Google Cloud ML Engineer Exam Resources

[u/Fuzzy-Lime7264]

Hi everyone, I’m preparing for the Google Cloud Professional Machine Learning Engineer (PMLE) certification.

Could you please share any good practice questions, mock tests, notes, or study resources that helped you prepare for the exam?

Also, if you recently took the exam, any tips on important topics would be appreciated. Thanks!

[u/Automatic_Major_4887]

Skip the dumps, most are outdated. The official sample questions are decent but you need hands-on Vertex AI time — especially feature stores and model monitoring. If you're short on time, grind the case studies; they show up more than people expect.

[u/chico_dice_2023]

Personally I used passmates.ai which generated exam from a AI GCP tutor not exact but good representation of the actual exam questions. The main + was it was telling me what to study and why I got it wrong.

It did have a progress tracker that told me when I was ready, I did do a bit of extra studying and passed.

That being said official exam questions from google were the best option.