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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #137

PROFESSIONAL-MACHINE-LEARNING-ENGINEER Question #137: Real Exam Question with Answer & Explanation

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Submitted by yuriko_h· Apr 18, 2026Monitoring, optimizing, and maintaining ML solutions

Question

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?

Options

  • 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.

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Topics

#Input Pipeline Optimization#TPU Performance#Performance Tuning#Cost Optimization
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