From the course: Security Risks in AI and Machine Learning: Categorizing Attacks and Failure Modes
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Security goals for ML: CIA
From the course: Security Risks in AI and Machine Learning: Categorizing Attacks and Failure Modes
Security goals for ML: CIA
- [Instructor] CIA. Confidentiality, integrity and availability are the foundational security goals. As security practitioners, we understand the importance of incorporating those goals into our workflows and our systems. And as we bring new technologies like AI and ML into the mix, we need to extend our CIA, confidentiality, integrity, and availability mindset to these new technologies. In addition to categorizing failure modes as either intentional or unintentional, they can also be assessed depending on which part do the CIA triad they impact. Keep in mind that some failure modes have crossover impacts, and span across security goals. While all failure modes matter, and should be addressed, due to resource and time constraints, that's not always possible. Therefore, it's helpful to be able to understand which goals of failure mode impacts to help with prioritization work. If the AI or ML failure mode…
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