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Which metric is most appropriate for evaluating a model's performance on a multi
Practice Questions
Q1
Which metric is most appropriate for evaluating a model's performance on a multi-class classification problem?
Accuracy
Precision
F1 Score
Macro F1 Score
Questions & Step-by-Step Solutions
Which metric is most appropriate for evaluating a model's performance on a multi-class classification problem?
Steps
Concepts
Step 1: Understand that a multi-class classification problem involves more than two classes (categories) to predict.
Step 2: Learn about the F1 Score, which is a measure that combines precision and recall to evaluate a model's performance.
Step 3: Recognize that in a multi-class setting, we can calculate the F1 Score for each class separately.
Step 4: The Macro F1 Score takes the F1 Score of each class, adds them together, and divides by the number of classes to get an average.
Step 5: Understand that using the Macro F1 Score is beneficial because it treats all classes equally, regardless of their size or number of instances.
No concepts available.
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