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Google Cloud

Google Professional Machine Learning Engineer

Professional Google Cloud certification for building, evaluating, productionizing, monitoring, and optimizing AI and ML solutions.

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Study your way: beyond Practice and Mock exam, choose adaptive, hard mode, ready review, objective coverage, or retry-your-misses — and set your own question count, timer, and pass mark.

About this exam

Validates ability to design, productionize, operate, and improve AI and ML solutions on Google Cloud.

Who should take this exam

ML engineers and AI practitioners with programming, data platform, MLOps, model serving, monitoring, and Google Cloud experience.

Career benefits

Demonstrates professional-level skill in scalable, governed, production AI and ML systems on Google Cloud.

How to prepare

Use the official Google Cloud certification page, exam guide, Machine Learning Engineer learning path, sample questions, and Google Cloud AI documentation.

Quick facts

Exam cost$200 USD plus tax where applicable
Length120 minutes
Questions on exam60
Passing scoreNot publicly disclosed by Google Cloud
FormatMultiple choice and multiple select
Practice questions125
Objectives6
Official pageView

What's covered

1. Architect low-code AI solutions

2. Collaborate within and across teams to manage data and models

3. Scale prototypes into ML models

4. Serve and scale models

5. Automate and orchestrate ML pipelines

6. Monitor AI solutions

Frequently asked questions

Are these real exam questions?

No. These are original practice questions written to match the exam objectives, each with an explanation so you actually learn the material — not exam dumps.

How does practice mode work?

You answer questions one at a time with instant feedback and explanations. Over time the app adapts, prioritizing the objectives and questions you struggle with most.

What is a mock exam?

A timed, full-length simulation that holds feedback until the end, then shows your score, pass/fail result, and a breakdown by objective.

Can I customize how I study?

Yes. Pick the study mode that fits — adaptive practice, hard mode, ready-for-review, objective coverage, or retrying questions you've missed — and set your own question count, timer, and passing score for each session.

Do I need an account?

You can try free questions for this exam without signing in. Create a free account to save your progress, track weak objectives, and unlock the full question bank.

Study resources

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