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Which evaluation metric is most appropriate for assessing a model deployed for a
Practice Questions
Q1
Which evaluation metric is most appropriate for assessing a model deployed for a binary classification task?
Mean Squared Error
Accuracy
Silhouette Score
R-squared
Questions & Step-by-Step Solutions
Which evaluation metric is most appropriate for assessing a model deployed for a binary classification task?
Steps
Concepts
Step 1: Understand that a binary classification task involves two classes (e.g., yes/no, true/false).
Step 2: Learn that an evaluation metric helps us measure how well our model is performing.
Step 3: Recognize that accuracy is a common metric used in binary classification.
Step 4: Know that accuracy is calculated by dividing the number of correct predictions by the total number of predictions.
Step 5: Conclude that accuracy is appropriate when the classes are balanced, meaning both classes have a similar number of instances.
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