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Exam AIGP topic 1 question 75 discussion

Actual exam question from IAPP's AIGP
Question #: 75
Topic #: 1
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Decreasing the complexity of a machine learning model reduces variance and:

  • A. Increases bias.
  • B. Increases accuracy.
  • C. Decreases tolerance.
  • D. Decreases interpretability.
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Suggested Answer: A 🗳️

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Ecommail
3 days, 21 hours ago
Selected Answer: A
A. Increases bias. Decreasing the complexity of a machine learning model reduces variance by making the model less sensitive to small fluctuations in the training data. However, this typically increases bias, as a simpler model may not capture all the underlying patterns in the data, leading to systematic errors. This is known as the bias-variance tradeoff.
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