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


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Security Engineers focus on security engineering, infrastructure hardening, and security operations. They design, build, and maintain secure systems, integrate security into DevOps processes, harden infrastructure, and apply cloud and application security principles to protect enterprise environments.
Security Engineers require a deep mix of hands-on technical skills and security design expertise. This roadmap builds from foundational security knowledge (T1) through secure coding, DevOps integration, and threat modeling (T2–T3) into enterprise-level architecture analysis and infrastructure defense (T4–T5).
Course: SEC275 / SEC401. Aligned TKSs: K0001 Knowledge of System Development Life Cycle Methodologies, K0826 Knowledge of Software Security Principles & Practices, K1017 Secure Coding Practices (introductory), K1015 Cloud Security Principles (awareness)


Course: SEC450. Aligned TKSs: K0023 Knowledge of Secure Communication Protocols, K0671 COMSEC Principles, K1018 Integrating Security into DevOps Processes, K0893 Cloud Access Security Broker (CASB) Tools, T1327 Update Security Documentation

Course: SEC501. Aligned TKSs: K1111 Application Security Design Principles & Practices, K1274 Threat Modeling Tools & Techniques, S0588 Skill in Performing Threat Modeling, S0578 Skill in Evaluating Security Designs, T1320 Conduct Threat Modeling, T1365 Document Cybersecurity Design & Development Activities

Course: SEC511. Aligned TKSs: T0122 Implement Security Designs for New or Existing Systems, T0271 Develop Cybersecurity Designs for Operational Needs, T1148 Develop Systems Security Design Documentation, T1151 Develop Cybersecurity Designs for Multilevel Security Requirements, T1152 Develop Cybersecurity Designs for Multiple Data Classification Levels

Course: SEC511. Aligned TKSs: T1153 Integrate Cybersecurity Designs for Systems & Networks, T1426 Determine Cybersecurity Design & Architecture Effectiveness, K0890 Digital Trust Principles, K0894 Secure Software Development Practices (enterprise/mentor level)
