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IAPP

AIGP · Question #88

A company has trained an ML model primarily using synthetic data, and now intends to use live personal data to test the model. Which of the following is NOT a best practice to apply during the testing

The correct answer is B. Testing should minimize human involvement to the extent practicable.. Minimizing human involvement during testing is not a best practice; human oversight is critical to validate model behavior and ensure ethical and accurate performance.

AI Governance Program

Question

A company has trained an ML model primarily using synthetic data, and now intends to use live personal data to test the model. Which of the following is NOT a best practice to apply during the testing?

Options

  • AThe test data should be representative of the expected operational data.
  • BTesting should minimize human involvement to the extent practicable.
  • CThe test data should be anonymized to the extent practicable.
  • DTesting should be performed specific to the intended uses.

How the community answered

(34 responses)
  • A
    15% (5)
  • B
    76% (26)
  • C
    3% (1)
  • D
    6% (2)

Explanation

Minimizing human involvement during testing is not a best practice; human oversight is critical to validate model behavior and ensure ethical and accurate performance.

Topics

#model testing#personal data#synthetic data#human oversight

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