Dr. Katharina Koerner, a renowned advisor and community builder with expertise in privacy by design and responsible AI, joins Chris and Robert to delve into the intricacies of responsible AI in this episode of the Application Security Podcast. She explores how security intersects with AI, discusses the ethical implications of AI's integration into daily life, and emphasizes the importance of educating ourselves about AI risk management frameworks. She also highlights the crucial role of AI security engineers, the ethical debates around using AI in education, and the significance of international AI governance. This discussion is a deep dive into AI, privacy, security, and ethics, offering valuable insights for tech professionals, policymakers, and individuals.
Links:
- UNESCO Recommendation on the Ethics of Artificial Intelligence: https://www.unesco.org/en/artificial-intelligence?hub=32618
- OECD AI Principles: https://oecd.ai/en/ai-principles
- White House Blueprint for an AI Bill of Rights: https://www.whitehouse.gov/ostp/ai-bill-of-rights/
- NIST AI Risk Management Framework: https://www.nist.gov/itl/ai-risk-management-framework
- NIST Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations: https://csrc.nist.gov/pubs/ai/100/2/e2023/ipd
- Microsoft Responsible AI Standard, v2: https://www.microsoft.com/en-us/ai/principles-and-approach
- ==> Microsoft Failure Modes in Machine Learning: https://learn.microsoft.com/en-us/security/engineering/failure-modes-in-machine-learning
- ENISA Securing Machine Learning Algorithms: https://www.enisa.europa.eu/publications/securing-machine-learning-algorithms
- Google Secure AI Framework (SAIF): https://developers.google.com/machine-learning/resources/saif
- ==> Google Why Red Teams Play a Central Role in Helping Organizations Secure AI Systems: https://services.google.com/fh/files/blogs/google_ai_red_team_digital_final.pdf
Recommended Book:
- The Ethical Algorithm: The Science of Socially Aware Algorithm Design by Michael Kearns and Aaron Roth: https://global.oup.com/academic/product/the-ethical-algorithm-9780190948207?cc=us&lang=en&
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