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MLS-C01 · Question #54

MLS-C01 Question #54: Real Exam Question with Answer & Explanation

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Modeling

Question

A Data Scientist is evaluating different binary classification models. A false positive result is 5 times more expensive (from a business perspective) than a false negative result. The models should be evaluated based on the following criteria: 1) Must have a recall rate of at least 80% 2) Must have a false positive rate of 10% or less 3) Must minimize business costs After creating each binary classification model, the Data Scientist generates the corresponding confusion matrix. Which confusion matrix represents the model that satisfies the requirements?

Options

  • ATN = 91, FP = 9
  • BTN = 99, FP = 1
  • CTN = 96, FP = 4
  • DTN = 98, FP = 2

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Topics

#Confusion Matrix#Classification Metrics#Cost-sensitive Learning#Model Evaluation
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