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Google Professional Machine Learning Engineer

280 Questions120 Minutes70% Passing Score▣ Updated: Sep 2026

Question 60 of 280

Single answer
You work for a bank and are building a random forest model for fraud detection. You have a dataset that includes transactions, of which 1% are identified as fraudulent. Which data transformation strategy would likely improve the performance of your classifier?
AWrite your data in TFRecords.
BZ-normalize all the numeric features.
COversample the fraudulent transaction 10 times.
DUse one-hot encoding on all categorical features.
Correct Answer: C

Oversample the fraudulent transaction 10 times.

Explanation

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