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


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Build the skills to detect, govern, and respond to identity-based attacks across human, workload, and AI agent identities throughout the full identity lifecycle.
Today, identity is the main way to control access in organizations and is also the top target for attackers. Instead of using old methods, attackers now take advantage of tokens, applications, hybrid trust setups, and non-human identities including AI agents and automated workloads to get ongoing and often hidden access. SEC559 gives defenders the knowledge and hands-on experience they need to secure, monitor, and respond to identity-based attacks in Microsoft Entra ID and hybrid Active Directory environments. The course covers the whole identity lifecycle, including authentication, token issuance, trust abuse, governance of human and agent identities, and AI-assisted detection and response in Microsoft Entra ID and Active Directory. The main goal is to teach practical detection, safe remediation, and how to stop identity attacks before they spread across cloud and on-premises systems.


Maxim Deweerdt is a Principal SANS Instructor and author of SEC559: Cloud and Hybrid Identity Security. With 15+ years in cyber defense, he brings deep expertise in identity-driven attacks, SOC operations, and detection engineering to every class.
Read more about Maxim DeweerdtExplore the course syllabus below to view the full range of topics covered in SEC559: Cloud and Hybrid Identity Security.
Day 1 introduces identity as the core security control plane, including agent identity foundations and limitations of service principals for autonomous AI workloads. Students explore identity types, applications, permissions, and relationships in Microsoft Entra ID, learning how misconfigurations, privilege paths, and ownership gaps create attack surfaces.
Day 2 focuses on how authentication and token issuance define access in modern environments, including how agent identities authenticate/leverage tokens and how it's different from human identities. Students analyze how tokens, sessions, and authentication methods work in Microsoft Entra ID, and how attackers abuse them to gain persistent, often invisible access.
Day 3 expands identity security into hybrid environments, where Active Directory and Microsoft Entra ID form a combined control plane. Students analyze how synchronization, trust, and Kerberos enable cross-plane attacks and privilege escalation.
Day 4 focuses on identity governance and lifecycle security as critical controls for limiting attack persistence. Students analyze how weak ownership, excessive privileges, and external trust in Microsoft Entra ID enable long-term access, covering agent identity governance alongside workload identity with ownership models, credential management, and access reviews for AI workloads.
Day 5 focuses on detecting and responding to identity-based attacks across hybrid environments. Students use telemetry from Microsoft Entra ID and Active Directory supported by AI-assisted and agentic response workflows, to investigate attacks, contain compromised identities, and restore trust. The day ends with a story-driven Capture the Flag (CTF) where students respond to an end-to-end hybrid identity breach putting everything from the week into practice.
A Cloud Security Analyst monitors and analyzes activity across cloud environments, proactively detects and assesses threats, and implements preventive controls and targeted defenses to protect critical business systems and data.
Explore learning pathMonitor, test, detect, and investigate threats to cloud environments.
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