AWS Certified AI Practitioner AIF-C01 Practice Question

A team must choose a model that allows business analysts to understand why each prediction was made. They are comparing linear regression with a deep neural network. Which characteristic of linear regression makes it a transparent model?

  • The contribution of each input feature can be directly read from its model coefficient.

  • It achieves higher accuracy by learning hierarchical feature representations automatically.

  • Its architecture is too complex for users to interpret without specialized tools.

  • Its parameters are hidden inside millions of weights and biases.

AWS Certified AI Practitioner AIF-C01
Guidelines for Responsible AI
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