Google Professional Machine Learning Engineer Exam Voucher
An official Google Cloud PROFESSIONAL-ML-ENGINEER exam voucher for one attempt at the real certification exam, emailed within 3–5 business days. Includes our full PROFESSIONAL-ML-ENGINEER practice exam at no extra cost — unlocked the moment you pay, with timed Exam mode, Practice mode and unlimited retakes.
What's included
Official PROFESSIONAL-ML-ENGINEER exam voucher
One attempt at the real Google Cloud certification exam. Emailed within 3–5 business days.
PROFESSIONAL-ML-ENGINEER Practice Exam FREE
305-question pool, 60 per attempt, timed Exam mode + Practice mode, unlimited retakes. See the practice exam
How it works
- 1Buy the voucher
Pay securely online and get a tax invoice straight away.
- 2Practise today
Your practice exam unlocks instantly — find your weak domains early.
- 3Book your exam
Redeem the emailed code with the vendor and pick your exam date.
About the PROFESSIONAL-ML-ENGINEER exam
Exam domains
Every attempt draws questions in these official proportions. Open a domain to see the subtopics it covers.
Architecting low-code AI solutions13%
- Building models in BigQuery ML or AutoML based on the business problem
- Performing feature engineering and generating predictions using BigQuery ML
- Training models using Agent Platform AutoML
- Fine-tuning Gemini models using BigQuery
- Evaluating and selecting the appropriate model from Model Garden
- Building applications using industry-specific APIs (Document AI, Vision, Translate)
- Optimizing Gemini-based applications for cost, latency and availability
Collaborating within and across teams to manage data and models16%
- Exploring and preprocessing data for ML
- Model prototyping using notebooks (Agent Platform Workbench, Colab Enterprise)
- Tracking and running ML experiments
Scaling prototypes into ML models20%
- Building models considering cost, complexity, latency and scalability
- Training models
- Choosing appropriate hardware for training
Serving and scaling models20%
- Deploying models for batch and online inference
- Packaging and serving models using prebuilt and custom containers
- Organizing and versioning models in Model Registry
- Implementing model rollout strategies (e.g., A/B testing, canary deployments)
- Managing and serving features using Agent Platform Feature Store
- Deploying models to public and private endpoints
- Scaling the serving backend based on throughput
- Tuning ML models for training and serving in production
Automating and orchestrating ML pipelines18%
- Validating data and models
- Building and orchestrating pipelines with managed or unmanaged services
- Ensuring consistent data preprocessing between training and serving
- Determining an appropriate retraining policy
- Deploying models in CI/CD/CT pipelines (e.g., Cloud Build)
Monitoring AI solutions13%
- Building secure AI systems that protect against data exfiltration and malicious prompting
- Aligning with responsible AI practices (e.g., monitoring for bias)
- Model explainability on Agent Platform
- Configuring Model Monitoring for continuous evaluation of production models
- Monitoring for training-serving skew, data drift and concept drift
- Monitoring, testing and evaluating gen AI solutions
Voucher questions
Is this an official exam voucher?
Yes. It is a genuine code issued by the certification vendor, redeemed on the vendor’s own registration site or testing partner (for example Pearson VUE).
When do I receive the voucher code?
By email within 3–5 business days of payment. Your practice exam unlocks immediately in your dashboard, so you can start preparing straight away.
Is the practice exam really included?
Yes — the full practice exam for this certification (normally US$20.00) is added to your account automatically. No separate purchase needed.
How long is the voucher valid?
Validity is set by the vendor and is usually 12 months from issue. The expiry date is shown with your voucher; book your exam before it.
Can I get a refund?
Before the code is delivered, contact us and we will cancel and refund it. Once delivered, the voucher portion is non-refundable because we have already paid the vendor. See our Refund Policy.
Only need practice? PROFESSIONAL-ML-ENGINEER Practice Exam · US$20.00 · Refund Policy · Contact support