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DY0-001 · Question #5

The most likely concern with a one-feature, machine-learning model is high error due to:

The correct answer is A. bias. A model with only one feature is unlikely to capture the true complexity of the data's underlying relationships, leading to systematic underfitting - i.e., high bias.

Machine Learning

Question

The most likely concern with a one-feature, machine-learning model is high error due to:

Options

  • Abias
  • Bdimensionality.
  • Cvariance.
  • Dprobability.

How the community answered

(35 responses)
  • A
    91% (32)
  • C
    6% (2)
  • D
    3% (1)

Explanation

A model with only one feature is unlikely to capture the true complexity of the data's underlying relationships, leading to systematic underfitting - i.e., high bias.

Topics

#bias#underfitting#model complexity#single-feature model

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