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Architecting Cybersecurity Solutions for AI Systems
Designing a course on architecting cybersecurity solutions for AI systems requires addressing the unique security challenges posed by artificial intelligence and machine learning technologies. This includes protecting AI data sets, securing AI models from adversarial attacks, ensuring the integrity of AI-driven decisions, and complying with ethical and regulatory standards. The curriculum must cover a range of topics from securing the AI development lifecycle to deploying robust defenses against AI-specific threats.
Course Overview
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Learning Objectives
- Understand the fundamental concepts of AI and its role in cybersecurity.
- Explore the potential security risks associated with AI systems.
- Learn best practices for securing AI models and data.
- Examine common cybersecurity threats specific to AI environments.
- Design and implement robust authentication and authorization mechanisms for AI systems.
- Explore encryption techniques for securing AI model parameters and data in transit.
- Understand the importance of secure coding practices in AI development.
- Learn about regulatory and compliance considerations in cybersecurity for AI systems.
- Explore incident response and recovery strategies for AI-related security incidents.
- Discuss ethical considerations and responsible AI practices in the context of cybersecurity.
Framework Connections
The materials within this course focus on the NICE Framework Task, Knowledge, and Skill statements identified within the indicated NICE Framework component(s):
Competency Areas
Work Roles
Feedback
If you would like to provide feedback on this course, please e-mail the NICCS team at NICCS@mail.cisa.dhs.gov. Please keep in mind that NICCS does not own this course or accept payment for course entry. If you have questions related to the details of this course, such as cost, prerequisites, how to register, etc., please contact the course training provider directly. You can find course training provider contact information by following the link that says “Visit course page for more information...” on this page.