Professional Machine Learning Engineer

Build, deploy, and monitor production ML and generative AI solutions on Gemini Enterprise Agent Platform, and track your readiness for the Professional Machine Learning Engineer exam.

Expert

Prepare and test your skills

Expert

Prepare and test your skills

Google Cloud feature

Custom prediction routines

Topic in 1 exam domain

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A Vertex AI Prediction feature that allows building custom serving containers with integrated pre- and post-processing support.

Where this appears on the exam

1 objective in 1 of 6 domains

Domain 5
Automating and orchestrating ML pipelines
~18% of exam
1. 5.1Developing end-to-end ML pipelines
  - Ensuring consistent data preprocessing between training and serving

How learners score on this topic

Last updated October 16, 2026

Professional Machine Learning Engineer

Build, deploy, and monitor production ML and generative AI solutions on Gemini Enterprise Agent Platform, and track your readiness for the Professional Machine Learning Engineer exam.

Expert

Prepare and test your skills

Expert

Prepare and test your skills

Google Cloud feature

Custom prediction routines

Topic in 1 exam domain

X LinkedIn Facebook Reddit

A Vertex AI Prediction feature that allows building custom serving containers with integrated pre- and post-processing support.

Where this appears on the exam

1 objective in 1 of 6 domains

Domain 5
Automating and orchestrating ML pipelines
~18% of exam
1. 5.1Developing end-to-end ML pipelines
  - Ensuring consistent data preprocessing between training and serving

How learners score on this topic

Last updated October 16, 2026