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


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Pentesters play a crucial role as a proactive defense mechanism, using offensive security techniques to identify vulnerabilities before adversaries can exploit them. Their work helps organizations safeguard critical business information, maintain operational continuity, and build trust with customers and stakeholders by simulating real-world attacks.
Pentesters must build a foundation in security and infrastructure knowledge (T1), progress through penetration testing methodologies and tools (T2–T3), and ultimately master advanced offensive operations and red team leadership (T4–T5). This roadmap ensures they develop from a baseline defender into a highly skilled offensive security expert.
Course: SEC275 / SEC401. Aligned TKSs: 101 Security Foundations, K0689 Network Infrastructure Principles & Practices, K1016 OWASP Top Ten Vulnerabilities (introductory)


Course: SEC504. Aligned TKSs: K0692 Ethical Hacking Methodologies, K0956 Penetration Testing Tools & Techniques (introductory), T1313 Test Network Infrastructure, T1424 Evaluate Network Infrastructure Vulnerabilities

Course: SEC560. Aligned TKSs: K0691 Pen Testing Frameworks (PTES), K0956 Penetration Testing Tools & Techniques (applied), S0576 Skill in Testing Network Infrastructure Contingency & Recovery Plans, T1359 Perform Penetration Testing

Course(s): SEC542, SEC588. Aligned TKSs: K1016 OWASP Top Ten Vulnerabilities (advanced exploitation), K0834 Security Operations Tactics & Techniques, K0839 Critical Infrastructure Systems & Software, S0591 Skill in Performing Social Engineering, T1214 Install Network Infrastructure Device Operating System Software


Course: SEC660. Aligned TKSs: K1033 Scripting Principles & Practices (Python, Bash), S0634 Identifying Test & Evaluation Strategies (TES) Infrastructure Requirements, S0657 Skill in Implementing PKI Encryption, T1359 Penetration Testing (mentor-level refinement), T1424 Evaluating Infrastructure Vulnerabilities (executive oversight)
