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Google Professional Machine Learning Engineer

280 Questions120 Minutes70% Passing Score▣ Updated: Sep 2026

Question 126 of 280

Single answer
You are training an object detection model using a Cloud TPU v2. Training time is taking longer than expected. Based on this simplified trace obtained with a Cloud TPU profile, what action should you take to decrease training time in a cost-efficient way?
AMove from Cloud TPU v2 to Cloud TPU v3 and increase batch size.
BMove from Cloud TPU v2 to 8 NVIDIA V100 GPUs and increase batch size.
CRewrite your input function to resize and reshape the input images.
DRewrite your input function using parallel reads, parallel processing, and prefetch.
Correct Answer: D

Rewrite your input function using parallel reads, parallel processing, and prefetch.

Explanation

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