prioritised risk mitigation. Outputs inform investment decisions and align cyber risk with business tolerance levels.

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Infrastructure Design (IFDN)

Skills Framework for the Information Age

Planning and design of secure, scalable, and resilient infrastructure across on-premise, cloud, and hybrid environments. Design outputs meet both current and future business needs.

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Offensive Cyber Operations (OCEP)

Skills Framework for the Information Age

Execution of controlled cyber operations that emulate threat actor behaviour to evaluate organisational defences. Operations are used to identify weaknesses and enhance preparedness.

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Cybercrime Investigation (CRIM)

Skills Framework for the Information Age

Collection, preservation, and analysis of digital evidence to trace cybercrime and support prosecution efforts. Technical artefacts are translated into admissible findings in collaboration with legal and law enforcement teams.

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Governance (GOVN)

Skills Framework for the Information Age

Development of frameworks that align technology use with business objectives and regulatory requirements. Focus areas include policy design, risk controls, and enterprise accountability structures.

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Need More Guidance About Cyber Roles?

There are numerous different roles in cybersecurity and where you fit depends on your interest level. SANS New to Cyber offers courses, certifications, and free resources for anyone interested in getting started in cybersecurity.

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