Exam Professional Machine Learning Engineer topic 1 question 125 discussion

Actual exam question from Google's Professional Machine Learning Engineer

Question #: 125
Topic #: 1

[All Professional Machine Learning Engineer Questions]

You manage a team of data scientists who use a cloud-based backend system to submit training jobs. This system has become very difficult to administer, and you want to use a managed service instead. The data scientists you work with use many different frameworks, including Keras, PyTorch, theano, scikit-learn, and custom libraries. What should you do?

A. Use the Vertex AI Training to submit training jobs using any framework.
B. Configure Kubeflow to run on Google Kubernetes Engine and submit training jobs through TFJob.
C. Create a library of VM images on Compute Engine, and publish these images on a centralized repository.
D. Set up Slurm workload manager to receive jobs that can be scheduled to run on your cloud infrastructure.

Show Suggested Answer

Suggested Answer: A 🗳️

by mymy9418 at Dec. 18, 2022, 3:17 a.m.

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fitri001

9 months, 2 weeks ago

Selected Answer: A

Managed Service: It eliminates the need to administer a complex backend system, reducing your team's workload. Framework Agnostic: Vertex AI Training supports various frameworks like Keras, PyTorch, scikit-learn, and custom libraries, aligning with your data scientists' needs.

upvoted 4 times

fitri001

9 months, 2 weeks ago

B. Kubeflow on GKE with TFJob: While Kubeflow offers framework flexibility, setting it up and managing it on Google Kubernetes Engine (GKE) adds complexity compared to a fully managed service like Vertex AI Training. C. VM Image Library: Creating and maintaining a library of VM images for every framework is cumbersome and doesn't scale well for various frameworks and custom libraries. D. Slurm Workload Manager: Slurm is a workload manager, not a training service. It wouldn't directly address the need for framework-agnostic training job submission.

upvoted 2 times

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AntoGrd

11 months, 2 weeks ago

Selected Answer: A

Answer A

upvoted 2 times

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SamuelTsch

1 year, 7 months ago

Selected Answer: A

replicated # 5

upvoted 2 times

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Voyager2

1 year, 8 months ago

Went with A. Use the Vertex AI Training to submit training jobs using any framework. As the request states managed service I will discard Compute Engine and Kubernetes. I discarded D since Google is not in the picture

upvoted 2 times

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