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Which of the following is NOT a classification metric used in Scikit-learn?(1 Point)PrecisionRecallF1-scoreR-squared

Question

Which of the following is NOT a classification metric used in Scikit-learn?

(1 Point)

  • Precision
  • Recall
  • F1-score
  • R-squared
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Solution

Step 1: Identify the Classification Metrics

First, we need to recognize what classification metrics are typically used to evaluate the performance of classification algorithms. The common metrics include:

  1. Precision
  2. Recall
  3. F1-score

Step 2: Identify R-squared

R-squared (also known as the coefficient of determination) is a statistical measure that represents the proportion of the variance for a dependent variable that's explained by an independent variable or variables. It is primarily used in regression analysis, not classification.

Step 3: Verify the Options

  • Precision: A measure of the accuracy of positive predictions.
  • Recall: Measures the ability of a model to find all the relevant cases (true positives).
  • F1-score: The harmonic mean of precision and recall, providing a balance between the two.
  • R-squared: A metric used for regression, not used for classification.

Final Answer

The metric that is NOT used for classification in Scikit-learn is R-squared.

This problem has been solved

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