SEC536: Adversarial AI - Penetration Testing AI Systems

Important! Bring your own system configured according to these instructions.
A properly configured system is required to fully participate in this course. If you do not carefully read and follow these instructions, you will not be able to fully participate in hands-on exercises in your course. Therefore, please arrive with a system meeting all of the specified requirements.
Back up your system before class. Better yet, use a system without any sensitive/critical data. SANS is not responsible for your system or data.
Mandatory System Hardware Requirements
Mandatory Host Configuration And Software Requirements
If you have additional questions about the laptop specifications, please contact customer service.
This course is designed for managers, directors, and senior professionals responsible for leading or influencing enterprise decisions around AI adoption, cloud transformation, and emerging security risks. It is ideal for those shaping strategy, governance, and implementation across cybersecurity, risk, and IT functions.
Students should have three to five years of experience in IT and/or cybersecurity. This course covers the core areas of security leadership in migrating workloads to the cloud environment and assumes a basic understanding of technology, networks, and security.
LDR520 bridges SANS Cybersecurity Leadership and SANS Cloud Security curricula, expanding into AI governance, strategic execution, and emerging threats. It prepares leaders to align AI and cloud adoption with enterprise security, compliance, and business strategy.
To continue building depth skills across cybersecurity leadership, vulnerability management, and governance and compliance learners can pair this course with:
This course also is a core part of the Cloud ACE Journey for the Cloud Security Architect role. The 3-course journey helps develop skills in craft strategic blueprints for secure cloud adoption, aligning infrastructure and innovation with regulatory and security mandates. The fully journey includes:
AI strategic imperatives are core priorities that guide organizations in adopting and leveraging artificial intelligence to achieve competitive advantage, manage risk, drive innovation, and ensure responsible implementation.
These include developing business-aligned governance frameworks, understanding regulatory compliance requirements (such as the NIST AI RMF, ISO 42001, and the EU AI Act), and identifying and mitigating emerging threats such as Shadow AI, adversarial machine learning, and deepfake-enabled fraud. For cyber leaders, this means integrating AI into enterprise strategy with a clear understanding of both the innovation potential and the security risks.
Cloud Security Strategy is a comprehensive plan to protect an organization's data, workloads, and infrastructure in cloud environments. It addresses the unique security challenges of cloud computing, focusing on identity management, data protection, configuration security, and continuous monitoring . Effective cloud security strategies are a core responsibility for cloud security leadership tasked with enabling secure digital transformation.
LDR520 equips cybersecurity leaders with the strategic frameworks and decision-making skills needed to govern AI adoption, lead secure cloud transformation, and prepare for future challenges like post-quantum cryptography. You will learn to design risk-informed roadmaps, implement compliant governance models, and communicate effectively with executives. These capabilities are critical for leadership roles driving innovation, managing emerging threats, and aligning cybersecurity strategy with enterprise goals.

Get feedback from the world’s best cybersecurity experts and instructors

Choose how you want to learn - online, on demand, or at our live in-person training events

Get access to our range of industry-leading courses and resources