Google Exam Professional Machine Learning Engineer Topic 5 Question 80 Discussion

Actual exam question for Google's Professional Machine Learning Engineer exam

Question #: 80
Topic #: 5

[All Professional Machine Learning Engineer Questions]

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.

Show Suggested Answer

Suggested Answer: D

by Chauncey at Jun 21, 2024, 09:30 AM

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21 days ago

I think we should try distributing the dataset with tf.distribute.Strategy.experimental_distribute_dataset.

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