Welcome to ExamTopics
ExamTopics Logo
- Expert Verified, Online, Free.
Mail Us[email protected]
Menu

Unlimited Access

Get Unlimited Contributor Access to the all ExamTopics Exams!
Take advantage of PDF Files for 1000+ Exams along with community discussions and pass IT Certification Exams Easily.
Google Discussions

Exam Professional Machine Learning Engineer topic 1 question 272 discussion

Actual exam question from Google's Professional Machine Learning Engineer
Question #: 272
Topic #: 1
[All Professional Machine Learning Engineer Questions]

You work for a semiconductor manufacturing company. You need to create a real-time application that automates the quality control process. High-definition images of each semiconductor are taken at the end of the assembly line in real time. The photos are uploaded to a Cloud Storage bucket along with tabular data that includes each semiconductor’s batch number, serial number, dimensions, and weight. You need to configure model training and serving while maximizing model accuracy. What should you do?

  • A. Use Vertex AI Data Labeling Service to label the images, and tram an AutoML image classification model. Deploy the model, and configure Pub/Sub to publish a message when an image is categorized into the failing class.
  • B. Use Vertex AI Data Labeling Service to label the images, and train an AutoML image classification model. Schedule a daily batch prediction job that publishes a Pub/Sub message when the job completes.
  • C. Convert the images into an embedding representation. Import this data into BigQuery, and train a BigQuery ML K-means clustering model with two clusters. Deploy the model and configure Pub/Sub to publish a message when a semiconductor’s data is categorized into the failing cluster.
  • D. Import the tabular data into BigQuery, use Vertex AI Data Labeling Service to label the data and train an AutoML tabular classification model. Deploy the model, and configure Pub/Sub to publish a message when a semiconductor’s data is categorized into the failing class.
Show Suggested Answer Hide Answer
Suggested Answer: B 🗳️
by daidai75 at Jan. 8, 2024, 12:21 p.m.

Comments

Chosen Answer:
This is a voting comment (?) , you can switch to a simple comment.
Switch to a voting comment New
Submit Cancel
AzureDP900
2 days, 10 hours ago
Option A is correct The high-definition images of each semiconductor are taken in real-time at the end of the assembly line. The images are uploaded to Cloud Storage along with tabular data that includes batch number, serial number, dimensions, and weight. You need to configure model training and serving while maximizing model accuracy.
upvoted 1 times
...
omermahgoub
2 months, 3 weeks ago
Selected Answer: A
Real-time Processing, uploading images to Cloud Storage triggers the AutoML image classification model for immediate processing, enabling real-time quality control decisions. Image Classification, the scenario focuses on classifying images as "passing" or "failing" quality, making image classification the appropriate approach. Pub/Sub Notifications, Pub/Sub messaging efficiently alerts downstream systems about failing classifications, allowing for prompt quality control actions.
upvoted 2 times
...
b1a8fae
5 months, 2 weeks ago
Selected Answer: A
I go with A.
upvoted 3 times
...
pikachu007
5 months, 3 weeks ago
Selected Answer: D
Option B: Batch prediction jobs introduce latency, making them unsuitable for real-time quality control. Option C: K-means clustering is an unsupervised learning technique that doesn't leverage labeled data to distinguish between passing and failing semiconductors, potentially compromising accuracy. Option D: Tabular classification focuses on structured data, not images, and might overlook visual defects captured in the photos.
upvoted 1 times
daidai75
5 months, 2 weeks ago
I am afraid the option D is not correct, since this is a image classification task.
upvoted 1 times
...
pikachu007
5 months, 3 weeks ago
The answer should be A*
upvoted 3 times
...
...
daidai75
6 months ago
Selected Answer: A
The right answer should be A
upvoted 1 times
...

Get IT Certification

Unlock free, top-quality video courses on ExamTopics with a simple registration. Elevate your learning journey with our expertly curated content. Register now to access a diverse range of educational resources designed for your success. Start learning today with ExamTopics!

Start Learning for free
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
ex Want to SAVE BIG on Certification Exam Prep?
close
ex Unlock All Exams with ExamTopics Pro 75% Off
  • arrow Choose From 1000+ Exams
  • arrow Access to 10 Exams per Month
  • arrow PDF Format Available
  • arrow Inline Discussions
  • arrow No Captcha/Robot Checks
Limited Time Offer
Ends in

Claim Offer Now
286 people claimed it in the last 6 hours