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Google Professional Machine Learning Engineer

280 Questions120 Minutes70% Passing Score▣ Updated: Sep 2026

Question 103 of 280

Single answer
You recently developed a deep learning model using Keras, and now you are experimenting with different training strategies. First, you trained the model using a single GPU, but the training process was too slow. Next, you distributed the training across 4 GPUs using tf.distribute.MirroredStrategy (with no other changes), but you did not observe a decrease in training time. What should you do?
ADistribute the dataset with tf.distribute.Strategy.experimental_distribute_dataset
BCreate a custom training loop.
CUse a TPU with tf.distribute.TPUStrategy.
DIncrease the batch size.
Correct Answer: D

Increase the batch size.

Explanation

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