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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 204 discussion

Actual exam question from Google's Professional Machine Learning Engineer
Question #: 204
Topic #: 1
[All Professional Machine Learning Engineer Questions]

You work for an auto insurance company. You are preparing a proof-of-concept ML application that uses images of damaged vehicles to infer damaged parts. Your team has assembled a set of annotated images from damage claim documents in the company’s database. The annotations associated with each image consist of a bounding box for each identified damaged part and the part name. You have been given a sufficient budget to train models on Google Cloud. You need to quickly create an initial model. What should you do?

  • A. Download a pre-trained object detection model from TensorFlow Hub. Fine-tune the model in Vertex AI Workbench by using the annotated image data.
  • B. Train an object detection model in AutoML by using the annotated image data.
  • C. Create a pipeline in Vertex AI Pipelines and configure the AutoMLTrainingJobRunOp component to train a custom object detection model by using the annotated image data.
  • D. Train an object detection model in Vertex AI custom training by using the annotated image data.
Show Suggested Answer Hide Answer
Suggested Answer: B 🗳️

Comments

Chosen Answer:
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louisaok
3 days, 19 hours ago
Selected Answer: B
>>" You have been given a sufficient budget to train models on Google Cloud" it is rare to see a company give enough money to run a mission-critical project.
upvoted 1 times
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Foxy2021
1 month, 1 week ago
My vote is B
upvoted 1 times
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VinaoSilva
4 months, 3 weeks ago
Selected Answer: B
quickly create an initial model = automl
upvoted 1 times
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pinimichele01
7 months, 2 weeks ago
Selected Answer: B
went with B
upvoted 2 times
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edoo
8 months, 2 weeks ago
Selected Answer: B
By doing B we are doing D. I suppose B in more specific about the model and thus "more" correct? Thoughts?
upvoted 2 times
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ddogg
9 months, 3 weeks ago
Selected Answer: B
B makes the most sense, data is already labelled and a pretrained model may not fit for this specific case
upvoted 1 times
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pikachu007
10 months, 1 week ago
Selected Answer: B
Speed: AutoML excels in creating high-quality models with minimal code and setup, significantly accelerating model development. Ease of use: It provides a user-friendly interface and automates many aspects of model training, making it accessible even for those without extensive ML expertise. Automatic optimization: AutoML automatically handles hyperparameter tuning, feature engineering, and architecture selection, reducing manual effort and expertise required. Custom object detection: It supports custom object detection tasks, directly addressing the need to identify damaged parts in images.
upvoted 4 times
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Community vote distribution
A (35%)
C (25%)
B (20%)
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