Tech & cloud

Google Cloud Professional ML Engineer

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Google Cloud Professional ML Engineer

GCP MLE — design, build, productionise ML solutions on GCP

20-question mock40 min62% pass markInternational

Single questions with instant feedback — no timer, learn as you go.

See official guidance ↓
Start here · Official guidance

From practice to the real exam

01
Confirm experience
Google recommends 3+ years industry experience, including 1+ year designing and managing ML solutions using Google Cloud. Strong fit for ML engineers and MLOps practitioners.
02
Read the exam guide
Six sections: architecting low-code ML, collaborating, scaling prototypes, serving and scaling models, automating ML pipelines, monitoring ML solutions.
03
Take the learning path
Google Cloud Skills Boost "Professional ML Engineer" path covers Vertex AI, AutoML, BigQuery ML, TensorFlow on GCP, and MLOps.
04
Schedule via Kryterion
50–60 questions, 2 hours, USD 200. Online proctored or test centre.
05
Renew every 2 years
Professional-level credentials are valid for 2 years. Recertify by passing the current exam.
Official resources
Heads up: Links open in a new tab and go to government / awarding-body sites. AceMark is not affiliated — always verify deadlines and fees on the official page.
Exam blueprint

What this exam covers

5 topics · drawn across your practice and mock
01Modelling
35%7 questions
02MLOps
30%6 questions
03ML problem framing
20%4 questions
04Vertex AI
20%4 questions
05Data preparation
15%3 questions
Your study path
Master this exam, topic by topic
Drill one topic at a time. After each session you'll see where you went wrong and can retake until you've got it.
Questions per session
View full mastery board →
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Frequently asked questions

Is the Google Cloud Professional ML Engineer practice test free?

Yes. The core Google Cloud Professional ML Engineer practice on AceMark is free to start — no credit card needed. Sign in (takes 10 seconds) if you'd like to track your progress, save attempts, and unlock the Mentor. Otherwise, browse and explore questions without an account.

How many questions are in the Google Cloud Professional ML Engineer quiz?

Each Google Cloud Professional ML Engineer attempt draws 20 questions and runs for about 120 minutes under realistic timed conditions.

Can I retake the Google Cloud Professional ML Engineer test, and are the questions randomised?

Yes. Every attempt pulls a fresh, randomised set of questions, so you can't memorise your way through — you retake it until you genuinely know the material.

What score do I need to pass the Google Cloud Professional ML Engineer?

The pass mark used in this simulation is 62%. AceMark scores every attempt instantly and shows which topics to review.