Intermediate Artificial Intelligence & Machine Learning
Q66 / 100

When should you choose a decision tree over logistic regression for a classification task?

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Incorrect.

The correct answer is B) When the relationship between features and the target is non-linear and you need an interpretable model that handles mixed feature types without scaling

B

Correct Answer

When the relationship between features and the target is non-linear and you need an interpretable model that handles mixed feature types without scaling

Explanation

Decision trees naturally capture non-linear interactions and handle categorical and numeric features without scaling, while logistic regression assumes a roughly linear decision boundary in feature space. The right choice depends on the data's structure and interpretability needs.

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