Join Barton Poulson for an in-depth discussion in this video Attacking AI, part of AI Accountability Essential Training.
- [Instructor] Artificial intelligence algorithms…are vulnerable to attack in many different ways.…For instance, it's possible to attack it…for text recognition, for audio recognition…and for the recognition of visual images…and I want to show you how these work…with a few different live demonstrations…from research papers and websites.…The first example is text and is called HotFlip:…White-Box Adversarial Examples for Text Classification.…And here on the first page…they have a couple of examples.…I'm going to zoom in so you can see those better.…
And what you have here…are small snips of new stories…and the AI is trying to categorize…what the topic is…and what the researchers are showing…is how easy it is to throw off the AI…with a substitution of a single letter.…In the first one, we have a story…that says South Africa's historic Soweto township…marks its 100th birthday on Tuesday…in a mood of optimism.…57% confidence that that's world news, yeah.…And if you change the D in mood to a P,…it suddenly sees it as 95% science or technology.…
- 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
1. The Context for AI
2. Technical Challenges of AI
3. Social Challenges of AI
4. Legal Challenges of AI
5. Safety Challenges of AI
AI in the military4m 36s
6. Confronting the Challenges of AI
Next steps2m 52s
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