Join Barton Poulson for an in-depth discussion in this video Protecting AI, part of AI Accountability Essential Training.
- [Instructor] Now that we've talked…about the different ways that AI can be attacked…I want to say a few things about how it can be protected.…As a quick review there are two kinds of attacks.…The evasion attack which is an attack…on an implemented model,…and to attack this you have to create new examples,…new images, or new audio recordings…that fool the algorithm.…Now the nice thing…is those can be potentially defeated…by updating and improving the algorithm…so it doesn't have these very specific susceptibilities…that were being exploited.…A poisoning attack on the other hand…is an attack on the model in development…and that has the unfortunate consequence…of baking in the mistakes into the algorithm…and frequently updated algorithms are especially vulnerable.…
That's problematic because…one of the great virtues of artificial intelligence…is that it's frequently updated,…that it can develop as it gets new information…and learns from it's old errors…and so this makes things especially complicated.…But before we look at what can be done about it,…
Author
Released
1/9/2019- Bias in AI
- Navigating the social challenges of AI
- Moral reasoning and relational ethics
- General Data Protection Regulation (GDPR) and AI
- Discrimination in data
- Liability and AI
- AI in life-and-death situations
- Confronting the challenges of AI as a developer, executive, and consumer
Skill Level Intermediate
Duration
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Introduction
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1. The Context for AI
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The promise of AI4m 16s
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General and narrow AI2m 32s
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2. Technical Challenges of AI
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Bias in AI3m 50s
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Construct validity4m 50s
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Seeing the wrong thing3m 27s
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The absence of meaning5m 7s
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Vulnerability to attacks2m 59s
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Attacking AI7m 6s
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Protecting AI3m 34s
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3. Social Challenges of AI
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Dimensions of justice3m 5s
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Justice and AI3m 38s
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Moral reasoning6m 8s
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Relational ethics2m 22s
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Issues of authenticity8m 17s
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4. Legal Challenges of AI
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Spurious discrimination2m 58s
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The right to explanation3m 56s
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Discrimination in data3m 6s
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Liability2m 15s
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Accountability laws2m 11s
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5. Safety Challenges of AI
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AI in the military4m 36s
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6. Confronting the Challenges of AI
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Strategies for developers5m 13s
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Strategies for executives3m 23s
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Strategies for regulators4m 56s
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Strategies for consumers2m 57s
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Conclusion
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Next steps2m 52s
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Video: Protecting AI