QuestionQ435

Guidelines for Responsible AI

A company has created a neural network model to replace an existing decision tree model. The neural network model achieves higher prediction accuracy than the decision tree model. However, the neural network model’s decision-making process is less explainable than that of the decision tree model.

Which tradeoff is the company making by adopting the neural network model?

  • A Higher compliance for lower interpretability
  • B Higher performance for lower portability
  • C Higher performance for lower interpretability
  • D Higher portability for lower interpretability
Explanation

The neural network provides higher predictive performance, measured by prediction accuracy, while sacrificing interpretability because its decision process is less transparent than a decision tree’s.

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