Background
Google Professional Machine Learning Engineer
PMLE

Google Professional Machine Learning Engineer (PMLE) Exam Dumps with Solutions

335

Practice Questions

Available

These GCP PMLE exam dumps include real questions and detailed explanations based on the latest Google Professional Machine Learning Engineer exam format. If you're searching for GCP exam dumps with verified solutions, try our 10,000+ practice questions in the Cloud Pass app.

Get it on Google PlayDownload on the App Store

No Duplicate Questions

Every question is unique and carefully curated

Latest Exam Questions

Updated regularly with 2025 exam patterns

Sample Questions

Practice Questions

Question 1
You deployed a TensorFlow recommendation model to a Vertex AI Prediction endpoint in us-central1 with autoscaling enabled. Over the last week, you observed sustained traffic of ~1,200 requests per hour (about 20 RPS) during business hours, which is 2x higher than your original estimate, and you need to keep P95 latency under 150 ms during future surges. You want the endpoint to scale efficiently to handle this higher baseline and upcoming spikes without causing user-visible latency. What should you do?
Question 2
You plan to fine-tune a video-frame classifier via transfer learning using a pre-trained ResNet-50 backbone. Your labeled dataset contains 18,000 1080p frames, and you will retrain the model once per day; each training run completes in under 60 minutes on 4 V100 GPUs, and you must minimize infrastructure cost and operational overhead. Which platform components and configuration should you choose?
Question 3
Your team is preparing to train a fraud detection model using data in BigQuery that includes several fields containing PII (for example, card_number, customer_email, and phone_number). The dataset has approximately 250 million rows and every column is required as a feature. Security requires that you reduce the sensitivity of PII before training while preserving each column’s format and length so downstream SQL joins and validations continue to work. The transformation must be deterministic so the same input always maps to the same protected value, and authorized teams must be able to decrypt values for audits. How should you proceed?
Question 4
Your team deployed a regression model that predicts hourly water usage for industrial chillers. Four months after launch, a vendor firmware update changed sensor sampling and units for three input features, and the live feature distributions diverged: 5 of 18 features now have a population stability index > 0.25, 27% of temperature readings fall outside the training range, and production RMSE increased from 0.62 to 1.45. How should you address the input differences in production?
Question 5
You are a data scientist at a city transportation agency tasked with forecasting hourly bike-share demand per station to optimize rebalancing. Your historical trips table in BigQuery contains 24 months of data (~22 million rows) with columns: timestamp, station_id, neighborhood, weather_condition (sunny/rainy/snow), special_event (boolean), and surge_pricing_flag (boolean). You need to choose the most effective combination of a BigQuery ML model and feature engineering to minimize RMSE while capturing weekly/seasonal patterns and handling multiple categorical variables; what should you do?
FAQ

Frequently Asked Questions

Q1

Q. Can I download GCP PMLE exam questions and answers?

A. Cloud Pass provides access to real GCP certification-style questions directly in the app. While we don't offer downloadable PDFs, you can practice all questions anytime, anywhere with detailed explanations.

Q2

Q. Are GCP PMLE dumps available in PDF format?

A. No, Cloud Pass does not distribute exam dumps or PDFs. Instead, we provide a clean and interactive experience where you can study with 10,000+ verified practice questions and track your progress across devices.

Q3

Q. How can I take practice tests for the GCP PMLE exam?

A. You can take full-length practice tests within the Cloud Pass app. Each test simulates the real GCP exam format, includes instant feedback, and helps you measure your readiness before the actual exam.

Q4

Q. Are these GCP PMLE exam questions real or updated for 2025?

A. Yes. All GCP practice questions in Cloud Pass are based on real-world exam topics and updated regularly to reflect the latest Google Professional Machine Learning Engineer (PMLE) objectives in 2025.