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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #71

You are training an LSTM-based model on AI Platform to summarize text using the following job submission script: gcloud ai-platform jobs submit training $JOB_NAME \ --package-path $TRAINER_PACKAGE_PAT

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

Question

You are training an LSTM-based model on AI Platform to summarize text using the following job submission script: gcloud ai-platform jobs submit training $JOB_NAME \ --package-path $TRAINER_PACKAGE_PATH \ --module-name $MAIN_TRAINER_MODULE \ --job-dir $JOB_DIR \ --region $REGION \ --scale-tier basic \ -- \ --epochs 20 \ --batch_size=32 \ --learning_rate=0.001 \ You want to ensure that training time is minimized without significantly compromising the accuracy of your model. What should you do?

Options

  • AModify the 'epochs' parameter.
  • BModify the 'scale-tier' parameter.
  • CModify the 'batch size' parameter.
  • DModify the 'learning rate' parameter.

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Topics

#AI Platform Training#Training optimization#Resource management#Scale-tier
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