Exam Professional Machine Learning Engineer topic 1 question 320 discussion

Actual exam question from Google's Professional Machine Learning Engineer

Question #: 320
Topic #: 1

[All Professional Machine Learning Engineer Questions]

You are an ML researcher and are evaluating multiple deep learning-based model architectures and hyperparameter configurations. You need to implement a robust solution to track the progress of each model iteration, visualize key metrics, gain insights into model internals, and optimize training performance.

You want your solution to have the most efficient and powerful approach to compare the models and have the strongest visualization abilities. How should you bull this solution?

A. Use Vertex AI TensorBoard for in-depth visualization and analysis, and use BigQuery for experiment tracking and analysis.
B. Use Vertex AI TensorBoard for visualizing training progress and model behavior, and use Vertex AI Feature Store to stove and manage experiment data for analysis and reproducibility.
C. Use Vertex AI Experiments for tracking iterations and comparison, and use Vertex AI TensorBoard for visualization and analysis of the training metrics and model architecture.
D. Use Vertex AI Experiments for tracking iterations and comparison, and use BigQuery and Looker Studio for visualization and analysis of the training metrics and model architecture.

Show Suggested Answer

Suggested Answer: C 🗳️

by Duke_CT at June 20, 2025, 3:48 a.m.

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kirukkuman

1 month, 2 weeks ago

Selected Answer: C

This is the ideal combination. Vertex AI Experiments is specifically designed to log, track, and compare different model runs, including their parameters and performance metrics. Vertex AI TensorBoard is the premier tool for deep, interactive visualization of ML training, allowing you to inspect model graphs, view metrics over time, analyze embedding projections, and more. These two services are designed to work together seamlessly, providing the most efficient and powerful solution.

upvoted 2 times

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alja12

1 month, 2 weeks ago

Selected Answer: C

Vertex AI Experiments (designed specifically for tracking model iterations, hyperparameters, and experiment metadata — perfect for comparing experiments) + Vertex AI TensorBoard (provides rich visualization of training progress, model internals, and behavior)

upvoted 1 times

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Duke_CT

1 month, 4 weeks ago

Selected Answer: A

Its probably A

upvoted 1 times

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