Welcome to ExamTopics
ExamTopics Logo
- Expert Verified, Online, Free.
exam questions

Exam Professional Machine Learning Engineer All Questions

View all questions & answers for the Professional Machine Learning Engineer exam

Exam Professional Machine Learning Engineer topic 1 question 5 discussion

Actual exam question from Google's Professional Machine Learning Engineer
Question #: 5
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 AI Platform custom containers feature to receive training jobs using any framework.
  • B. Configure Kubeflow to run on Google Kubernetes Engine and receive training jobs through TF Job.
  • 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 Hide Answer
Suggested Answer: A 🗳️

Comments

Chosen Answer:
This is a voting comment (?) , you can switch to a simple comment.
Switch to a voting comment New
gcp2021go
Highly Voted 3 years, 5 months ago
the answer is A
upvoted 25 times
...
guruguru
Highly Voted 3 years, 4 months ago
A, because AI platform supported all the frameworks mentioned. And Kubeflow is not managed service in GCP. https://cloud.google.com/ai-platform/training/docs/getting-started-pytorch
upvoted 10 times
...
jkkim_jt
Most Recent 1 month ago
I think "custom container" should be written in capital letters like "AI Platform Custom Container". It is one of the features of AI Platform. It is a proper noun not a general term.
upvoted 2 times
...
Yorko
4 months, 2 weeks ago
Selected Answer: A
A. Now it's called Vertex AI
upvoted 2 times
...
PhilipKoku
5 months, 3 weeks ago
Selected Answer: A
The best approach is option A: Use AI Platform custom containers. It provides flexibility, scalability, and support for various frameworks, making it an ideal choice for your team’s needs.
upvoted 1 times
...
fragkris
11 months, 4 weeks ago
Selected Answer: A
Chose A
upvoted 1 times
...
Sum_Sum
1 year ago
Selected Answer: A
A is the only Google managed service solution B,C - are not managed D- is a 3rd party
upvoted 2 times
...
M25
1 year, 6 months ago
Selected Answer: A
Went with A
upvoted 2 times
...
Antmal
1 year, 10 months ago
The answer must be D as nowhere in the question has GCP been mention https://aadityachapagain.com/2020/09/distributed-training-with-slurm-on-gcp/
upvoted 1 times
tavva_prudhvi
1 year, 8 months ago
D is incorrect, this is more far from a managed service based solution.
upvoted 2 times
...
...
Antmal
1 year, 10 months ago
The Answer is D. As no where in the answer has GCP been mentioned. https://aadityachapagain.com/2020/09/distributed-training-with-slurm-on-gcp/
upvoted 1 times
...
ares81
1 year, 10 months ago
Selected Answer: A
It's A
upvoted 2 times
...
Moulichintakunta
1 year, 11 months ago
Selected Answer: D
Here the question is on workload management not on supporting frameworks slurm is a managed solution for workloads
upvoted 1 times
...
EFIGO
2 years ago
Selected Answer: A
Now it's Vertex AI (instead of AI Platform), but it's the best solution, no need to do anything more complicated
upvoted 4 times
...
abhi0706
2 years ago
A - Vertex AI now
upvoted 3 times
...
GCP72
2 years, 3 months ago
Selected Answer: A
Correct answer is "A"
upvoted 1 times
...
caohieu04
2 years, 9 months ago
Selected Answer: A
A is correct
upvoted 2 times
...
vinit1101
2 years, 10 months ago
Selected Answer: A
the answer is A
upvoted 2 times
...
Community vote distribution
A (35%)
C (25%)
B (20%)
Other
Most Voted
A voting comment increases the vote count for the chosen answer by one.

Upvoting a comment with a selected answer will also increase the vote count towards that answer by one. So if you see a comment that you already agree with, you can upvote it instead of posting a new comment.

SaveCancel
Loading ...