Interoperability of AI Risk Management Flashcards

1
Q

What are some categories of risks with AI algorithms and models?

A
  • Security and operational
  • Privacy
  • Business
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2
Q

What are some Security risks of AI models?

A
  • Hallucinations
  • Deepfakes
  • Training data poisoning
  • Data leakage
  • Filter bubbles aka echo chambers
  • Erosion of individual freedom
  • False sense of security
  • Vulnerability to attack
  • Misuse of AI
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3
Q

What are some Operational risks of AI models?

A
  • High cost to run AI environment
  • Data corruption and poisoning
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4
Q

What is the definition of a hallucination?

A

Instances where a generative AI model creates content that either contradicts the source or creates factually incorrect output under the appearance of fact.

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5
Q

What are some Privacy risks of AI models?

A
  • Data persistence
  • Data repurposing
  • Data spillover
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6
Q

To understand why privacy rights matter in AI, you must go beyond the legal implications and focus on the consequences of the infringement on privacy rights. This focus is accomplished by creating which privacy taxonomy?

A

Privacy Harms Taxonomy

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