Exam Professional Machine Learning Engineer topic 1 question 147 discussion - ExamTopics


A data science team needs a system to efficiently track and manage machine learning experiments; the best solution uses Vertex AI Pipelines and its MetadataStore for streamlined result management.
AI Summary available β€” skim the key points instantly. Show AI Generated Summary
Show AI Generated Summary

Your data science team needs to rapidly experiment with various features, model architectures, and hyperparameters. They need to track the accuracy metrics for various experiments and use an API to query the metrics over time. What should they use to track and report their experiments while minimizing manual effort?

  • A. Use Vertex Al Pipelines to execute the experiments. Query the results stored in MetadataStore using the Vertex Al API.
  • B. Use Vertex Al Training to execute the experiments. Write the accuracy metrics to BigQuery, and query the results using the BigQuery API.
  • C. Use Vertex Al Training to execute the experiments. Write the accuracy metrics to Cloud Monitoring, and query the results using the Monitoring API.
  • D. Use Vertex Al Workbench user-managed notebooks to execute the experiments. Collect the results in a shared Google Sheets file, and query the results using the Google Sheets API.
Show Suggested Answer Hide Answer
Suggested Answer: A πŸ—³οΈ

Was this article displayed correctly? Not happy with what you see?

Tabs Reminder: Tabs piling up in your browser? Set a reminder for them, close them and get notified at the right time.

Try our Chrome extension today!


Share this article with your
friends and colleagues.
Earn points from views and
referrals who sign up.
Learn more

Facebook

Save articles to reading lists
and access them on any device


Share this article with your
friends and colleagues.
Earn points from views and
referrals who sign up.
Learn more

Facebook

Save articles to reading lists
and access them on any device