Exam Professional Machine Learning Engineer topic 1 question 241 discussion - ExamTopics

Question:

The question asks how to add a component to a Vertex AI pipeline to facilitate team collaboration and comparison of metrics during different pipeline executions, both visually and programmatically.

Options:

• A: Log metrics to BigQuery, query the table, and visualize using Looker Studio.
• B: Log metrics to BigQuery, load into a pandas DataFrame, and visualize with Matplotlib.
• C: Log metrics to Vertex ML Metadata, use Vertex AI Experiments for comparison, and Vertex AI TensorBoard for visualization.
• D: Log metrics to Vertex ML Metadata, load into a pandas DataFrame, and visualize with Matplotlib.

Correct Answer:

The suggested answer is C. This option leverages Vertex AI's built-in tools for logging, comparing, and visualizing metrics, providing a streamlined workflow within the Google Cloud ecosystem.